Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany
Open accessAbstract
Cities are complex systems connected to economic, ecological, and demographic conditions and change. They are also characterized by diverging perceptions and interests of citizens and stakeholders. Thus, in the arena of urban planning, we are in need of approaches that are able to cope not only with urban complexity but also allow for participatory and collaborative processes to empower citizens. This to create democratic cities. Connected to the field of smart cities and citizens, we present in this paper, the prototype of an urban digital twin for the 30,000-people town of Herrenberg in Germany. Urban digital twins are sophisticated data models allowing for collaborative processes. The herein presented prototype comprises (1) a 3D model of the built environment, (2) a street network model using the theory and method of space syntax, (3) an urban mobility simulation, (4) a wind flow simulation, and (5) a number of empirical quantitative and qualitative data using volunteered geographic information (VGI). In addition, the urban digital twin was implemented in a visualization platform for virtual reality and was presented to the general public during diverse public participatory processes, as well as in the framework of the “Morgenstadt Werkstatt” (Tomorrow’s Cities Workshop). The results of a survey indicated that this method and technology could significantly aid in participatory and collaborative processes. Further understanding of how urban digital twins support urban planners, urban designers, and the general public as a collaboration and communication tool and for decision support allows us to be more intentional when creating smart cities and sustainable cities with the help of digital twins. We conclude the paper with a discussion of the presented results and further research directions.
AI snapshot
Written from the paper’s full text.
TL;DR
The authors built a prototype urban digital twin for the 30,000-person town of Herrenberg, Germany, combining a 3D city model, space syntax street network analysis, SUMO mobility simulation, OpenFOAM airflow and pollution simulation, sensor-network environmental data, and volunteered geographic information, all visualized in VR via COVISE/OpenCOVER. A survey of 39 participants found the model was judged very positively and that most respondents believed virtual urban models could improve local planning and participation.
Key findings
- The Herrenberg digital twin prototype integrates eight components: (1) a 3D model of the built environment, (2) a space syntax street network model, (3) a SUMO urban mobility simulation, (4) an OpenFOAM air-flow simulation, (5) a pollution simulation using sensor data, (6) empirical quantitative pedestrian/cyclist route data, (7) empirical qualitative social data on place perception, and (8) photographic documentation.
- In the participant survey (n = 39, ages 16–80), the model was rated positively on a −3.00 to +3.00 polarity profile: interesting (+2.54), comprehensible (+2.37), concrete (+2.14), clearly arranged (+1.92), entertaining (+1.89), and simple (+1.56).
- 95% of respondents stated virtual urban models could have a positive effect on local planning, and 97% on public participatory processes.
- Respondents with prior participation experience (46% as citizens, 13% as official local representatives) rated the model more positively on five of six attributes; the exception was "complicated–simple," where the experienced group judged it more complicated.
- Nine traffic-planning scenarios for reducing congestion and pollution in the city core were tested alongside the 2018 status quo road network.
Methods
- Empirical and computational mixed-method design: a prototype urban digital twin was constructed for Herrenberg and embedded in the collaborative visualization environment COVISE, rendered through OpenCOVER for CAVE and head-mounted display VR.
- Data sources: regional DEM and digital building model (Landesamt für Geoinformation und Landentwicklung Baden-Württemberg) supplemented by Faro Focus 3D S 120 laser scans of the medieval center (May 2017); BIM data for the "Seeländer Areal" building; a citizen-science sensor network measuring PM 2.5/10, temperature, and humidity via the LuftdatenInfo platform; and the "Reallabor Tracker" mobile app (based on OSM Tracker) for VGI routes, place ratings, photos, and audio.
- Space syntax analysis used normalized angular choice (NACH) computed in depthmapX; mobility simulation used SUMO; wind flow and pollution simulations used OpenFOAM. Evaluation used a nine-question questionnaire with polarity profiles and open questions, yielding 39 responses.
Limitations
- Stated by the authors: the survey sample was small and non-representative; only respondents' views were captured, with no knowledge of how the models perform under real-life conditions; a full end-to-end test within an actual planning process would be needed; and the links respondents drew to former participation formats were made by the research team, so results should be treated with caution.
- Stated by the authors: as a model, the urban digital twin cannot include all information from the physical world, and there remains a need for additional social, economic, and environmental data (citing Batty 2018).
- Evident from the text: the participatory evaluation was conducted in a single German town and the authors describe their own impression that participation "proceeded well" as subjective; obtaining comprehensive BIM data was difficult due to complex responsibilities.
Model-written summary. Check it against the paper before relying on it.
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Cites
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Claims the paper makes
3 of 10 cited sources checked · 2 supported · 0 flagged · accuracy not yet measured
- Premisecitation
The application of the theory and method of space syntax allowed the authors to analyze the through movement potentials for cars and pedestrians using the measure of normalized angular choice (NACH).
“The application of the theory and method of space syntax, which utilizes a graph theoretical approach, allowed us to analyze the through movement potentials for cars and pedestrians using the measure of normalized angular choice (NACH).”
Quote in the paperSubstantial claim1 of 2 sources checked- cites [21] Yamu, C., Poplin, A., Devisch, O., and De Roo, G. (2018). Space Syntax: A method to measure urban space related to social, economic and cognitive factors. The Virtual and the Real in Planning and Urban Design: Perspectives, Practices and Applications, Routledge. source
- cites [22] Van Nes, A., and Yamu, C. (2020). Introduction to Space Syntax in Urban Studies, Springer. source
The book’s About this book section describes space syntax as a method for urban analysis, and its chapter list includes “Analysing Linear Spatial Relationships: The Measures of Connectivity, Integration, and Choice” (pp. 35–86). The available passages do not explain normalized angular choice (NACH) or establish its use to assess through-movement potential for both cars and pedestrians; searches for those terms found no such passage. The citing authors’ statement that the method “allowed us” to conduct their analysis is their own account, not a result attributed to the book. (LLM, conf=0.77)
Experimental — accuracy not yet measured
- Premisecitation
Virtual reality environments can enhance discussion and help build consensus among stakeholders.
“These technologies can enhance discussion and help build consensus among stakeholders [3].”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [3] Dembski, F., Wössner, U., and Yamu, C. (2019, January 8–13). Digital Twin, Virtual Reality and Space Syntax: Civic engagement and decision support for smart, sustainable cities. Proceedings of the 12th International Space Syntax Conference, Beijing, China. source
- Findingown data
The urban digital twin model of Herrenberg was all-in-all judged very positively.
“The urban digital twin model of Herrenberg was all-in-all judged very positively (Figure 8).”
Quote in the paperNot a substantial claim - Findingown data
The urban digital twin model of Herrenberg was seen as simple with a mean rating of +1.56.
“It was seen as interesting (+2.54), comprehensible (+2.37), concrete (+2.14), clearly arranged (+1.92), entertaining (+1.89), and simple (+1.56).”
Quote in the paperNot a substantial claim - Findingown data
People who already had prior experience with public participation processes rated these attributes, apart from simplicity, very highly.
“People who already had prior experience with public participation processes rated these attributes, apart from simplicity, very highly.”
Quote in the paperNot a substantial claim
- Findingown data
The group with prior experience judges the model more negatively in the sense of being complicated compared to the group without prior experience on the 'complicated-simple' attribute pair.
“Here, the group with prior experience judges the model more negatively in the sense of being complicated compared to the group without prior experience.”
Quote in the paperNot a substantial claim - Findingown data
The urban digital twin model of Herrenberg was seen as concrete with a mean rating of +2.14.
“It was seen as interesting (+2.54), comprehensible (+2.37), concrete (+2.14), clearly arranged (+1.92), entertaining (+1.89), and simple (+1.56).”
Quote in the paperNot a substantial claim - Findingown data
The urban digital twin model of Herrenberg was seen as clearly arranged with a mean rating of +1.92.
“It was seen as interesting (+2.54), comprehensible (+2.37), concrete (+2.14), clearly arranged (+1.92), entertaining (+1.89), and simple (+1.56).”
Quote in the paperNot a substantial claim - Findingown data
Almost half of the respondents had prior experiences with public participation processes as a citizen (46%) or as an official local representative (13%).
“Almost half of the respondents had these experiences as a citizen (46%) or as an official local representative (13%).”
Quote in the paperNot a substantial claim - Findingnone given
Hundreds of people were involved in participatory processes by using mobile VR directly on-site during major events in Herrenberg.
“On the other hand, hundreds of people were involved in participatory processes by using mobile VR directly on-site during major events (Figure 7).”
Quote in the paperNot a substantial claim - Findingown data
The urban digital twin model of Herrenberg was seen as entertaining with a mean rating of +1.89.
“It was seen as interesting (+2.54), comprehensible (+2.37), concrete (+2.14), clearly arranged (+1.92), entertaining (+1.89), and simple (+1.56).”
Quote in the paperNot a substantial claim - Findingnone given
In Herrenberg's specific case, stakeholders from the administration, politics, and representatives of certain groups (such as young people) participated at the HLRS in the CAVE set up there.
