The DOI matches its Crossref record; 23 of the 29 references it cites were found in a registry or an index; 3 of the 10 sources its claims cite were checked for support.
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.
Overview
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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.
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Claims the paper makes
3 of 10 cited sources checked · 2 supported · 0 flagged · accuracy not yet measured
The cited sources support only part of this claim — read each source’s verdict below.
In the paper
“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).”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 3. Methods and Data
What the sources say
- Not checked — no full text of the sourcecites [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
- Partly supportedcites [22] Van Nes, A., and Yamu, C. (2020). Introduction to Space Syntax in Urban Studies, Springer. sourceExperimental — accuracy not yet measured
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)
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesEvery source the paper cites for this claim was checked and supports it.
In the paper
“These technologies can enhance discussion and help build consensus among stakeholders [3].”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 1. Introduction
What the sources say
- Supportedcites [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
The Introduction states that virtual reality environments can enhance discussion and help build consensus among stakeholders. Section 4.4 also reports that virtual models may improve interaction between citizens and local representatives, while cautioning that their effects in real planning processes need further testing. (LLM, conf=0.95)
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- Supported
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The urban digital twin model of Herrenberg was all-in-all judged very positively (Figure 8).”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.3. Participant Survey
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“It was seen as interesting (+2.54), comprehensible (+2.37), concrete (+2.14), clearly arranged (+1.92), entertaining (+1.89), and simple (+1.56).”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.3. Participant Survey
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“People who already had prior experience with public participation processes rated these attributes, apart from simplicity, very highly.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 5. Conclusions
Tests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Here, the group with prior experience judges the model more negatively in the sense of being complicated compared to the group without prior experience.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.3. Participant Survey
Strength:plain· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“It was seen as interesting (+2.54), comprehensible (+2.37), concrete (+2.14), clearly arranged (+1.92), entertaining (+1.89), and simple (+1.56).”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.3. Participant Survey
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“It was seen as interesting (+2.54), comprehensible (+2.37), concrete (+2.14), clearly arranged (+1.92), entertaining (+1.89), and simple (+1.56).”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.3. Participant Survey
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Almost half of the respondents had these experiences as a citizen (46%) or as an official local representative (13%).”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.3. Participant Survey
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesThe paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“On the other hand, hundreds of people were involved in participatory processes by using mobile VR directly on-site during major events (Figure 7).”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.2. Participatory and Collaborative Planning with Urban Digital Twins
Tests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passes
- It may state two separate claims as one. 24
- Probably not a substantial claim. 31
- The quote only partly states this claim. 1
Every source the paper cites for this claim was checked and supports it.
In the paper
“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].”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 1. Introduction
What the sources say
- Supportedcites [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
The Introduction states the claim nearly verbatim: it describes using an urban digital twin in virtual reality as novel for collaborative planning and as facilitating consensus-building among participants with different backgrounds. (LLM, conf=0.95)
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Supported
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“This is based on open access data and open source software, giving back sovereignty of the data and access to information to the citizens.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 2. Background: The Smart(er) City
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Three people stated that they had done both before.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.3. Participant Survey
Strength:plain· not yet calibratedn = 3Tests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Almost everyone who filled out a questionnaire stated perceived positive effects (95% and 97%, respectively).”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.4. Discussion of results
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“It was seen as interesting, comprehensible, concrete, clearly arranged, simple, and entertaining.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 5. Conclusions
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The respondents wanted to know more about traffic flows, parking situations from Monday to Saturday, or the neighborhoods used only by pedestrians or cyclists.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.4. Discussion of Results
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“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.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.2. Participatory and Collaborative Planning with Urban Digital Twins
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Concreteness and transparency are the two main advantages of virtual models mentioned in the questionnaires.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.4. Discussion of Results
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“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).”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 5. Conclusions
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“They find it to be more concrete, interesting, clearly arranged, entertaining, and comprehensible.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.3. Participant Survey
Strength:plain· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“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.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.4. Discussion of Results
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Urban digital twins allow us to pave a path towards sustainable urban development at all scales.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 5. Conclusions
Tests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“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.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 3. Methods and Data
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Hence, experienced groups can implicitly or explicitly compare these classical formats with the urban digital twin model of Herrenberg.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.4. Discussion of results
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial 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.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Experts and laypeople could interact more efficiently and effectively through better presentation of the complex information in urban planning processes.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 5. Conclusions
Tests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“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.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 5. Conclusions
Tests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“First, it was only a small, non-representative sample.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.4. Discussion of Results
