The DOI matches its Crossref record; 4 of the 4 references it cites were found in a registry or an index; none of the 8 sources its claims cite is checked for support yet.
GIS Optimal Path Modeling for Analyzing Paleolithic Settlement Systems: Methodological Issues
Open accessAbstract
This article discusses applications of the GIS technology for studying Paleolithic sites, particularly the optimal path modeling and cost surface analysis. The approach is based on the concept of affordance – environmental capacity available to prehistoric humans with their physical capabilities and needs. The main focus is on the methodology of least-cost path analysis, which allows for modeling migration routes, determining resource (e.g., lithic raw materials) availability, and reconstructing settlement systems. The nature of the input data and applied methods for calculating energy costs are described. A key factor in determining energy expenditure is slope gradient. It has been established that slope steepness of 30–35° constitutes the threshold value beyond which movement becomes disproportionately costly. The main limitations of the method include the quality and relevance of the input data, possible researcher’s subjectivity in selecting significant factors, as well as difficulty of accounting for climate and landscape changes over long periods of time. Variational modeling – constructing multiple scenarios for different reconstructed environmental conditions – is proposed as a strategy for overcoming these limitations. It is concluded that cost surface modeling is a promising tool for analyzing subsistence systems of highly mobile Paleolithic groups.
Overview
AI snapshot
Written from the paper’s full text.
TL;DR
This methodological paper reviews GIS "cost surface" and "optimal path" (least cost path) modeling for reconstructing Paleolithic settlement and mobility systems, arguing the approach can be predictive rather than merely descriptive. Drawing on a historiographic review and the author's own modeling in the middle Selenga River, it identifies a 30–35° slope threshold beyond which energy costs rise disproportionately and walking speed becomes insensitive to gradient.
Key findings
- Energy expenditure on movement is non-linear in slope: the dependence "ceases to be linear" at 30–35°, after which costs grow exponentially, making 30–35° a boundary value above which travel is too costly. Tobler's walking function shows roughly the same threshold — above 35° speed changes become insignificant.
- Cost must be computed separately for travel to and from a destination, since direction strongly changes energy expenditure, especially with surface gradient (citing Gowen & de Smet, 2020).
- Three standard archaeological applications are identified: reconstructing migration routes at global or local scale; reconstructing routes to critical subsistence resources and modeling resource zones; and reconstructing territorial exploitation and settlement systems.
- The author notes GIS-based foraging-radius analysis remains rare in Russian research, especially for the Paleolithic, with Altai mountain habitation modeling (Zolnikov et al., 2013) cited as a rare exception.
Methods
- Design: methodological/historiographic review of GIS optimal path modeling, illustrated with ArcGIS Pro 3.1.5 geoprocessing tools (Russian and original English tool names given).
- Workflow described: environmental factors converted to rasters → weighted by influence for ancient humans → summed into a "Cost Surface Raster" → source and target points set → "Cost Distance" tool computes minimum accumulated cost per pixel.
- Empirical basis: the author's own optimal-path calculations in the middle reaches of the Selenga River for the early Upper Paleolithic, cross-referenced to a companion article by Marchenko, Khatsenovich, and Rybin in the same journal.
Limitations
- Stated: input data quality and relevance dominate; raster resolution may be inadequate (e.g., a pixel larger than a river valley width makes routes appear to cross the entire valley). Relevance worsens with older periods, as climatic fluctuations and slow relief changes add unknown variables; a balance is needed between resolution too low to capture relief and too high to reflect features that may not have existed in antiquity. Adequate factor selection requires good knowledge of the ancient economy, industry, and climate. Targeting ancient goal-directed behavior is both the approach's strength and weakness, since choosing significant factors can be disputed.
- Stated remedy: building multiple models for several scenarios ("wet" and "dry" models, e.g., Li et al., 2019) to cover a wider range of possibilities.
- Evident from the text: the paper is a methodological overview rather than a systematic test — no quantitative validation metrics, sample sizes, or comparative accuracy results are reported, and the 30–35° threshold is presented via cited formulas and figures rather than original empirical testing.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
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Claims the paper makes
0 of 8 cited sources checked · 0 supported · 0 flagged
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
“Вместе с тем выделяются ограничения методики, связанные в первую очередь с выбором и качеством входных данных для моделирования.”