“In Herrenbergʹs specific case, stakeholders from the administration, politics, and representatives of certain groups (such as young people) participated at the HLRS in the CAVE set up there (Figures 456).”
Quote in the paperNot a substantial claim - Findingown data
People who took part in public participation processes tend to give more positive evaluations of the model than people who lack this experience.
“People who took part in public participation processes tend to give more positive evaluations of the model than people who lack this experience.”
Quote in the paperNot a substantial claim - Findingown data
The potential for the visualization of urban planning processes, consequences, places, buildings, and so on, is rated as high.
“The potential for the visualization of urban planning processes, consequences, places, buildings, and so on, is rated as high.”
Quote in the paperSubstantial claim - Findingown data
The urban digital twin model of Herrenberg was seen as interesting with a mean rating of +2.54.
“It was seen as interesting (+2.54), comprehensible (+2.37), concrete (+2.14), clearly arranged (+1.92), entertaining (+1.89), and simple (+1.56).”
Quote in the paperNot a substantial claim - Findingown data
The urban digital twin model of Herrenberg was seen as comprehensible with a mean rating of +2.37.
“It was seen as interesting (+2.54), comprehensible (+2.37), concrete (+2.14), clearly arranged (+1.92), entertaining (+1.89), and simple (+1.56).”
Quote in the paperNot a substantial claim - Findingown data
The results of a survey indicated that this method and technology could significantly aid in participatory and collaborative processes.
“The results of a survey indicated that this method and technology could significantly aid in participatory and collaborative processes.”
Quote in the paperSubstantial claim - Findingown data
All in all, the perception and evaluation of the urban digital twin model of Herrenberg was very positive and encouraging.
“All in all, the perception and evaluation of the urban digital twin model of Herrenberg was very positive and encouraging.”
Quote in the paperSubstantial claim - Interpretationown data
According to this data, virtual models seem to be a good tool with respect to urban planning processes.
“According to this data, virtual models seem to be a good tool with respect to urban planning processes.”
Quote in the paperSubstantial claim - Interpretationreasoning
This centrality, represented as accessibility, allows the authors to indicate high to low potentials of usage or traffic.
“This centrality, represented as accessibility, allows us to indicate high to low potentials of usage or, rather, traffic.”
Quote in the paperSubstantial claim - Premisecitation
Results from simulations can be presented in a way that is easier to understand than with conventional methods or in specialist language.
“Results, for example, from simulations, can also be presented in a way that is easier to understand than with conventional methods or in specialist language [25].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [25] Renn, O., Ulmer, F., and Deckert, A. (2020). Digital tools in stakeholder participation for the Germany Energy Transition. Can digital tools improve participation and its outcome?. The Role of Public Participation in Energy Transitions, Academic Press Imprint. source
- Interpretationreasoning
The reduction of complexity and the spatial and visual representation acting as a 'translational aid' makes it possible for visualizations of digital twins to support communication and decision-making.
“This is made possible by the reduction of complexity and the spatial and visual representation acting as a ʺtranslational aidʺ.”
Quote in the paperSubstantial claim - Interpretationown data
There is a recognizable potential for improving urban planning processes by using digital twins in VR as a communication tool.
“There is a recognizable potential for improving urban planning processes by using digital twins in VR as a communication tool.”
Quote in the paperSubstantial claim - Interpretationreasoning
Visualizations of digital twins in virtual and augmented realities can significantly support communication and decision-making between politicians and responsible administrative staff, experts from practice and different disciplines, and citizens.
“In this context, for example, visualizations of digital twins in virtual and augmented realities can significantly support communication and decision-making between politicians and responsible administrative staff, experts from practice and different disciplines, and citizens.”
Quote in the paperSubstantial claim
- May combine two claims. 24
- Classified as probably not a substantial claim. 31
- The quote only partly states this claim. 1
May combine two claims.
PremisecitationUsing an urban digital twin in virtual reality is a novel way of using smart technologies for collaborative planning processes and facilitates consensus-building among participants with different backgrounds.
“Using an urban digital twin in virtual reality is not only a novel way of using smart technologies for collaborative planning processes, but also facilitates consensus-building among participants with different backgrounds [3].”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [3] Dembski, F., Wössner, U., and Yamu, C. (2019, January 8–13). Digital Twin, Virtual Reality and Space Syntax: Civic engagement and decision support for smart, sustainable cities. Proceedings of the 12th International Space Syntax Conference, Beijing, China. source
Classified as probably not a substantial claim. May combine two claims.
Findingnone givenThe prototype is based on open access data and open source software, giving back sovereignty of the data and access to information to the citizens.
“This is based on open access data and open source software, giving back sovereignty of the data and access to information to the citizens.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataThree people stated that they had done both prior experiences before.
“Three people stated that they had done both before.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAlmost everyone who filled out a questionnaire stated perceived positive effects of virtual urban models on local planning (95%) and public participatory processes (97%).
“Almost everyone who filled out a questionnaire stated perceived positive effects (95% and 97%, respectively).”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim. May combine two claims.
Findingown dataThe model was seen as interesting, comprehensible, concrete, clearly arranged, simple, and entertaining.
“It was seen as interesting, comprehensible, concrete, clearly arranged, simple, and entertaining.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingown dataThe respondents wanted to know more about traffic flows, parking situations from Monday to Saturday, or the neighborhoods used only by pedestrians or cyclists.
“The respondents wanted to know more about traffic flows, parking situations from Monday to Saturday, or the neighborhoods used only by pedestrians or cyclists.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Findingnone givenUsing collaborative formats like stationary CAVEs or mobile facilities like VR back projection allows the engagement of up to 15 participants at the same time.
“Using collaborative formats like stationary CAVEs or mobile facilities like VR back projection allows the engagement of up to 15 participants at the same time.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataConcreteness and transparency are the two main advantages of virtual models mentioned in the questionnaires.
“Concreteness and transparency are the two main advantages of virtual models mentioned in the questionnaires.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingnone givenThe users of the visualizations in virtual reality were enabled to experience different scales and take their own perspective.
“The users of the visualizations in virtual reality were enabled to experience different scales and take their own perspective (e.g., in scale 1:1 but also on any other scale).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataPeople with prior experience find the model to be more concrete, interesting, clearly arranged, entertaining, and comprehensible.
“They find it to be more concrete, interesting, clearly arranged, entertaining, and comprehensible.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningVirtual models can help to improve the interaction processes between citizens and official local representatives, especially because urban planning processes can be very complex and time-consuming.
“They can help to improve the interaction processes between citizens on the one hand and official local representatives on the other, especially in view of the fact that urban planning processes can be very complex and time-consuming activities.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningUrban digital twins allow us to pave a path towards sustainable urban development at all scales.
“Urban digital twins allow us to pave a path towards sustainable urban development at all scales.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
InterpretationreasoningThe integrated airflow simulation and combination of data allows investigators to relate emissions to the potential volume of traffic and the distribution of emissions taking wind and factors like temperature and humidity into account.
“This simulation and combination of data allows investigators to relate emissions to the potential volume of traffic and the distribution of emissions taking wind and factors like temperature and humidity into account.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
InterpretationreasoningExperienced groups can implicitly or explicitly compare classical formats with the urban digital twin model of Herrenberg.
“Hence, experienced groups can implicitly or explicitly compare these classical formats with the urban digital twin model of Herrenberg.”
Quote in the paperSubstantial claim- The authors state this as an assumption: Participatory processes are still mainly carried out using 2D city representations like plans and planning concepts in mainly technical and/or expert language.
- The authors state this as an assumption: Virtual, interactive models remain uncommon in the context of urban planning processes.
Probably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningExperts and laypeople could interact more efficiently and effectively through better presentation of the complex information in urban planning processes.
“Experts and laypeople could interact more efficiently and effectively through better presentation of the complex information in urban planning processes.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThis opens up the potential to apply such digital twins in a similar configuration, adapted to the respective situation and problems, to other small and medium-sized cities facing similar challenges due to digital transformation and scarce resources.
“This opens up the potential to apply such digital twins in a similar configuration, of course, adapted to the respective situation and problems, to other small and medium-sized cities, of which there are thousands in Europe alone, facing similar challenges due to digital transformation and scarce resources.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataThe sample was small and non-representative.
“First, it was only a small, non-representative sample.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationnone givenThe Herrenberg digital twin differs from other simulation-based studies in the field of smart cities by linking and combining various urban data from models, analysis, and simulation and by implementing social data collected from citizens.
“The Herrenberg digital twin differs from other simulation-based studies in the field of smart cities, in particular by linking and combining various urban data from models, analysis, and simulation and by the implementation of social data collected from citizens.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable).
Interpretationnone givenThe urban digital twin allowed us to gain a better understanding of potential solutions for urban challenges involving public decision-making to reach consensus.
“The urban digital twin allowed us to gain a better understanding of potential solutions for urban challenges involving public decision-making to reach consensus.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningPresenting results in an easier-to-understand way makes participation more attractive and can include groups of people that are otherwise not easily reached by such formats, such as children, teenagers, residents with a migration background, language barriers, or with a low level of education.