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“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.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 1. Introduction
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The urban digital twin allowed us to gain a better understanding of potential solutions for urban challenges involving public decision-making to reach consensus.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 5. Conclusions
Tests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“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.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.2. Participatory and Collaborative Planning with Urban Digital Twins
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“This supports the involvement of a significant number of people in multiple sessions.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.2. Participatory and Collaborative Planning with Urban Digital Twins
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. The quote only partly states this claim.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“However, by its nature as a model, the urban digital twin does not include all the information from the physical world and real life.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 5. Conclusions
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“The processing of these big data sets and simulations in real-time requires high-performance computing (HPC).”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 3. Methods and Data
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“We do not know how well the models will actually work under real-life conditions.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.4. Discussion of Results
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“The collected data was gathered under consideration of data protection and after the participants had been informed accordingly and subsequently anonymized.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 3. Methods and Data
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Furthermore, the visualization in virtual reality (“virtual twin”) not only enables broad citizen participation but also collaboration between stakeholders.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 1. Introduction
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- 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.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“Second, we have only the view of our respondents.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.4. Discussion of Results
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“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.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 5. Conclusions
Tests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Including historical data allows for a more accurate prediction of future scenarios.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 3. Methods and Data
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
In the paper
“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].”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 1. Introduction
What the sources say
- Not checked — no full text of the sourcecites [2] Kuhn, 2018, Digitaler Zwilling, Informatik Spektrum source
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“This is especially helpful in participatory processes to facilitate communication, to involve large heterogeneous groups of citizens, and, consequently, to build consensus.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 5. Conclusions
Tests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence.
- 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.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Of course, the urban digital twin cannot cover all aspects of real life or meet all expectations of participants in visualizations.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.4. Discussion of Results
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
In the paper
“Digital tools can support citizen participation, but must be embedded in ʺserious dialoguesʺ that are valued by policymakers [25].”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.2. Participatory and Collaborative Planning with Urban Digital Twins
What the sources say
- Not checked — no full text of the sourcecites [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
Tests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“This could be applied, for example, by facilitating communication processes between experts and laypeople through better presentation of complex information.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.4. Discussion of results
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
In the paper
“This simulation uses a microscopic, space continuous, and time discrete car-following and lane-changing model [23].”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 3. Methods and Data
What the sources say
- Not checked — no full text of the sourcecites [23] 2010, Traffic Simulation with SUMO—Simulation of Urban Mobiliy, Fundamentals of Traffic Simulation source
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“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.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 2. Background: The Smart(er) City
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds. It may state two separate claims as one.
- 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.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Changes and the representation of, e.g., variants, future designs, or visions were only possible in this form in virtual reality.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.2. Participatory and Collaborative Planning with Urban Digital Twins
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“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.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.4. Discussion of Results
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“Model validation and consolidation were carried out with a questionnaire with 39 participants, enabling us to evaluate the meaningfulness of our approach.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 5. Conclusions
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“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.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 5. Conclusions
Tests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence.
In the paper
“Furthermore, Batty (2018) stated that there remains a strong need for additional social, economic, and environmental data [1].”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 5. Conclusions
What the sources say
- Not checked — no full text of the sourcecites [1] Batty, 2018, Digital twins, Environ. Plan. B Urban Anal. City Sci. source
Load-bearingStrength:boosted· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
In the paper
“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].”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.1. Case Study: The Town of Herrenberg, Germany
What the sources say
- Not checked yetcites [24] Brenner Ingenieurgesellschaft GmbH (2014). Verkehrsvarianten zur Entlastung der Innenstadt, Stadt Herrenberg. Report.
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“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.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 3. Methods and Data
Tests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The urban digital twin, as set up in Herrenberg, embraces both.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 5. Conclusions
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- 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.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Understanding spatial configuration not only allows us to develop scenarios but also to test them against the whole system.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 3. Methods and Data
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“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.”
§ Urban Digital Twins for Smart Cities and Citizens: The Case Study of Herrenberg, Germany > 4.4. Discussion of results
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- 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?
The cited source says what the claim attributes to it.
In the citing paper
“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]
The cited source says what the claim attributes to it.
In the citing paper
“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]
The cited source says what the claim attributes to it.
In the citing paper
“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.”