§ GIS Optimal Path Modeling for Analyzing Paleolithic Settlement Systems: Methodological Issues > Выводы
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIn the paper
“Базовый фактор, определяющий энергозатраты на передвижение -уклон поверхности [Field, Lahr, 2006].”
§ GIS Optimal Path Modeling for Analyzing Paleolithic Settlement Systems: Methodological Issues > Методики расчета энергозатрат
What the sources say
- Not matchedcites Field, Lahr, 2006
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- Not matched
In the paper
“В этих условиях для построения адекватной модели необходимо соблюсти баланс между слишком низким разрешением модели, теряющим важные особенности рельефа и слишком высоким, дающим детали рельефа, которые могли не существовать в древности [Verhagen, 2019].”
§ GIS Optimal Path Modeling for Analyzing Paleolithic Settlement Systems: Methodological Issues > Ограничения метода
What the sources say
- Not matchedcites Verhagen, 2019
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- Not matched
In the paper
“Более сложные формулы учитывают комплекс факторов, таких как масса тела человека и переносимого им груза, коэффициент фактора местности и скорость пере-движения, позволяя прогнозировать метаболические затраты на передвижение [Pandolf, Givoni, Goldman, 1977].”
§ GIS Optimal Path Modeling for Analyzing Paleolithic Settlement Systems: Methodological Issues > Методики расчета энергозатрат
What the sources say
- Not checked — no full text of the sourcecites Pandolf, Givoni, Goldman, 1977 source
Strength:plain· not yet calibratedCausal:direct· 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
“К сожалению, в отечественных исследованиях этот метод остается мало распространенным, особенно среди исследований палеолитической эпохи (одно из редких исключений -ГИС-моделирование условий, благоприятных для поселения человека в горах Алтая [Зольников и др., 2013]).”
§ GIS Optimal Path Modeling for Analyzing Paleolithic Settlement Systems: Methodological Issues > Введение
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA 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
“В противном случае (при слишком большом пикселе) маршрут будет рассчитан как пересекающий реку на всей ширине ее долины, не отражая реальных возможностей передвижения по ней.”
§ GIS Optimal Path Modeling for Analyzing Paleolithic Settlement Systems: Methodological Issues > Ограничения метода
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIn the paper
“Примечательно, что формулы подсчета скорости передвижения в зависимости от склона (так называемая пешая функция Тоблера [Tobler, 1993]) показывают примерно ту же границу: при углах выше 35° изменения скорости перестают быть существенными (см.рисунок, 2).”
- Also stated in: § Выводы · plain
“и возрастающий угол наклона практически перестает влиять на скорости передвижения.”
§ GIS Optimal Path Modeling for Analyzing Paleolithic Settlement Systems: Methodological Issues > Методики расчета энергозатрат
What the sources say
- Not matchedcites Tobler, 1993
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- Also stated in: § Выводы · plain
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
“Качество этих исходных данных определяет разрешение полученной «стоимостной поверхности», которое может оказаться недостаточным для решения поставленных задач.”
§ GIS Optimal Path Modeling for Analyzing Paleolithic Settlement Systems: Methodological Issues > Ограничения метода
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIn the paper
“Определение радиусов фуражирования [Binford, 1980] в конкретной местности наиболее эффективно производится с помощью ГИС-анализа [Morgan, 2008].”
§ GIS Optimal Path Modeling for Analyzing Paleolithic Settlement Systems: Methodological Issues > Введение
What the sources say
- Not checked — no full text of the sourcecites Morgan, 2008 source
Strength:boosted· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIn the paper
“Стоимость отдельно подсчитывается для движения до целевой точки и для движения обратно, так как направление движения может сильно менять энергозатраты, особенно при наличии уклона поверхности [Gowen, de Smet, 2020].”
§ GIS Optimal Path Modeling for Analyzing Paleolithic Settlement Systems: Methodological Issues > Введение
What the sources say
- Not matchedcites Gowen, de Smet, 2020
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes- Not matched
- It may state two separate claims as one. 3
- Probably not a substantial claim. 3
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
“Построенный по этой формуле график расчета энегрозатрат на передвижения показывает, что зависимость энергозатрат от угла наклона перестает быть линейной на уровне 30-35° склона (см.рисунок, 1).С дальнейшим увеличением крутизны начинается экспоненциальный рост энергозатрат, т.о.мы можем рассматривать 30-35° в качестве граничного значения склона, выше которого передвижение слишком энергозатратно.”