“This makes participation more attractive and can include groups of people that are otherwise not easily reached by such formats, such as children, teenagers, residents with a migration background, language barriers, or with a low level of education.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). The quote only partly states this claim.
InterpretationreasoningThis supports the involvement of a significant number of people in multiple sessions.
“This supports the involvement of a significant number of people in multiple sessions.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
InterpretationreasoningBy its nature as a model, the urban digital twin does not include all the information from the physical world and real life.
“However, by its nature as a model, the urban digital twin does not include all the information from the physical world and real life.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Premisenone givenThe processing of these big data sets and simulations in real-time requires high-performance computing (HPC).
“The processing of these big data sets and simulations in real-time requires high-performance computing (HPC).”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductreasoningWe do not know how well the models will actually work under real-life conditions.
“We do not know how well the models will actually work under real-life conditions.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductnone givenThe collected data was gathered under consideration of data protection and after the participants had been informed accordingly and subsequently anonymized.
“The collected data was gathered under consideration of data protection and after the participants had been informed accordingly and subsequently anonymized.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationcitationThe visualization in virtual reality ('virtual twin') enables broad citizen participation and collaboration between stakeholders.
“Furthermore, the visualization in virtual reality (“virtual twin”) not only enables broad citizen participation but also collaboration between stakeholders.”
Quote in the paperSubstantial claim- Rests on an assumption: The advantage of using virtual reality environments is that different participants with diverging professional and personal backgrounds can be informed simultaneously.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenWe have only the view of our respondents.
“Second, we have only the view of our respondents.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable). May combine two claims.
InterpretationreasoningIt has the potential to enable decision-makers to gain an understanding of the added value and limitation of digital technologies in the context of urban systems and applies digital technologies as a solution-oriented holistic approach.
“It has the potential to enable decision-makers to gain an understanding of the added value and limitation of digital technologies in the context of urban systems and applies digital technologies as a solution-oriented holistic approach.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Interpretationnone givenIncluding historical data allows for a more accurate prediction of future scenarios.
“Including historical data allows for a more accurate prediction of future scenarios.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationDigital twins enable comprehensive data exchange and can contain models, simulations, and algorithms describing their counterpart, including its features and behavior in the real world.
“Digital twins enable comprehensive data exchange and can contain models, simulations, and algorithms describing their counterpart, including its features and behavior in the real world [2].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [2] Kuhn, 2018, Digitaler Zwilling, Informatik Spektrum source
Probably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningPresenting not only images of the real world but also different variants or plans of the future is especially helpful in participatory processes to facilitate communication, to involve large heterogeneous groups of citizens, and, consequently, to build consensus.
“This is especially helpful in participatory processes to facilitate communication, to involve large heterogeneous groups of citizens, and, consequently, to build consensus.”
Quote in the paperNot a substantial claim- Rests on an assumption: Some complex data are difficult or impossible to understand in any other form, especially for laymen or for people unfamiliar with the subject.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Interpretationnone givenThe urban digital twin cannot cover all aspects of real life or meet all expectations of participants in visualizations.
“Of course, the urban digital twin cannot cover all aspects of real life or meet all expectations of participants in visualizations.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable). May combine two claims.
PremisecitationDigital tools can support citizen participation, but must be embedded in 'serious dialogues' that are valued by policymakers.
“Digital tools can support citizen participation, but must be embedded in ʺserious dialoguesʺ that are valued by policymakers [25].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [25] Renn, O., Ulmer, F., and Deckert, A. (2020). Digital tools in stakeholder participation for the Germany Energy Transition. Can digital tools improve participation and its outcome?. The Role of Public Participation in Energy Transitions, Academic Press Imprint. source
Classified as probably not a substantial claim.
InterpretationreasoningVirtual models could be applied to improve participatory processes by facilitating communication processes between experts and laypeople through better presentation of complex information.
“This could be applied, for example, by facilitating communication processes between experts and laypeople through better presentation of complex information.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe SUMO simulation uses a microscopic, space continuous, and time discrete car-following and lane-changing model.
“This simulation uses a microscopic, space continuous, and time discrete car-following and lane-changing model [23].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [23] 2010, Traffic Simulation with SUMO—Simulation of Urban Mobiliy, Fundamentals of Traffic Simulation source
Probably not a substantial claim: may not pass S4 (based). May combine two claims.
InterpretationreasoningThe prototype of a digital twin for urban planning, set up in Herrenberg, has the potential to tackle urban complexity by visualizing complex processes and dependencies in urban systems, simulating possible outcomes and impacts, and taking into account the heterogeneous needs and requirements of its citizens by enabling participatory and collaborative planning.
“The prototype of a digital twin for urban planning, set up in Herrenberg, has the potential to tackle urban complexity by visualizing complex processes and dependencies in urban systems, simulating possible outcomes, and impacts and taking into account the heterogeneous needs and requirements of its citizens by enabling participatory and collaborative planning.”
Quote in the paperNot a substantial claim- Rests on an assumption: Conventional planning tools and methods fail to deal with the complexity of urban systems, as well as with the understanding of citizen needs and requirements.
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Interpretationnone givenChanges and the representation of variants, future designs, or visions were only possible in virtual reality in this form.
“Changes and the representation of, e.g., variants, future designs, or visions were only possible in this form in virtual reality.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Study design and conductnone givenThe implicit or explicit links to former participation formats in the minds of our respondents were done by the research team in our context.
“Third, the implicit or explicit links to former participation formats in the minds of our respondents were done by the research team in our context.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataModel validation and consolidation were carried out with a questionnaire with 39 participants, enabling us to evaluate the meaningfulness of our approach.
“Model validation and consolidation were carried out with a questionnaire with 39 participants, enabling us to evaluate the meaningfulness of our approach.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable).
Interpretationown dataThis information allows us to adjust the urban digital twin to the needs of citizens in order to provide an easy-to-comprehend model for the growing complexity of cities and towns.
“This information allows us to adjust the urban digital twin to the needs of citizens in order to provide an easy-to-comprehend model for the growing complexity of cities and towns.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
PremisecitationBatty (2018) stated that there remains a strong need for additional social, economic, and environmental data.
“Furthermore, Batty (2018) stated that there remains a strong need for additional social, economic, and environmental data [1].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [1] Batty, 2018, Digital twins, Environ. Plan. B Urban Anal. City Sci. source
May combine two claims.
PremisecitationThe Stuttgart hinterland can be characterized by a high traffic volume, mainly due to the high dependency on commuting, fragmented communities, and a lack of spatial governance.
“In general, the Stuttgart hinterland can be characterized by a high traffic volume, mainly due to the high dependency on commuting, fragmented communities, and a lack of spatial governance [24].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [24] Brenner Ingenieurgesellschaft GmbH (2014). Verkehrsvarianten zur Entlastung der Innenstadt, Stadt Herrenberg. Report.
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningIt was difficult to obtain comprehensive BIM data for the Herrenberg urban digital twin due to the complex nature of responsibilities.
“Here, as is often the case, data acquisition was also an issue: due to the complex nature of responsibilities, it was difficult to obtain comprehensive BIM data.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningThe urban digital twin, as set up in Herrenberg, embraces both an understanding of the impact of implementing digital technologies in the context of urban systems and integrating solutions that overcome departmental thinking.
“The urban digital twin, as set up in Herrenberg, embraces both.”
Quote in the paperSubstantial claim- Rests on an assumption: Smart city projects demand two crucial competencies: an understanding of the impact of implementing digital technologies in the context of urban systems, and integrating solutions that overcome departmental thinking.
May combine two claims.
InterpretationreasoningUnderstanding spatial configuration not only allows the authors to develop scenarios but also to test them against the whole system.
“Understanding spatial configuration not only allows us to develop scenarios but also to test them against the whole system.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningThe fact that the model is judged more positively on five of the six dimensions by people with prior experience compared to people without this experience leads to the conclusion that virtual models have the potential to improve participatory processes.
“Following this assumption, the fact that the model is judged more positively on five of the six dimensions by people with prior experience compared to people without this experience leads to the conclusion that virtual models have the potential to improve participatory processes.”
Quote in the paperSubstantial claim- The authors state this as an assumption: Participatory processes are still mainly carried out using 2D city representations like plans and planning concepts in mainly technical and/or expert language.
- The authors state this as an assumption: Virtual, interactive models remain uncommon in the context of urban planning processes.
The paper relies on this without support.
Herrenberg's historical core is strongly affected by car traffic due to earlier planning decisions and implementation.
“Its historical core, however, is strongly affected by car traffic due to earlier planning decisions and implementation.”
The paper relies on this without support.
Conventional planning tools and methods fail to deal with the complexity of urban systems, as well as with the understanding of citizen needs and requirements.
“Conventional planning tools and methods fail to deal with the complexity of urban systems, as well as with the understanding of citizen needs and requirements.”
The paper relies on this without support.
The advantage of using virtual reality environments is that different participants with diverging professional and personal backgrounds can be informed simultaneously.