Citations
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×
“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
Batty, M. (2013) · doi:10.7551/mitpress/9399.001.0001 · Cited by 1,700 · cited 3×
“…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
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×
“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×
“…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 723
Batty, M. (2018) · Environment and Planning B: Urban Analytics and City Science · doi:10.1177/2399808318796416 · Cited by 551 · cited 2×
“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
Cauvain, J., & Kingston, R. (2013) · Environment and Planning A Economy and Space · doi:10.1068/a46242 · Cited by 416 · cited 1×
“…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.”
Background
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
Items 401–500 of 620
Modeling the future: Mathematical insights for smart grid 3.0
Adnan, M., Iqbal, M. S., Siddiqi, S. J., Ahmed, I., Shah, A., Ullah, I., & Tariq, M. (2025) · Computers & Electrical Engineering · doi:10.1016/j.compeleceng.2025.110283 · Cited by 2
von Lucke, J., & Frank, S. (2025) · Data & Policy · doi:10.1017/dap.2025.10010 · Cited by 2
Representation of 3D Land Cover Data in Semantic City Models
Olsson, P., Andersson, A., Calvert, M., et al. (2025) · ISPRS International Journal of Geo-Information · doi:10.3390/ijgi14090328 · Cited by 2
“To support common digital twin applications, such as support for participatory and collaborative processes [4] and linkages to real-time data [5], the requirements on the information content in the city models are high.”
He, M. G. (2025) · PLoS ONE · doi:10.1371/journal.pone.0330095 · Cited by 2
“European nations have also embarked on leveraging VR technologies, with Germany initiating VR-based urban construction designs as early as 1991, yielding remarkable outcomes [22].”
The effect of digital lifestyle applications on non-work neighborhood-level mobility
Lee, S., Sho, K., & Park, Y. (2025) · Cities · doi:10.1016/j.cities.2025.106656 · Cited by 2
Towards an LLM-Powered Social Digital Twinning Platform
Gürcan, Ö., Falck, V., Rousseau, M. G., & Lima, L. L. (2025) · Lecture notes in computer science · doi:10.1007/978-3-032-07638-0_10 · Cited by 2
Adaptive climate modeling with AI for smart selection of urban structure
Dorostkar, E. (2025) · npj Climate Action · doi:10.1038/s44168-025-00313-7 · Cited by 2
“Although modern hybrid approaches and digital twins have tremendously improved computational acceleration and eased data integration 3 , they largely subscribe to a static modeling epistemology.”
An air quality digital twin for real-time outdoor air quality monitoring and prediction
Li, Y., Josephs, H., Wu, Y., Mainelis, G., Andrews, C. J., & Gong, J. (2025) · Building and Environment · doi:10.1016/j.buildenv.2025.114127 · Cited by 2
Shuqi, H. A. O., Liu, Y., Kaneda, T., & Moriyama, K. (2026) · Developments in the Built Environment · doi:10.1016/j.dibe.2026.100867 · Cited by 2
Cities aren't rocket engines: the maturity of digital twins in human-centred urban planning
van der Meer, L., Esterle, L., Cools, M., & Loidl, M. (2026) · International Journal of Digital Earth · doi:10.1080/17538947.2026.2630452 · Cited by 2
“…largely neglecting the political, economical, and social processes that involve humans and their complex behaviour, perceptions, and interactions (e.g. Dembski et al. 2020; Nochta et al. 2021; Charitonidou 2022; Fotheringham 2023; Malleson et al. 2024; Batty 2024; Azadi et al. 2025; Moroni 2025).”
OpenUrban3D: Label-Free Open-Vocabulary Semantic Segmentation of Large-Scale Urban Point Clouds
Wang, C., Jing, K., ZHU, J., & Wang, D. (2026) · IEEE Transactions on Geoscience and Remote Sensing · doi:10.1109/tgrs.2026.3670962 · Cited by 2
“D mapping, enabling applications in digital twins [1], environmental monitoring [2], smart cities [3], urban planning [4], disaster response [5], and autonomous driving [6].”
Hiller, J., Mansour, M. K., Kremer, N. C. K. N. C., Crampen, D., & von Behren, S. (2026) · Smart Cities · doi:10.3390/smartcities9030049 · Cited by 2
“These domains include use cases related to urban planning [8,9], municipal infrastructure management [10], environmental impact monitoring [11,12], and traffic flow simulation [5].”
Khantong, S., Savithi, C., & Ahmad, M. N. (2026) · Urban Science · doi:10.3390/urbansci10060308 · Cited by 3
“Dembski et al. [30] demonstrate an urban digital twin for Herrenberg, Germany, focusing on 3D visualization and simulation capabilities.”