- Also stated in: § Выводы · boosted
“показано, что склон крутизной 30-35° является пограничным значением выше которого непропорционально возрастают энергозатраты”
§ GIS Optimal Path Modeling for Analyzing Paleolithic Settlement Systems: Methodological Issues > Методики расчета энергозатрат
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- The authors state this as an assumption: Steeper slopes are harder to traverse.
- Also stated in: § Выводы · boosted
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
“Адекватный выбор факторов, определяющих привлекательность тех или иных точек для древнего населения, возможен лишь в условиях достаточной изученности его типа хозяйствования, базовых атрибутов индустрии и характеристик климата.”
§ GIS Optimal Path Modeling for Analyzing Paleolithic Settlement Systems: Methodological Issues > Ограничения метода
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds.
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
“Чем более древний период реконструируется, тем больше возрастает количество неизвестных переменных.Климатические флуктуации, медленные, но выраженные на большом временном промежутке изменения рельефа и другие факторы оказываются сложными для учета.”
§ GIS Optimal Path Modeling for Analyzing Paleolithic Settlement Systems: Methodological Issues > Ограничения метода
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
In the paper
“Моделирование «стоимостной поверхности» и «оптимальных путей» позволяет рассмотреть местоположение поселений и стоянок как производное совокупности природных, культурных и хозяйственных факторов, что делает такие модели не только описательными, но и предиктивными [Коробов, 2011].”
§ GIS Optimal Path Modeling for Analyzing Paleolithic Settlement Systems: Methodological Issues > Выводы
What the sources say
- Not matchedcites Коробов, 2011
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Rests on an assumption: Ancient people preferred routes requiring minimal energy costs.
- Not matched
In the paper
“Зачастую, принимая во внимание высокий уровень неопре деленности, исследователи предлагают набор моделей, учитывающий возможные вариации (например, «мокрая» и «сухая» модель Энергозатраты и скорость передвижения распространения человеческих популяций в позднем плейстоцене Центральной и Восточной Азии [Li et al., 2019]).”
§ GIS Optimal Path Modeling for Analyzing Paleolithic Settlement Systems: Methodological Issues > Ограничения метода
What the sources say
- Not matchedcites Li et al., 2019
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Strength:plain· not yet calibratedCausal:conditional· 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.
- Not matched
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
“Одним из путей преодоления этого ограничения является вариативность -построение моделей для нескольких различных сценариев, что позволяет предусмотреть больший диапазон возможностей и ограничений, существовавших для человека в изучаемом регионе в древности.”
§ GIS Optimal Path Modeling for Analyzing Paleolithic Settlement Systems: Methodological Issues > Выводы
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
The paper relies on this without support.
Paleolandscape data exist, but their resolution is usually low, except for some small territories.
“Существуют и палеоландшафтные данные, однако их разрешение, как правило, низкое, за исключением отдельных небольших территорий.”
The authors state this as an assumption.
Steeper slopes are harder to traverse.
“На основе посылки, что более крутые склоны сложнее для передвижения, были разработаны методы расчета энергозатрат на пересечение различных по крутизне склонов.”
The paper relies on this without support.
Ancient people preferred routes requiring minimal energy costs.
“С этих позиций формируются представления о «стоимостной поверхности» -модели, показывающей затраты на передвижения из определенной точки исходя из заданного набора характеристик среды, и об «оптимальных путях» -маршрутах, требующих минимальных энергозатрат для достижения потенциальной цели и соответственно предпочтительных.”
Citations
Cites
Predicting energy expenditure with loads while standing or walking very slowly
Pandolf, K. B., Givoni, B., & Goldman, R. F. (1977) · Journal of Applied Physiology · doi:10.1152/jappl.1977.43.4.577 · Cited by 474
Field, J. S., & Lahr, M. M. (2005) · Journal of World Prehistory · doi:10.1007/s10963-005-9000-6 · Cited by 99
Morgan, C. (2008) · Journal of Archaeological Science · doi:10.1016/j.jas.2007.02.025 · Cited by 58
Global Topographic 30 Arc-Second Hydrologic Digital Elevation Model 1 km
Earth Resources Observation and Science (EROS) Center (1996) · USGS DOI Tool Production Environment · doi:10.5066/f77p8wn0 · Cited by 45
Flagged first, then by citations
Research works printed but not linked: 12
- Binford L. R. Willow Smoke and Dog's Tails: Hunters- Gatherer Settlement Systems and Archaeological Site Formation // Am. Antiquity. -1980. -Vol. 45. -P. 4-20.