“The advantage of using virtual reality environments-such as stereoscopic back projection units, large 3D display respectively tiled display systems or CAVEs (Cave Automatic Virtual Environment), for example-is that different participants with diverging professional and personal backgrounds can be informed simultaneously.”
The authors state this as an assumption.
Participatory processes are still mainly carried out using 2D city representations like plans and planning concepts in mainly technical and/or expert language.
“We suspect that participatory processes are still mainly carried out using 2D city representations like plans and planning concepts in mainly technical and/or expert language.”
The authors state this as an assumption.
Virtual, interactive models remain uncommon in the context of urban planning processes.
“Virtual, interactive models remain uncommon in the context of urban planning processes.”
The paper relies on this without support.
The town of Herrenberg is affected by a high traffic load and a certain amount of air pollution.
“The town located in the peri-urban region of Stuttgart is affected by a high traffic load and, consequently, a certain amount of air pollution.”
The paper relies on this without support.
Only a few smart city projects have been singularly successful.
“it is not surprising that only a few have been singularly successful.”
The paper relies on this without support.
Smart city projects demand two crucial competencies: an understanding of the impact of implementing digital technologies in the context of urban systems, and integrating solutions that overcome departmental thinking.
“Smart city projects demand two crucial competencies: an understanding of the impact of implementing digital technologies in the context of urban systems, and integrating solutions that overcome departmental thinking.”
The paper relies on this without support.
If these competencies are not taken into account, the great potential of digital technologies and solutions remains unused.
“If these competencies are not taken into account, the great potential of digital technologies and solutions remains unused.”
The paper relies on this without support.
Some complex data are difficult or impossible to understand in any other form, especially for laymen or for people unfamiliar with the subject.
“Some complex data are difficult or impossible to understand in any other form, especially for laymen or for people unfamiliar with the subject.”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Smart city DTs are used to improve quality of life, mobility and services of citizens, with technological advances people-centered rather than economic efficiency.
“City-scale DTs are used to improve the quality of life, mobility and services of the citizens [22] in such a way that technological advances are people-centered and improve the quality of life of citizens rather than achieve economic efficiency [23].”
From Digital Twin Technology Challenges and Applications: A Comprehensive Review (2022) · cites this paper as [23]
Using an urban digital twin in virtual reality is a novel way of using smart technologies for collaborative planning processes and facilitates consensus-building among participants with different backgrounds.
“Using an urban digital twin in virtual reality is not only a novel way of using smart technologies for collaborative planning processes, but also facilitates consensus-building among participants with different backgrounds [3].”
From Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany (2020) · cites this paper as [3]
Virtual reality environments can enhance discussion and help build consensus among stakeholders.
“These technologies can enhance discussion and help build consensus among stakeholders [3].”
From Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany (2020) · cites this paper as [3]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Arnstein citation points to a Glaeser reference
MinorThe text attributes the cited point to Arnstein (1969), but reference [4] lists a 2006 work by Glaeser and colleagues.
“As Arnstein (1969) points out, it needs real power and not only empty rituals to affect the outcome of such processes [4].”
“4. Glaeser, E.L.; Ponzetto, G.; Shleifer, A. Why Does Democracy Need Education? NBER Working Paper Series; Working Paper 12128; NBER: Cambridge, MA, USA, 2006; p. 45.”
Cites
Conceptualizing smart city with dimensions of technology, people, and institutions
Nam, T., & Pardo, T. A. (2011) · Annual International Conference on Digital Government Research · doi:10.1145/2037556.2037602 · Cited by 2,885 · cited 1× · see citing works
“Some authors are combining the sustainable and smart city approach [16–18], and for others, the concept is considered to be a response to global climate change or a step in an e ff ort to make city management more e ff ective, or even to try to attract more Y and Z generations, which are often seen…”
BackgroundCurrent trends in Smart City initiatives: Some stylised facts
Neirotti, P., De Marco, A., Cagliano, A. C., Mangano, G., & Scorrano, F. (2014) · Cities · doi:10.1016/j.cities.2013.12.010 · Cited by 2,322 · see citing works
Batty, M. (2013) · doi:10.7551/mitpress/9399.001.0001 · Cited by 1,700 · cited 3× · see citing works
“…active shutter glasses [5] for the participants (photo credited to Dembski, 2019). tracking system [2], computer [3,4], a 3D-projector, and active shutter glasses [5] for the participants Citizen participation using the digital twin in VR proceeded well; at least that was our subjective opinion.”
BackgroundInfluentialA Smart City Initiative: the Case of Barcelona
Bakıcı, T., Almirall, E., & Wareham, J. (2013) · Journal of the Knowledge Economy · doi:10.1007/s13132-012-0084-9 · Cited by 1,163 · see citing works
Smart Cities: Quality of Life, Productivity, and the Growth Effects of Human Capital
Shapiro, J. M. (2006) · The Review of Economics and Statistics · doi:10.1162/rest.88.2.324 · Cited by 1,060 · cited 1× · see citing works
“The definition of the matter ranges from the interrelationship between the education of the urban population, local amenities and attractiveness for educated citizens [11,12], and emphasizing the importance of the creative class [13] up to theories describing cities or projects that use information and communication t…”
BackgroundBohemia and economic geography
Florida, R. L. (2002) · Journal of Economic Geography · doi:10.1093/jeg/2.1.55 · Cited by 784 · cited 1× · see citing works
“…of the urban population, local amenities and attractiveness for educated citizens [11,12], and emphasizing the importance of the creative class [13] up to theories describing cities or projects that use information and communication technologies in order to improve the life quality of their…”
BackgroundWhy does democracy need education?
Glaeser, E. L., Ponzetto, G. A. M., & Shleifer, A. (2007) · Journal of Economic Growth · doi:10.1007/s10887-007-9015-1 · Cited by 690 · see citing works
Batty, M. (2018) · Environment and Planning B: Urban Analytics and City Science · doi:10.1177/2399808318796416 · Cited by 551 · cited 2× · see citing works
“Furthermore, Batty (2018) stated that there remains a strong need for additional social, economic, and environmental data [1].”
BackgroundUrban Resurgence and the Consumer City
Glaeser, E. L., & Gottlieb, J. D. (2006) · Urban Studies · doi:10.1080/00420980600775683 · Cited by 439 · see citing works
Cauvain, J., & Kingston, R. (2013) · Environment and Planning A Economy and Space · doi:10.1068/a46242 · Cited by 416 · cited 1× · see citing works
“…and ethical implications of the development of these digital technologies, as well as the growing influence of technology giants on city economics, the freedom and privacy of its inhabitants [19] are a separate issue and not taken into account adequately within many of these definitions and concepts.”
BackgroundTraffic Simulation with SUMO – Simulation of Urban Mobility
Krajzewicz, D. (2010) · International Series in Operations Research & Management Science · doi:10.1007/978-1-4419-6142-6_7 · Cited by 367 · cited 1× · see citing works
“This simulation uses a microscopic, space continuous, and time discrete car-following and lane-changing model [23].”
MethodIntroduction to Space Syntax in Urban Studies
van Nes, A., & Yamu, C. (2021) · doi:10.1007/978-3-030-59140-3 · Cited by 295 · cited 2× · see citing works
“An axial line is a sightline representing movement paths [22].”
BackgroundSelf-citationHarrison, C., & Donnelly, I. A. (2011) · Cited by 232 · see citing works
Why Does Democracy Need Education?
Glaeser, E. L., Ponzetto, G. A. M., & Shleifer, A. (2006) · National Bureau of Economic Research · doi:10.3386/w12128 · Cited by 182 · see citing works
A Planner's Encounter with Complexity
de Roo, G., & Silva, E. A. (2010) · doi:10.4324/9781315565088 · Cited by 132
Portugali, J. (2012) · CERN Document Server (European Organization for Nuclear Research) · doi:10.1007/978-3-642-24544-2 · Cited by 117 · see citing works
Kuhn, T. (2017) · Informatik-Spektrum · doi:10.1007/s00287-017-1061-2 · Cited by 76 · cited 3× · see citing works
“…[2], computer [3,4], a 3D ‐ projector, and active shutter glasses [5] for the participants (photo credited to Dembski, 2019). tracking system [2], computer [3,4], a 3D-projector, and active shutter glasses [5] for the participants Citizen participation using the digital twin in VR proceeded…”
BackgroundInfluentialModern Conceptions of Cities as Smart and Sustainable and Their Commonalities
D’Auria, A., Tregua, M., & Martos, M. C. V. (2018) · Sustainability · doi:10.3390/su10082642 · Cited by 73 · cited 1× · see citing works
“…for educated citizens [11,12], and emphasizing the importance of the creative class [13] up to theories describing cities or projects that use information and communication technologies in order to improve the life quality of their inhabitants within the scope of sustainable development [14,15].”
BackgroundThe Virtual and the Real in Planning and Urban Design: Perspectives, Practices and Applications
(2017) · doi:10.4324/9781315270241 · Cited by 35 · see citing works
Self-citationDembski, F., Yamu, C., & Wössner, U. (2019) · University of Groningen research database (University of Groningen / Centre for Information Technology) · Cited by 20 · see citing works
Self-citationYamu, C. (2014) · disP - The Planning Review · doi:10.1080/02513625.2014.1007662 · Cited by 19 · see citing works
Self-citationRediscovering Thomas Adams: rural planning and development in Canada.