Hybrid Participatory Urban Planning Tools for Inclusive and Sustainable Smart Urban Development
Almulhim, A. I., & Abubakar, I. R. (2026) · Sustainable Development · doi:10.1002/sd.71309 · Cited by 4
Decision-Making Based on Risk Assessment on Smart Cities
Andrade, R., Tello-Oquendo, L., & Ortiz, I. (2021) · Springer eBooks · doi:10.1007/978-3-030-88524-3_4 · Cited by 2
The Role of Geoinformation in the Development of Smart Cities
Gotlib, D., & Olszewski, R. (2021) · Future city · doi:10.1007/978-3-030-85566-6_6 · Cited by 2
RETRACTED: BIM Data Model Based on Multi-Scale Grids in Civil Engineering Buildings
Zhang, H., Li, G., & Pu, M. (2024) · Remote Sensing · doi:10.3390/rs16040690 · Cited by 2
RetractedLeveraging ML approaches for scaling climate data in an atmospheric urban digital twin framework
Singh, M., & Niyogi, D. (2024) · Elsevier eBooks · doi:10.1016/b978-0-44-319077-3.00019-5 · Cited by 2
Smart Cities: From Theory to Reality - The Athens Case
Pantazis, D., Moussas, V. C., Daverona, A. C., et al. (2024) · ISPRS annals of the photogrammetry, remote sensing and spatial information sciences · doi:10.5194/isprs-annals-x-4-w4-2024-153-2024 · Cited by 2
Facilitating Interoperability in Digital Twin Solutions: A Path Forward
Ferko, E. (2024) · Communications in computer and information science · doi:10.1007/978-3-031-70245-7_32 · Cited by 2
Marai, O. E., Messinis, S., Doulamis, N. D., Taleb, T., & Manner, J. (2025) · IEEE Open Journal of Vehicular Technology · doi:10.1109/ojvt.2025.3572405 · Cited by 4
“As a result of this direction, multidimensional aspects and deeper insights can be better exploited for decision-making across multiple interests, including real-time situational awareness of the system, multi-lateral insurance schemes, disaster management, and strategic planning [17].”
Dorostkar, E. (2025) · Planning Practice and Research · doi:10.1080/02697459.2025.2511688 · Cited by 2
“Regional sustainability, aimed at reconciling environmental protection, economic development, and social equity, is confronted with intricate problems such as the degradation of resources, climate change, and urbanization (Ariyachandra & Wedawatta, 2023; Dembski et al ., 2020).”
The Role of Digital Twins in Toward Sustainable Urbanization: The Case of Smart Cities
Sharma, G., Raghuwanshi, S., Suhail, M., Narwaria, T., & Hasan, A. (2025) · World sustainability series · doi:10.1007/978-3-031-89545-6_18 · Cited by 2
EcoMechatronics: Concepts, Objectives and Outcomes
Hehenberger, P., Habib, M. K., & Bradley, D. (2022) · Springer eBooks · doi:10.1007/978-3-031-07555-1_1 · Cited by 2
Multiscalar Digital Twin. Step Representation towards Urban Multiverse
D’Uva, D. (2023) · FrancoAngeli srl eBooks · doi:10.3280/oa-1016-c415 · Cited by 2
Mooie plaatjes maken nog geen goede participatie
van Geldere, S., Steenks, K., & Meijer, A. J. (2023) · Bestuurswetenschappen · doi:10.5553/bw/016571942023077004003 · Cited by 2
Weiner, R., Rose, F. M., Ravid, B. Y., Noennig, J. R., & Aharon–Gutman, M. (2023) · Environment and Planning B Urban Analytics and City Science · doi:10.1177/23998083231217784 · Cited by 3
“The 3 S Lab includes a ‘ Digital Twin ’ of the surrounding area (Batty, 2018; Dembski et al., 2020; Ruohomaki et al., 2018) – that is, a digital 3D model of the Hadar neighbourhood in Haifa, Israel.”
Smart Integration of Information Technologies for City Digital Twins
Honcharenko, T., Khrolenko, V., Gorbatyuk, I., et al. (2024) · Conference of Open Innovations Association (FRUCT) · doi:10.23919/fruct61870.2024.10516358 · Cited by 2
“Edge computing technology improves the timeliness and dependability of CDTs, increasing their effectiveness in urban government [26].”