- Gibson J. J. The ecological approach to visual perception. - N. Y.; London: Psychology Press, 1986. -305 p.
- Tobler W. Three presentations on geographical analysis and modeling. National Center for Geographic Information and Analysis, Technical Report 93-1. Univ. of California, Santa Barbara, CA. -1993. -24 p. Verhagen P. Modelling of Pathways and Movement Networks in Archaeology: An Overview of Current Approaches / P. Verhagen, L. Nuninger, M. R. Groenhuijzen // Finding the Limits of the Limes: Modelling Demography, Economy and Transport on the Edge of the Roman Empire. -Cham: Springer, 2019. -P. 217-249. References
- Binford L. R. Willow Smoke and Dog's Tails: Hunters- Gatherer Settlement Systems and Archaeological Site Formation. American Antiquity, 1980. Vol. 45. P. 4-20.
- Field J. S., Lahr M. M. Assessment of the southern dispersal: GIS-based analyses of potential routes at oxygen isotopic stage. J. of World Prehistory, 2006. Vol. 19 (1). P. 1-45. doi:10.1007/s10963-005-9000-6 · DOI · Paper page
- Gibson J. J. The ecological approach to visual perception. N. Y.; London: Psychology Press, 1986. 305 p.
- Gowen K. M., de Smet T. S. Testing least cost path (LCP) models for travel time and kilocalorie expenditure: Implications for landscape genomics. PLOS ONE, 2020. Vol. 15, No. 9. Art. No. e0239387.
- Korobov D. S. Osnovy geoinformatiki v arkheologii. M.: Moscow State Univ. Press., 2011. 244 p. (In Russ.). Land Processes Distributed Active Archive Center (LP DAAC). HYDRO1K Elevation Derivative Database. 2018. doi:10.5066/F77P8WN0 (Accessed: 28.05.2026). · DOI
- Li F., Vanwezer N., Boivin N., Gao X., Ott F., Petraglia M., Roberts P. Heading north: Late Pleistocene environments and human dispersals in central and eastern Asia. PLoS ONE, 2019. Vol. 14 (5). Art. No. e0216433.
- Morgan C. Reconstructing prehistoric hunter-gatherer foraging radii: a case study from California's southern Sierra Nevada. J. of Archaeol. Sci., 2008. Vol. 35, iss. 2. P. 247-258. doi:10.1016/j.jas.2007.02.025 · DOI · Paper page
- Pandolf K. B., Givoni B., Goldman R. F. Predicting energy expenditure with loads while standing or walking very slowly. J. of Applied Physiology, 1977. Vol. 43 (4). P. 577-581. doi:10.1152/jappl.1977.43.4.577 · DOI · Paper page
- In P. Verhagen, L. Nuninger, M. R. Groenhuijzen. In Finding the Limits of the Limes: Modelling Demography, Economy and Transport on the Edge of the Roman Empire. Cham: Springer, 2019. P. 217-249.
Cited by
Still being checked.
Metadata
- Authors
- Marchenko, D. V.
- Affiliations
- Institute of Archaeology and Ethnography (RU)
- Corresponding author
- Marchenko, D. V.
- ORCID
- Marchenko, D. V.
- Venue
- Problems of Archaeology, Ethnography, Anthropology of Siberia and Neighboring Territories
- Published
- 2026
- Volume
- 32
- Issue
- 1
- Pages
- 110-114
- ISSN
- 2227-6548 (ISSN-L)
- 2658-6193
- OpenAlex
- W7208711922
- Cited by
- 0
- References
- 4
- FWCI
- 0.00
- Type
- journal article
- Language
- en
- Open access
- diamond
- doi.org
- Locations
- Problems of Archaeology Ethnography Anthropology of Siberia and Neighboring Territories (publishedVersion)
- Topics
- Social Sciences › Anthropology › Pleistocene-Era Hominins and Archaeology
- Social Sciences › Archeology › Archaeological Research and Protection
- Social Sciences › Arts and Humanities › Archeology (arts and humanities) › Archaeological and Geological Studies
- Keywords
- least-cost path analysis, affordances, migration routes, lithic raw materials, energy expenditure, slope gradient, variational modeling, subsistence systems, methodological limitations
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