Caldwell, W. (2011) · Cited by 9 · see citing works
Caldwell, W. J. (2011) · University of British Columbia Press eBooks · doi:10.59962/9780774819251 · Cited by 6 · see citing works
Flagged first, then by citations
6 of the 29 references couldn’t be matched to a known paper.
Research works printed but not linked: 2
- Caragliu, A., Del Bo, C., and Nijkamp, P. (2009, January 7–9). Smart Cities in Europe. Proceedings of the 3rd Central European Conference in Regional Science, Košice, Slovakia.
- Renn, O., Ulmer, F., and Deckert, A. (2020). Digital tools in stakeholder participation for the Germany Energy Transition. Can digital tools improve participation and its outcome?. The Role of Public Participation in Energy Transitions, Academic Press Imprint.
Cited by
Sorted by citations
Moreno, C., Allam, Z., Chabaud, D., Gall, C., & Pratlong, F. (2021) · Smart Cities · doi:10.3390/smartcities4010006 · Cited by 2,081 · see citing works
“For instance, within the Smart City concept, factors such as inclusivity, resident participation and real-time delivery of services are encouraged through varying platforms—including digital [53,102,103]—just as in the case in Moreno’s proposed concept.”
BackgroundDigital Twin Technology Challenges and Applications: A Comprehensive Review
Botín-Sanabria, D. M., Mihaita, A.-S., Peimbert-García, R. E., Ramírez-Moreno, M. A., Ramírez-Mendoza, R. A., & Lozoya-Santos, J. D. J. (2022) · Remote Sensing · doi:10.3390/rs14061335 · Cited by 878 · see citing works
City Digital Twin Potentials: A Review and Research Agenda
Shahat, E., Hyun, C. T., & Yeom, C. (2021) · Sustainability · doi:10.3390/su13063386 · Cited by 378 · see citing works
Digital Twins From Smart Manufacturing to Smart Cities: A Survey
Mylonas, G., Kalogeras, A. P., Kalogeras, G., Anagnostopoulos, C., Alexakos, C., & Muñoz, L. (2021) · IEEE Access · doi:10.1109/access.2021.3120843 · Cited by 327 · see citing works
“Another DT prototype developed for use in the town of Herrenberg in Germany is presented in [103]. also discussed briefly in the previous section.”
BackgroundUrban Digital Twin Challenges: A Systematic Review and Perspectives for Sustainable Smart Cities
Weil, C., Bibri, S. E., Longchamp, R., Golay, F., & Alahi, A. (2023) · Sustainable Cities and Society · doi:10.1016/j.scs.2023.104862 · Cited by 337 · see citing works
Ramu, S. P., Boopalan, P., Pham, Q.-V., Maddikunta, P. K. R., Huynh-The, T., Alazab, M., Nguyen, T. T., & Gadekallu, T. R. (2022) · Sustainable Cities and Society · doi:10.1016/j.scs.2021.103663 · Cited by 301 · see citing works
The adoption of urban digital twins
Ferré-Bigorra, J., Casals, M., & Gangolells, M. (2022) · Cities · doi:10.1016/j.cities.2022.103905 · Cited by 254 · see citing works
“For example, in the digital twin of Herrenberg (Germany) developed by Dembski et al. (2020), atmospheric pollution sensors were deployed to monitor and predict urban atmospheric pollution, Sofia et al. (2020) used strain gauges to monitor a bridge and Whyte et al. (2019) employed water-level…”
BackgroundMethodInfluentialJia, W., Wang, W., & Zhang, Z. (2022) · Advanced Engineering Informatics · doi:10.1016/j.aei.2022.101706 · Cited by 256 · see citing works
Bibri, S. E., Huang, J., Jagatheesaperumal, S. K., & Krogstie, J. (2024) · Environmental Science and Ecotechnology · doi:10.1016/j.ese.2024.100433 · Cited by 276 · see citing works
“Among the current hurdles to achieving inclusivity are the bias of developers' socio-economic background, contributing to a de fi ciency in cultural diversity in data [25] and the selection of information communication methods [59].”
BackgroundPotential and limitations of digital twins to achieve the Sustainable Development Goals
Tzachor, A., Sabri, S., Richards, C. E., Rajabifard, A., & Acuto, M. (2022) · Nature Sustainability · doi:10.1038/s41893-022-00923-7 · Cited by 224 · see citing works
“…in a virtual environment can help to de-risk novel applications by facilitating an understanding of their functionality in achieving a healthy and pollution-free environment, as well as in reducing energy consumption for the building occupants 21,22 (supporting targets 3.9, 7.3, 11.6 and 11.b).”
BackgroundInfluentialBig data, machine learning, and digital twin assisted additive manufacturing: A review
Jin, L., Zhai, X., Wang, K., Zhang, K., Wu, D., Nazir, A., Jiang, J., & Liao, W. (2024) · Materials & Design · doi:10.1016/j.matdes.2024.113086 · Cited by 220 · see citing works
Digital twin of a city: Review of technology serving city needs
Lehtola, V., Koeva, M., Elberink, S. O., Raposo, P., Virtanen, J., Vahdatikhaki, F., & Borsci, S. (2022) · International Journal of Applied Earth Observation and Geoinformation · doi:10.1016/j.jag.2022.102915 · Cited by 206 · see citing works
“Concurrently DT systems are seen as a way of involving stakeholders in co-design and in reviewing systems to define how to implement modifications in complex ecosystems like cities (Lee et al., 2021a; Du et al., 2020; Dembski et al., 2020).”
Kaginalkar, A. J., Kumar, S., Gargava, P., & Niyogi, D. (2021) · Urban Climate · doi:10.1016/j.uclim.2021.100972 · Cited by 202 · see citing works
Challenges of urban digital twins: A systematic review and a Delphi expert survey
Lei, B., Janssen, P. H. T., Stoter, J., & Biljecki, F. (2023) · Automation in Construction · doi:10.1016/j.autcon.2022.104716 · Cited by 217 · see citing works
Yiğitcanlar, T., Butler, L., Windle, E., Desouza, K. C., Mehmood, R., & Corchado, J. M. (2020) · Sensors · doi:10.3390/s20102988 · Cited by 185 · see citing works
“Other smart technologies such as internet-of-things (IoT) [65], autonomous vehicles (AV) [66,67], big data [68], 5G wireless communication [69], robotics [70], blockchain [71], cloud computing [72], 3D printing [73], virtual reality (VR) [74], augmented reality (AR) [75], digital twins [76], and so on are also transfo…”
BackgroundCollaborative city digital twin for the COVID-19 pandemic: A federated learning solution
Pang, J., Huang, Y., Xie, Z., Li, J., & Cai, Z. (2021) · Tsinghua Science and Technology · doi:10.26599/tst.2021.9010026 · Cited by 186 · see citing works
A Decade Review on Smart Cities: Paradigms, Challenges and Opportunities
Singh, T., Solanki, A., Sharma, S. K., Nayyar, A., & Paul, A. (2022) · IEEE Access · doi:10.1109/access.2022.3184710 · Cited by 125 · see citing works
“[257], the Scopus database of one decade (2011-2021) is being utilized.”
BackgroundMethodXu, H., Omitaomu, O. A., Sabri, S., Sisi Zlatanova, B., Li, X., & Song, Y. (2024) · Urban Informatics · doi:10.1007/s44212-024-00060-w · Cited by 215 · see citing works
“Drawing upon recent literature and proposed agendas, the focus of this survey is primarily on key smart city application areas that include transportation, energy sys-tem, urban water, and building and infrastructure (Sha-hat et al. 2021; Dembski et al. 2020).”
InfluentialHuda, N. U., Ahmed, I., Adnan, M., Ali, M., & Naeem, F. (2023) · Expert Systems with Applications · doi:10.1016/j.eswa.2023.122380 · Cited by 179 · see citing works
Digital Twin for Civil Engineering Systems: An Exploratory Review for Distributed Sensing Updating
Bado, M. F., Tonelli, D., Poli, F., Zonta, D., & Casas, J. R. (2022) · Sensors · doi:10.3390/s22093168 · Cited by 158 · see citing works
Smart city re-imagined: City planning and GeoAI in the age of big data
Mortaheb, R., & Jankowski, P. L. (2022) · Journal of Urban Management · doi:10.1016/j.jum.2022.08.001 · Cited by 157 · see citing works
Digital Twin for Urban Planning in the Green Deal Era: A State of the Art and Future Perspectives
Caprari, G., Castelli, G., Montuori, M., Camardelli, M., & Malvezzi, R. (2022) · Sustainability · doi:10.3390/su14106263 · Cited by 159 · see citing works
“Some of the applications developed in the case studies considered reflect today’s need to rethink cities for flexible, incremental, and adaptive scenarios with respect to the impacts of climate change (Dublin), energy requirements (Cambridge), biodiversity conditions (Singapore), city governance (Cambridge, Singapore,…”
BackgroundMethodInfluentialWaqar, A., Othman, I., Almujibah, H. R., Khan, M. B., Alotaibi, S., & Elhassan, A. A. M. (2023) · Buildings · doi:10.3390/buildings13030775 · Cited by 149 · see citing works
“As indicated by Dembski et al. (2020), variables with external loadings of less than 0.70 were deemed compatible with criteria and eliminated from any further analysis [9].”