BackgroundGarau, C., Desogus, G., Banchiero, F., et al. (2020) · Lecture notes in computer science · doi:10.1007/978-3-030-58820-5_23 · Cited by 2
Study on Vibrations Produced by New City Rail of Cagliari
Coni, M., Murgia, R., Rassu, N., et al. (2021) · Lecture notes in computer science · doi:10.1007/978-3-030-87010-2_43 · Cited by 2
The Role of Information Technology in Sustainable Urban Mobility DevelopmentPreprint
Petersen, D., & Behr, A. (2024) · Research Square · doi:10.21203/rs.3.rs-4351903/v1 · Cited by 2
Digital Twin for Smart City Resilience and Solutions
Sivarethinamohan, R., & Reddy, R. S. (2024) · doi:10.1002/9781394303564.ch25 · Cited by 2
A Review of the Concept, Applications, Risks and Control Strategies for Digital Twin
Farid, F., Bello, A., Jahan, N., & Sultana, R. (2024) · Lecture notes in networks and systems · doi:10.1007/978-3-031-54820-8_21 · Cited by 3
Behind the Scenes of CXR: Designing a Geo-Synchronized Communal eXtended Reality System
Ayalon, S. Y., Zhang, Y., Han, R., et al. (2024) · Designing Interactive Systems Conference · doi:10.1145/3643834.3660680 · Cited by 1
Digital twins and biodiversity: a conceptual framework of opportunities and challenge
Sun, Y., & Xu, C. (2024) · Kybernetes · doi:10.1108/k-04-2024-0892 · Cited by 1
A STUDY ON READABILITY OF ORDINARY GUIDE SIGNS IN SUBWAY STATIONS USING A VIRTUAL REALITY EXPERIMENT
Shuqi, H. A. O., & Kaneda, T. (2024) · Journal of Architecture and Planning (Transactions of AIJ) · doi:10.3130/aija.89.2290 · Cited by 1
DISCS: An Approach for Accelerating the Development of Digital Twins for Smart Cities
McKee, D. W., & Dokter, D. (2024) · Digital Twin · doi:10.1007/978-3-031-67778-6_3 · Cited by 1
Force Multiplier: Realising the Benefits of Open and Re-usable Local Digital Twins
McAleer, S. R., & Glidden, J. (2025) · Springer eBooks · doi:10.1007/978-3-031-81451-8_10 · Cited by 1
Konstantinidou, M., & Grau, J. M. S. (2025) · Land · doi:10.3390/land14040817 · Cited by 2
Toward a Comprehensive Definition of Urban Digital Twins: Bridging Gaps for Smart City Development
Qanazi, S., Leclerc, É., & Bosredon, P. (2025) · Lecture notes in networks and systems · doi:10.1007/978-3-031-88653-9_64 · Cited by 1
Utilizing city digital twins to understand and mitigate climate change risks: A roadmap
Farag, A. A. (2025) · Elsevier eBooks · doi:10.1016/b978-0-443-33333-0.00010-7 · Cited by 1
Tolba, A. D., Demiss, B. A., & Elsaigh, W. A. (2025) · Green energy and technology · doi:10.1007/978-3-031-87352-2_24 · Cited by 2
Liu, X., Zhang, X.-B., Sarı, R., et al. (2025) · E3S Web of Conferences · doi:10.1051/e3sconf/202565404007 · Cited by 1
Social challenges in smart cities: a scoping review and framework for policy action
Ghasemzadeh, B., Aghdam, S. R., Hartley, K., Morad, B. B., & Rahnamayiezekavat, P. (2025) · Technology in Society · doi:10.1016/j.techsoc.2025.103130 · Cited by 7
Designing a digital twin of an employee
Orlova, E. V. (2025) · Ontology of Designing · doi:10.18287/2223-9537-2025-15-4-471-485 · Cited by 1
Exploring the CIM-based framework for safety hazards identification in urban renewal
Jiang, X., Yang, L., Xu, G., et al. (2025) · Infrastructure Asset Management · doi:10.1680/jinam.24.00060 · Cited by 1
Digital Twins in the Context of Ensuring Sustainable Industrial Development
Biliavska, Y., & Biliavskyi, V. (2025) · Acta Informatica Pragensia · doi:10.18267/j.aip.291 · Cited by 2
Kaya, H. (2025) · Gazi University Journal of Science Part A Engineering and Innovation · doi:10.54287/gujsa.1810013 · Cited by 1
Adade, D., & de Vries, W. T. (2026) · Discover Sustainability · doi:10.1007/s43621-026-02696-x · Cited by 1
“The digital twin technology, despite being considered by many researchers (e.g [6, 12, 16, 17]). as a tool to improve the influence of citizens in planning, particularly in the agenda-setting phase, little evidence has been provided on when, how, and under what conditions actors can employ UDTs to…”
InfluentialWalling, B. M., Desens, L., Howard, V., O’Neill, R., Scannell, D., Giammarino, M., Elson, S. B., & Rosen, S. L. (2026) · Frontiers in Artificial Intelligence · doi:10.3389/frai.2026.1715883 · Cited by 1
“(Botín-Sanabria et al., 2022; Dembski et al., 2020; Pretel et al., 2024).”
Tehran Playable: Leveraging Synthetic Urbanism and Gamified Co-Creation for adaptive city planning
Dorostkar, E. (2026) · City and Environment Interactions · doi:10.1016/j.cacint.2026.100322 · Cited by 1
Digital Twins in Europe: Driving Sustainable Innovation and Sovereignty
Ramos, V. A., García, G. A., Romero, I. G., Requeni, C. M., Gusmeroli, S., Bante, I., Sierra, J. R., Nikolakis, N., Koeva, M., Kovacs, K., et al. (2026) · Springer eBooks · doi:10.1007/978-3-032-10561-5_4 · Cited by 3
Enabling Citizen Engagement via Geolocated AR Interaction with a Digital Twin City
Zhang, X., Brown, A., & Pelosi, A. W. (2026) · Urban Science · doi:10.3390/urbansci10040176 · Cited by 1
Ricciardi, G., Callegari, G., & Leone, M. F. (2026) · Cities · doi:10.1016/j.cities.2026.107020 · Cited by 1
Uddin, S. M. A., & Jnr, A. A. E. (2026) · International Conference on Artificial Intelligence, Computer, Data Sciences and Applications (ACDSA) · doi:10.1109/acdsa67686.2026.11467763 · Cited by 1
Fusing urban informatics and weather modelling in digital twins for city-scale heat-health mapping
Vitanova, L. L., Petrova‐Antonova, D., Shirinyan, E., KHANH, D. N., Trendafilova, T., Subasinghe, S. M. J. C., Khan, A., & Doan, Q. V. (2026) · Computational Urban Science · doi:10.1007/s43762-026-00268-3 · Cited by 1
Using digital twins for co-designing cities: a review of digital participatory approaches
Thuresson, F., Lau, K., & Rizzo, A. (2026) · European Planning Studies · doi:10.1080/09654313.2026.2668560 · Cited by 1
“…by the data-sets, this type is best used for transforming geospatial and environmental data into detailed visual representations, digital twins help stakeholders, including architects, policymakers and citizens, better understand complex urban dynamics (Dembski et al. 2020; Matthys et al. 2023).”
Mughal, M. O., Singh, V. K., & Lynch, M. (2026) · City and Environment Interactions · doi:10.1016/j.cacint.2026.100388 · Cited by 1
City Information Modelling and Urban Digital Twins: Global Implementation and Governance
Guo, C., Liu, B., Wang, F., Xu, Y., Zhou, Y., Chan, E. Y. Y., & Huang, B. (2026) · ISPRS International Journal of Geo-Information · doi:10.3390/ijgi15060251 · Cited by 1
“This framework was later formalized for industrial optimization and is now used to create real-time virtual models of entire cities [8,24].”
A Literature Review on Challenges and Solutions for Smart and Sustainable Urban Mobility
Verde, A., Useros, M. M., & Monasterio, F. V. (2026) · Urban Science · doi:10.3390/urbansci10060326 · Cited by 3
“Sustainable digital innovation must actively bridge the digital divide and elevate urban inclusivity, prioritizing genuine quality-of-life improvements over pure economic optimization [157].”