BackgroundMethodInfluentialVasarainen, M., Paavola, S., & Vetoshkina, L. (2021) · International Journal of Virtual Reality · doi:10.20870/ijvr.2021.21.2.4620 · Cited by 147 · see citing works
Allam, Z., Bibri, S. E., Jones, D. S., Chabaud, D., & Moreno, C. (2022) · Sensors · doi:10.3390/s22041369 · Cited by 147 · see citing works
“This then makes it possible to virtualise, analyse, simulate, test, and map different aspects and scenarios in the virtual world to help in making informed decisions, including predictions and modelling that ultimately influence situations in the physical world [42].”
BackgroundKloppenburg, S., Gupta, A., Kruk, S. R. L., Makris, S., Bergsvik, R., Korenhof, P., Solman, H., & Toonen, H. (2022) · One Earth · doi:10.1016/j.oneear.2022.02.004 · Cited by 158 · see citing works
Digital twins in the built environment: Definition, applications, and challenges
Albalkhy, W., Karmaoui, D., Ducoulombier, L., Lafhaj, Z., & Linner, T. (2024) · Automation in Construction · doi:10.1016/j.autcon.2024.105368 · Cited by 136 · see citing works
Digital Twins in Civil Infrastructure Systems
Callcut, M., Cerceau Agliozzo, J.-P., Varga, L., & McMillan, L. (2021) · Sustainability · doi:10.3390/su132011549 · Cited by 132 · see citing works
“Researchers have paid special attention to data protection whilst installing sensors in urban areas [50].”
BackgroundInfluentialUrban development with dynamic digital twins in Helsinki city
Hämäläinen, M. (2021) · IET Smart Cities · doi:10.1049/smc2.12015 · Cited by 151 · see citing works
Digital twin-supported smart city: Status, challenges and future research directions
Wang, H., Chen, X., Jia, F., & Cheng, X. (2023) · Expert Systems with Applications · doi:10.1016/j.eswa.2023.119531 · Cited by 135 · see citing works
Navigating urban complexity: The transformative role of digital twins in smart city development
Peldon, D., Banihashemi, S., Nguyen, K. L., & Derrible, S. (2024) · Sustainable Cities and Society · doi:10.1016/j.scs.2024.105583 · Cited by 129 · see citing works
IoT-BIM and blockchain integration for enhanced data traceability in offsite manufacturing
Brandín, R., & Abrishami, S. (2024) · Automation in Construction · doi:10.1016/j.autcon.2024.105266 · Cited by 133 · see citing works
Digital Twin of City: Concept Overview
Ivanov, S., Nikolskaya, K., Radchenko, G., Sokolinsky, L., & Zymbler, M. (2020) · 2020 Global Smart Industry Conference (GloSIC) · doi:10.1109/glosic50886.2020.9267879 · Cited by 138 · see citing works
Digital Twins for Ports: Derived From Smart City and Supply Chain Twinning Experience
Klar, R., Fredriksson, A., & Angelakis, V. (2023) · IEEE Access · doi:10.1109/access.2023.3295495 · Cited by 137 · see citing works
Comprehensive analysis of digital twins in smart cities: a 4200-paper bibliometric study
El-Agamy, R., Sayed, H. A., al Akhatatneh, A. M., Aljohani, M. K. A., & Elhosseini, M. A. (2024) · Artificial Intelligence Review · doi:10.1007/s10462-024-10781-8 · Cited by 125 · see citing works
Riaz, K., Mcafee, M., & Gharbia, S. S. (2023) · Italian National Conference on Sensors · doi:10.3390/s23052659 · Cited by 99 · see citing works
Trends in Digital Twin Framework Architectures for Smart Cities: A Case Study in Smart Mobility
Faliagka, E., Christopoulou, E., Ringas, D., Politi, C. T., Kostis, N., Leonardos, D., Tranoris, C., Antonopoulos, C., Denazis, S., & Voros, N. S. (2024) · Sensors · doi:10.3390/s24051665 · Cited by 120 · see citing works
“Digital twins for smart cities empower stakeholders to assess the effects of changes before strategic plans are implemented [1,2].”
BackgroundDigital Twin Technology in Built Environment: A Review of Applications, Capabilities and Challenges
Mousavi, Y., Gharineiat, Z., Karimi, A. A., McDougall, K., Rossi, A., & Barsanti, S. G. (2024) · Smart Cities · doi:10.3390/smartcities7050101 · Cited by 117 · see citing works
“Despite its long history in public administration, there is no universally accepted definition that aligns with a global understanding of the concept [42].”
InfluentialXu, H., Berres, A., Yoginath, S. B., et al. (2023) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2022.3226746 · Cited by 96 · see citing works
“Although some digital twin prototypes [21] can execute static urban mobility simulation and visualize traffic flows and 3D building environments in townships, they do not enable any optimization of the real-world transportation systems through automated pipelines.”
BackgroundDestination Earth – A digital twin in support of climate services
Hoffmann, J., Bauer, P., Sandu, I., Wedi, N., Geenen, T., & Thiemert, D. (2023) · Climate Services · doi:10.1016/j.cliser.2023.100394 · Cited by 97 · see citing works
Literature review of digital twin technologies for civil infrastructure
Liu, C., Zhang, P., & Xu, X. (2023) · Journal of Infrastructure Intelligence and Resilience · doi:10.1016/j.iintel.2023.100050 · Cited by 98 · see citing works
A Review of Digital Twin Applications in Civil and Infrastructure Emergency Management
Cheng, R., Hou, L., & Xu, S. (2023) · Buildings · doi:10.3390/buildings13051143 · Cited by 94 · see citing works
Jeddoub, I., Nys, G., Hajji, R., & Billen, R. (2023) · International Journal of Applied Earth Observation and Geoinformation · doi:10.1016/j.jag.2023.103440 · Cited by 101 · see citing works
Sheraz, M., Chuah, T. C., Lee, Y. L., Alam, M. M., Al-Habashna, A., & Han, Z. (2024) · IEEE Access · doi:10.1109/access.2024.3384272 · Cited by 106 · see citing works
“The smart city market is projected to surpass USD 2376 billion by 2025 [89].”
BackgroundAssessing governance implications of city digital twin technology: A maturity model approach
Haraguchi, M., Funahashi, T., & Biljecki, F. (2024) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2024.123409 · Cited by 92 · see citing works
“Along with concreteness, transparency was one of the main advantages of CDTs among users who responded to a questionnaire by Dembski, Wössner, Letzgus, Ruddat, and Yamu (2020).”
BackgroundLartey, D., & Law, K. M. Y. (2025) · Landscape and Urban Planning · doi:10.1016/j.landurbplan.2025.105337 · Cited by 108 · see citing works
Banfi, F., Brumana, R., Salvalai, G., & Previtali, M. (2022) · Energies · doi:10.3390/en15124497 · Cited by 93 · see citing works
Smart Cities and Urban Energy Planning: An Advanced Review of Promises and Challenges
Esfandi, S., Tayebi, S., Byrne, J., Taminiau, J., Giyahchi, G., & Alavi, S. A. (2024) · Smart Cities · doi:10.3390/smartcities7010016 · Cited by 103 · see citing works
“Energy storage, for instance, influences smart grid functionality by balancing supply and demand, storing surplus power during low demand, and deploying it during peak times, thus enhancing the grid’s capability to manage energy efficiently [165,166].”
BackgroundDigital Post-Disaster Risk Management Twinning: A Review and Improved Conceptual Framework
Lagap, U., & Ghaffarian, S. (2024) · International Journal of Disaster Risk Reduction · doi:10.1016/j.ijdrr.2024.104629 · Cited by 82 · see citing works
Abdelrahman, M., Macatulad, E., Lei, B., Quintana, M., Miller, C., & Biljecki, F. (2025) · Building and Environment · doi:10.1016/j.buildenv.2025.112748 · Cited by 102 · see citing works
Digital twinning as an act of governance in the wind energy sector
Solman, H., Kirkegaard, J. K., Smits, M. C. J., Vliet, B. J. M. V., & Bush, S. R. (2021) · Environmental Science & Policy · doi:10.1016/j.envsci.2021.10.027 · Cited by 88 · see citing works
Jia, W., Wang, W., & Zhang, Z. (2023) · Advanced Engineering Informatics · doi:10.1016/j.aei.2023.101915 · Cited by 89 · see citing works
Huang, J., Bibri, S. E., & Keel, P. E. (2025) · Environmental Science and Ecotechnology · doi:10.1016/j.ese.2025.100526 · Cited by 95 · see citing works
“Current UDT frameworks remain inadequate in handling the complexity of urban systems [67,68,146] and often lack proper validation mechanisms [66,147].”