(2021) · Advances in civil and industrial engineering book series · doi:10.4018/978-1-7998-3850-0.ch002 · Cited by 1
Manghi, A. (2022) · FrancoAngeli srl eBooks · doi:10.3280/oa-832-c167 · Cited by 1
Case studies: City-scale digital twins
(2023) · doi:10.1680/dtsc.66007.031 · Cited by 1
Yagi, Y., Kometani, Y., Lee, S., et al. (2023) · Lecture notes in computer science · doi:10.1007/978-3-031-35129-7_29 · Cited by 1
A Bibliometric Analysis of an Urban Ecosystem Simulation Framework
Katsumbe, T. H., Telukdarie, A., & Munsamy, M. (2023) · IEEE European Technology and Engineering Management Summit (E-TEMS) · doi:10.1109/e-tems57541.2023.10424607 · Cited by 1
“Represented by digital twins [3], virtual cities are essential tools to define the layers that comprise a city; tackle the urban complexity by modelling complex processes and dependencies among individual layers; simulate possible impacts; and enable heterogeneous needs of citizens via…”
BackgroundSoraggi, D., & Campanini, F. (2024) · Lecture notes in civil engineering · doi:10.1007/978-3-031-54118-6_15 · Cited by 1
Advanced Methods and Algorithms to Study the High Pollutant Concentrations in Europe
Todorov, V., Georgiev, S. G., & Dimov, I. (2024) · Studies in computational intelligence · doi:10.1007/978-3-031-57320-0_14 · Cited by 1
Exploring Alternative Urban and Architectural Virtual Realities Through Multidomain Digital Twins
Pezzica, C., Chioni, C., & Mols, N. M. L. (2024) · Digital innovations in architecture, engineering and construction · doi:10.1007/978-3-031-62963-1_41 · Cited by 1
Subkhan, F., Maarif, M. S., Rochman, N. T., & Nugraha, Y. (2024) · International Journal of Economics and Management · doi:10.47836/18.2.07 · Cited by 2
“Applying a variety of more or less novel approaches and technological ideas is becoming the norm for addressing the challenges posed by complex systems (Dembski et al., 2020).”
BackgroundAlexandridis, K., & LaFontaine, M. (2024) · Springer eBooks · doi:10.1007/978-3-031-67778-6_10 · Cited by 1
For the Future: Fusion of Real and Virtual Worlds
Kanematsu, H., & Barry, D. M. (2025) · Intelligent systems reference library · doi:10.1007/978-981-96-3341-8_11 · Cited by 1
Gupta, P., Sharma, M., Rawat, N., Joshi, S. K., Ahalawat, K., & Shah, J. K. (2025) · IGI Global eBooks · doi:10.4018/979-8-3693-9909-5.ch005 · Cited by 1
Ni, M., Cattaneo, T., & Ji, L. (2025) · Lecture notes in computer science · doi:10.1007/978-3-031-97576-9_29 · Cited by 1
Ten Points for Urban Play: a Multidisciplinary Approach
Thibault, M., Perna, V., & Opromolla, A. (2025) · Interaction design & architecture(s)/ID&A Interaction design & architecture(s) · doi:10.55612/s-5002-064-005 · Cited by 1
Digital Twin Framework for Smart City Development: Systematic Review
Miraoui, Z., Nasser, A., & Kodad, M. (2025) · International Conference on Circuit, Systems and Communication (ICCSC) · doi:10.1109/iccsc66714.2025.11135106 · Cited by 1
“[34] A. UDT layered architecture: The UDT as described from [35], [36]and [28] as a technology that could be used for urban management, describes urban environment, components and operations, and covers all the city services.”
Invisible Citizens, Visible Futures: Rethinking Inclusivity in Urban Digital Twins
Coluccino, D. M., Balzola, B., Vagnoni, S., Ciutat, L. R., & Ferraris, A. F. (2025) · Lecture notes in computer science · doi:10.1007/978-3-032-05176-9_38 · Cited by 1
Analysis and Traffic Management in Smart Cities
Namiot, D., Николаевич, П. О., & Chekmarev, A. (2022) · IOP Conference Series Earth and Environmental Science · doi:10.1088/1755-1315/988/2/022066 · Cited by 1
“The twin enables the linking and combining of various urban data, including social data collected from citizens [12].”
BackgroundThe Impacts of Pandemict The Challenges of Sustainable Construction
Parvaneh, F., & Hammad, A. (2022) · Creative Construction e-Conference · doi:10.3311/ccc2022-047 · Cited by 1
Digital City Modeling and Emerging Directions in Public Participation in Planning
Gower, A., Hotker, M., & Grodach, C. (2021) · Springer eBooks · doi:10.1007/978-3-030-51812-7_292-1 · Cited by 1
Open Urban Data Portal for Collaborative Research and InnovationPreprint
Krayem, A., Wallin, F., & Yan, J. (2021) · doi:10.46855/energy-proceedings-8378 · Cited by 2
Editorial: Advances and applications of geospatial modeling and analysis in digital twins
Luo, W., & Zhang, G. (2023) · Frontiers in Earth Science · doi:10.3389/feart.2023.1226466 · Cited by 1
“This progress has unlocked the potential of applying DTs in complex geospatial systems such as the environment, energy sector, smart cities, and smart coasts (Dembski et al., 2020; Duque and Brovelli, 2022).”
BackgroundSelvaraj, P., Kanmani, P., Malleswari, T. Y. J. N., Burugari, V. K., & Mangalampalli, S. (2024) · Cyber-Physical Energy Systems · doi:10.1002/9781394173006.ch11 · Cited by 1
Mental Health and Treatment Considerations for Urban Populations
Morese, R., Naslund, J. A., Galea, S., & Gruebner, O. (2021) · Elsevier eBooks · doi:10.1016/b978-0-12-818697-8.00178-3
(2021) · Advances in civil and industrial engineering book series · doi:10.4018/978-1-7998-3850-0.ch006
Digital Relations and Innovative Ecosystem for Sustainable Engineering Education
Tarasova, A., Striełkowski, W., & Larionova, N. I. (2022) · Advances in logistics, operations, and management science book series · doi:10.4018/978-1-7998-9715-6.ch015
Overview of typical digital twin implementations: capabilities, drivers and Gemini Principles
Moretti, N., & Merino, J. (2022) · doi:10.1680/dtbe.65802.029
Fang, Z., Lu, Q., Xie, X., Parlikad, A. K., Schooling, J. M., & Pitt, M. (2022) · doi:10.1680/dtbe.65802.161
Lu, Q., Xie, X., Parlikad, A. K., Schooling, J. M., & Pitt, M. (2022) · doi:10.1680/dtbe.65802.205
Interactive Virtual Sand Table - A theoretical review on its application towards Urban Planning
Chen, Y., Lo, T. T., Guo, X., et al. (2021) · Proceedings of the International Conference on Computer-Aided Architectural Design Research in Asia · doi:10.52842/conf.caadria.2021.2.629
First Steps Predicting Execution of Civil Works from Georeferenced Infrastructure Data
Batmunkh, B., Páez, J. A., Lopez, S. G., et al. (2022) · Lecture notes in networks and systems · doi:10.1007/978-3-031-18050-7_19
Smart Government und Smart City
von Lucke, J., & Maciel, P. V. Z. (2023) · Springer eBooks · doi:10.1007/978-3-658-31480-4_30-1
Unity3D Based on the Impact of Landscape Planning and Design Virtual and Realistic
Wu, Z., & Li, Z. (2023) · International Conference on Distributed Computing and Electrical Circuits and Electronics (ICDCECE) · doi:10.1109/icdcece57866.2023.10151199
“For example, the CAVE Urban [2] Architecture and Environmental Arts Creative Design Virtual Laboratory at the Beijing Academy of Architecture and Engineering is not only a teaching task, but also a platform for teachers and students to conduct experiments and research.”
BackgroundA multilevel demand response profiling and modeling solution enabled by digital twins integration
Mountzouris, C., Karatzas, S. K., Protopsaltis, G., et al. (2023) · Computing in construction · doi:10.35490/ec3.2023.312
Designing and Implementing a Multifunctional Network of Urban Green Infrastructures.
Chiappini, S., Balestra, M., Choudhury, M. A. M., et al. (2023) · IEEE International Workshop on Metrology for Agriculture and Forestry (MetroAgriFor) · doi:10.1109/metroagrifor58484.2023.10424178
“Recent studies have evaluated using digital twins and virtual, augmented and mixed reality for urban simulation and planning [1], [2].”
BackgroundReport on the E-TEMS 2023 Doctoral Workshop
Kaiser, L., Ntanda, A., von Beck, C., et al. (2023) · IEEE European Technology and Engineering Management Summit (E-TEMS) · doi:10.1109/e-tems57541.2023.10424605
Building a Digital Twin of the University of North Texas Using LiDAR and GIS Data
Bhattacharjee, S. (2023) · doi:10.12794/metadc2257743
Geodesign for Environmental Resilience
Cureton, P. (2024) · Springer eBooks · doi:10.1007/978-3-030-67776-3_34-1
Patel, U. R., Ghaffarianhoseini, A., GhaffarianHoseini, A., & Burgess, A. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4829217
Digital Twin of Cairo: Opportunities and Challenges
Abdallah, A., Aboulyousr, Y., Ghantous, M. M., & Soubra, H. (2023) · International Conference on Smart Cities 4.0 · doi:10.1109/smartcities4.056956.2023.10525726
Metadata
- 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
- Social Sciences › Urban Studies › 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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