Kikuchi, N., Fukuda, T., & Yabuki, N. (2022) · Journal of Computational Design and Engineering · doi:10.1093/jcde/qwac032 · Cited by 81 · see citing works
Human mobility data and analysis for urban resilience: A systematic review
Haraguchi, M., Nishino, A., Kodaka, A., Allaire, M. C., Lall, U., Liao, K., Onda, K., Tsubouchi, K., & Kohtake, N. (2022) · Environment and Planning B Urban Analytics and City Science · doi:10.1177/23998083221075634 · Cited by 79 · see citing works
“A digital twin city is a digital representation of a city, enabling comprehensive data exchange and containing models, simulations, and algorithms describing features and behaviors, including mobility, in the real world city (Papyshev and Yarime, 2021; Dembski et al., 2020).”
MethodLiu, Y., Yu, W., Rahayu, W. J., & Dillon, T. S. (2023) · IEEE Internet of Things Journal · doi:10.1109/jiot.2023.3246100 · Cited by 80 · see citing works
“Digital twins are being deployed in various fields [6], [7], [8] and offer opportunities for smart cities [9], smart manufacturing, smart healthcare, smart traffic, smart farming [10], and so on.”
BackgroundPapyshev, G., & Yarime, M. (2021) · Data & Policy · doi:10.1017/dap.2021.17 · Cited by 81 · see citing works
“Urban mobility simulation is a part of the current generation of CDTs (Dembski et al., 2020), where agent-based models are being used to simulate the mobility behavior of city inhabitants based on mobile phone data (Wu et al., 2019).”
BackgroundSadeghi, A., Bellavista, P., Song, W., & Yazdani-Asrami, M. (2024) · IEEE Access · doi:10.1109/access.2024.3371902 · Cited by 89 · see citing works
“…as power systems [110], [111], [112], [113], oil and gas energy systems [114], [115], healthcare sector [116], [117], [118], marine industry [119], [120], [121], smart cities [122], [123], [124], agriculture [125], [126], [127], environmental protection [128], and construction [129], [130], [131].”
The Social Digital Twin:The Social Turn in the Field of Smart Cities
Ravid, B. Y., & Aharon–Gutman, M. (2022) · Environment and Planning B Urban Analytics and City Science · doi:10.1177/23998083221137079 · Cited by 73 · see citing works
“Therefore, typical UDTs deal with a speci fi c topic or issue, such as planning (Schrotter and Hürzeler, 2020), sustainability (Dembski et al., 2020), or disaster management (Fan et al., 2021), to name just a few.”
BackgroundOmrany, H., Al-Obaidi, K. M., Hossain, M., Alduais, N. A. M., Al-Duais, H. S., & Ghaffarianhoseini, A. (2024) · Discover Cities · doi:10.1007/s44327-024-00002-w · Cited by 84 · see citing works
“Segura-Garcia et al. [148] [149] developed an urban digital twin and computational simulations such as space syntax, SUMO—Simulation of Urban Mobility and simulated wind flow by installing a test sensor and mobile App – Reallabor Tracker for citizen’s feedback.”
Smart City Digital Twin Framework for Real-Time Multi-Data Integration and Wide Public Distribution
Adreani, L., Bellini, P., Fanfani, M., Nesi, P., & Pantaleo, G. (2024) · IEEE Access · doi:10.1109/access.2024.3406795 · Cited by 89 · see citing works
“…example, Helsinki [32, 33, 34], Gothenburg, Paris, Rennes [35], London, New Castle, Rotterdam [36], Berlin [37], Stockholm [38], Zurich [29], Herrenberg [40], Munich in Europe; Toronto [41], Boston [42] in Nord America; Amaravati, Singapore [43], Shanghai [44] in Asia; Wellington [45] in Oceania.”
BackgroundABCD Analysis of Industries Using High-Performance Computing
A., S. K. P., & Kunte, R. S. R. (2023) · International Journal of Case Studies in Business IT and Education · doi:10.47992/ijcsbe.2581.6942.0282 · Cited by 66 · see citing works
Digital Twins' Maturity: The Need for Interoperability
Klar, R., Arvidsson, N., & Angelakis, V. (2023) · IEEE Systems Journal · doi:10.1109/jsyst.2023.3340422 · Cited by 71 · see citing works
“This allows the city’s DT to continuously collect data on various processes, such as traffic [12], energy [67], and the environment [68], and to map all processes in real time, promoting a high level of situational awareness.”
BackgroundInfluentialHybrid modeling — a key enabler towards realizing digital twins in biopharma?
Sokolov, M., von Stosch, M., Narayanan, H., Feidl, F., & Butté, A. (2021) · Current Opinion in Chemical Engineering · doi:10.1016/j.coche.2021.100715 · Cited by 57 · see citing works
Developments of digital twin technologies in industrial, smart city and healthcare sectors: a survey
Yang, D., Karimi, H. R., Kaynak, O., & Yin, S. (2021) · Complex Engineering Systems · doi:10.20517/ces.2021.06 · Cited by 65 · see citing works
City digital twins for urban resilience
Therias, A., & Rafiee, A. (2023) · International Journal of Digital Earth · doi:10.1080/17538947.2023.2264827 · Cited by 64 · see citing works
“For example, after engaging with the Herrenberg CDT prototype, participants proposed improvements on the accessibility and visual aesthetic (Dembski et al. 2020).”
BackgroundMethodInfluentialGhaith, M., Yosri, A., & El-Dakhakhni, W. W. (2022) · Water · doi:10.3390/w14223619 · Cited by 63 · see citing works
City Digital Twins: their maturity level and differentiation from 3D city models
Masoumi, H., Shirowzhan, S., Eskandarpour, P., & Pettit, C. (2023) · Big Earth Data · doi:10.1080/20964471.2022.2160156 · Cited by 51 · see citing works
“Despite the benefits of such participation for improving digital twins, few of the reviewed papers applied community and stakeholder participation through interviews (Hämäläinen, 2021; Çetin et al., 2021) and workshops (Matthys et al., 2021), or VGI (Dembski et al., 2020).”
BackgroundMethodInfluentialRemote sensing of diverse urban environments: From the single city to multiple cities
Chen, G., Zhou, Y., Voogt, J., & Stokes, E. C. (2024) · Remote Sensing of Environment · doi:10.1016/j.rse.2024.114108 · Cited by 67 · see citing works
“They are also key to implementing “ digital twins ” , which aim to simulate the urban environment and tackle complex urban challenges in an immersive 3D environment (Dembski et al., 2020).”
Integration and digitalization in the manufacturing of therapeutic proteins
Narayanan, H., Sponchioni, M., & Morbidelli, M. (2022) · Chemical Engineering and Science · doi:10.1016/j.ces.2021.117159 · Cited by 53 · see citing works
A Geospatial Platform to Manage Large-Scale Individual Mobility for an Urban Digital Twin Platform
Lee, A., Lee, K., Kim, K.-H., & Shin, S.-W. (2022) · Remote Sensing · doi:10.3390/rs14030723 · Cited by 62 · see citing works
“Cities can also be subjects of digital twin technology [6,7].”
BackgroundLei, B., Liu, P., Milojevic-Dupont, N., & Biljecki, F. (2024) · Computers Environment and Urban Systems · doi:10.1016/j.compenvurbsys.2024.102129 · Cited by 63 · see citing works
“…a growing global focus on sustainability, investigations into such topics, ranging from energy consumption to vertical farming and micro-climate, have become increasingly prevalent in contemporary discussions (Palliwal et al., 2021; Teng et al., 2021; Fathy et al., 2021; Dembski et al., 2020).”
BackgroundTozanlı, Ö., Kongar, E., & Gupta, S. M. (2020) · Sustainability · doi:10.3390/su12135416 · Cited by 54 · see citing works
“These models grasp sensor data continuously and simulate real-life instances [17,24,88].”
BackgroundAbdeen, F. N., Shirowzhan, S., & Sepasgozar, S. M. E. (2023) · Telematics and Informatics · doi:10.1016/j.tele.2023.102032 · Cited by 58 · see citing works
Wang, X., Yu, H., McGee, W., et al. (2024) · Computers in Industry · doi:10.1016/j.compind.2024.104112 · Cited by 58 · see citing works
“Digital twins can be used for visualizing and incorporating information from different resources, and they also support real-time communication and interaction [60,61].”
BackgroundLuo, J., Liu, P., Xu, W., Zhao, T., & Biljecki, F. (2024) · Cities · doi:10.1016/j.cities.2024.105473 · Cited by 60 · see citing works
Florido‐Benítez, L. (2024) · International Journal of Tourism Cities · doi:10.1108/ijtc-05-2024-0111 · Cited by 67 · see citing works
Tan, J., Leng, J., Zeng, X., Feng, D., & Yu, P. (2022) · Buildings · doi:10.3390/buildings12071053 · Cited by 56 · see citing works
Corrado, C. R., DeLong, S. M., Holt, E. G., Hua, E. Y., & Tolk, A. (2022) · Sustainability · doi:10.3390/su142012988 · Cited by 57 · see citing works
Urban greening for climate resilient and sustainable cities: grand challenges and opportunities
Kumar, P., Sahani, J., Perez, K. C., Ahlawat, A., Andrade, M. D. F., Athanassiadou, M., Cao, S., Collins, L. S., Dey, S., Sabatino, S. D., et al. (2025) · Frontiers in Sustainable Cities · doi:10.3389/frsc.2025.1595280 · Cited by 63 · see citing works
A review on applications of integrated terahertz systems
Lu, X., Venkatesh, S., & Saeidi, H. (2021) · China Communications · doi:10.23919/jcc.2021.05.011 · Cited by 55 · see citing works
“Besides projecting human features, an urban digital twin is another example of utilizing a high volume of real-time data to allow sustainable governance of cities by taking real-time economic, ecological, and demographic conditions into considerations [16].”
BackgroundEnabling Digital Twins to Support the UN SDGs
Hassani, H., Huang, X., & MacFeely, S. (2022) · Big Data and Cognitive Computing · doi:10.3390/bdcc6040115 · Cited by 55 · see citing works
Samarakkody, A., Amaratunga, D., & Haigh, R. (2023) · Sustainability · doi:10.3390/su151512036 · Cited by 35 · see citing works
“…them to tackle urban complexities by visualizing the complex processes in urban systems and their dependencies, simulating possible impacts/outcomes, with a particular consideration of the heterogeneous requirements and needs of its citizens to enable collaborative and participatory planning [15].”
Exploring digital twin systems in mining operations: A review
Nobahar, P., Xu, C., Dowd, P. A., & Faradonbeh, R. S. (2024) · Green and Smart Mining Engineering · doi:10.1016/j.gsme.2024.09.003 · Cited by 66 · see citing works
Kavouras, I., Sardis, E., Protopapadakis, E. E., Rallis, I., Doulamis, A. D., & Doulamis, N. D. (2023) · Sustainability · doi:10.3390/su15032297 · Cited by 51 · see citing works
A user-centred virtual city information model for inclusive community design: State-of-art
Najafi, P., Mohammadi, M., van Wesemael, P. J. V., & Blanc, P. M. L. (2023) · Cities · doi:10.1016/j.cities.2023.104203 · Cited by 52 · see citing works
Eilola, S., Jaalama, K., Kangassalo, P., Nummi, P., Staffans, A., & Fagerholm, N. (2023) · Landscape and Urban Planning · doi:10.1016/j.landurbplan.2023.104716 · Cited by 53 · see citing works
“…with smaller groups of stakeholders are also pertinent but less common for example a VR environment that is cross-compatible with CAVE, HMD and other display types (Dembski et al., 2020) and virtual reality laboratory with 3D visualisation projected onto a large curved screen (Hassan et al., 2014).”
BackgroundMethodInfluentialAdeagbo, M., Wang, S.-M., & Ni, Y.-Q. (2024) · Advanced Engineering Informatics · doi:10.1016/j.aei.2024.102450 · Cited by 51 · see citing works
“Sustainable Urban Mobility Plans”: Key Concepts and a Critical Revision on SUMPs Guidelines
Torrisi, V., Garau, C., Ignaccolo, M., et al. (2020) · Lecture notes in computer science · doi:10.1007/978-3-030-58820-5_45 · Cited by 50 · see citing works
Luo, J., Liu, P., & Cao, L. (2022) · ISPRS International Journal of Geo-Information · doi:10.3390/ijgi11080452 · Cited by 53 · see citing works
Quek, H. Y., Sielker, F., Akroyd, J., Bhave, A. N., von Richthofen, A., Herthogs, P., Yamu, C. V. D. L., Wan, L., Nochta, T., Burgess, G., et al. (2023) · Data & Policy · doi:10.1017/dap.2023.1 · Cited by 48 · see citing works
“Moreover, CDTs are anticipated to enable an unprecedented scope for stakeholder engagement in public participation and collaboration between the experts as well as non-human actors and machines (Dembski et al., 2020; Shahat et al., 2021).”
BackgroundUrban Climate Informatics: An Emerging Research Field
Middel, A., Nazarian, N., Demuzere, M., & Bechtel, B. (2022) · Frontiers in Environmental Science · doi:10.3389/fenvs.2022.867434 · Cited by 48 · see citing works
“Although still in their infancy, Digital Twins have already been used to support collaborative and participatory urban planning and aid in hyper-local air pollution mitigation (Dembski et al., 2020).”
MethodUnderpass clearance checking in highway widening projects using digital twins
Jiang, F., Ma, L., Broyd, T., et al. (2022) · Automation in Construction · doi:10.1016/j.autcon.2022.104406 · Cited by 48 · see citing works
Beil, C., Ruhdorfer, R., Coduro, T., et al. (2020) · ISPRS International Journal of Geo-Information · doi:10.3390/ijgi9100603 · Cited by 46 · see citing works
Liu, W., Lv, Y., Wang, Q., Sun, B., & Han, D. (2024) · Buildings · doi:10.3390/buildings14113475 · Cited by 52 · see citing works
Small-Town Citizens’ Technology Acceptance of Smart and Sustainable City Development
Baldi, G., Megaro, A., & Carrubbo, L. (2022) · Sustainability · doi:10.3390/su15010325 · Cited by 43 · see citing works
Smart Governance Toolbox: A Systematic Literature Review
Ruijer, E. H. J. M., van Twist, A., Haaker, T., Tartarin, T., Schuurman, N., Melenhorst, M., & Meijer, A. J. (2023) · Smart Cities · doi:10.3390/smartcities6020042 · Cited by 43 · see citing works
“For example, the city of Herrenberg uses an urban digital twin, a sophisticated data model, to aid collaboration with citizens [43].”
BackgroundDigital Twins for Smart Spaces—Beyond IoT Analytics
Motlagh, N. H., Zaidan, M. A., Lovén, L., et al. (2023) · IEEE Internet of Things Journal · doi:10.1109/jiot.2023.3287032 · Cited by 42 · see citing works
“Indeed, digital twins and the underlying IoT and other technologies are a key step in the next-generation transformation of industry [4], [5], [6].”
BackgroundSánchez–Vaquerizo, J. A. (2024) · Ethics and Information Technology · doi:10.1007/s10676-024-09812-3 · Cited by 48 · see citing works
“XR has been proven to be very handful for research behavior in the built environment and to enhance the role of citizens as active agents of innovation, inclusion, and social development (Dembski et al., 2020; Hudson-Smith & Batty, 2023; Hudson-Smith et al., 2022; Sanchez-Sepulveda et al., 2019; VU.”
InfluentialBudzik, G., Sylla, M., & Kowalczyk, T. (2024) · Sustainability · doi:10.3390/su17010142 · Cited by 50 · see citing works
- Authors
- Dembski, F., Wössner, U., Letzgus, M., Ruddat, M., & Yamu, C.
- Affiliations
- High-Performance Computing Center Stuttgart (HLRS), Nobelstraße 19, 70569 Stuttgart, Germany
- Fraunhofer Institute for Industrial Engineering (DE)
- University of Stuttgart (DE)
- University of Groningen (NL)
- Corresponding author
- Yamu, Claudia
- Venue
- Sustainability
- Publisher
- MDPI AG
- Published
- 2020-03-16
- Volume
- 12
- Issue
- 6
- Pages
- 2307
- ISSN
- 2071-1050 (ISSN-L)
- OpenAlex
- W3011950450
- Semantic Scholar
- 12620db190497050f70e1d1a29cf6e1a18898992
- Cited by
- 622
- References
- 29
- Citations by year
- 2026: 111 · 2025: 136 · 2024: 145 · 2023: 99 · 2022: 74 · 2021: 45 · 2020: 12
- FWCI
- 29.57
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Sustainability (publishedVersion, cc-by)
- University of Groningen research database (University of Groningen / Centre for Information Technology) (publishedVersion, cc-by)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- OPUS Publication Server of the University of Stuttgart (University of Stuttgart) (submittedVersion, cc-by)
- Fraunhofer-Publica (Fraunhofer-Gesellschaft) (submittedVersion, other-oa)
- Fraunhofer-Publica (Fraunhofer-Gesellschaft) (submittedVersion, cc-by)
- University of Groningen research database (University of Groningen / Centre for Information Technology) (submittedVersion, cc-by)
- Universitätsbibliothek Stuttgart (cc-by)
- Funders
- Ministerium für Wissenschaft, Forschung und Kunst Baden-Württemberg (Living Labs: City Districts 4.0)
- Topics
- Physical Sciences › Engineering › Media Technology › Smart Cities and Technologies
- Physical Sciences › Engineering › Building and Construction › 3D Modeling in Geospatial Applications
- Social Sciences › Geography, Planning and Development › Geographic Information Systems Studies
- Keywords
- urban digital twins, smart cities, citizen participation, participatory urban planning, Herrenberg, space syntax, street network analysis, urban mobility simulation, wind field simulation, volunteered geographic information, virtual reality visualization, public workshops, decision support, democratic city
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