Comparison of Machine Learning and Physics-Based Approaches for Thermal Infrared
Simulation for Urban Digital Twins

Kottler, Benedikt; Zipperer, Raphael; Strauss, Eva; Bulatov, Dimitri

doi:10.5194/isprs-archives-XLIX-B3-2026-395-2026

Investigation of the Impact of Urbanization to Urban Heat Island – A Comparison Between Perth and Muscat

Qais Al-Badi, Petra Helmholz, and Dimitri Bulatov

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-G-2025, 123–130, https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-123-2025,https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-123-2025, 2025

Efficient Rendering of Digital Twins Consisting of Both Static And Dynamic Data

Aleksandar Atanasov, Benedikt Kottler, and Dimitri Bulatov

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-2024, 27–35, https://doi.org/10.5194/isprs-archives-XLVIII-4-2024-27-2024,https://doi.org/10.5194/isprs-archives-XLVIII-4-2024-27-2024, 2024

Unsupervised Bushfire Burn Severity Mapping Using Aerial and Satellite Imagery

Ting Bai, Dominik Stütz, Chang Liu, Dimitri Bulatov, Jorg Hacker, and Linlin Ge

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-2024, 29–36, https://doi.org/10.5194/isprs-annals-X-4-2024-29-2024,https://doi.org/10.5194/isprs-annals-X-4-2024-29-2024, 2024

Comparison Study of Three Building Regularization Algorithms

Dimitri Bulatov, Yousif A. Mousa, and Petra Helmholz

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-2024, 59–66, https://doi.org/10.5194/isprs-annals-X-4-2024-59-2024,https://doi.org/10.5194/isprs-annals-X-4-2024-59-2024, 2024

Improving Deep Learning based Point Cloud Classification using Markov Random Fields with Quadratic Pseudo-Boolean Optimization

Qipeng Mei, Kevin Qiu, Dimitri Bulatov, and Dorota Iwaszczuk

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W5-2024, 229–236, https://doi.org/10.5194/isprs-annals-X-4-W5-2024-229-2024,https://doi.org/10.5194/isprs-annals-X-4-W5-2024-229-2024, 2024

Using Passive Multi-Modal Sensor Data for Thermal Simulation of Urban Surfaces

Dimitri Bulatov, Dirk Frommholz, Benedikt Kottler, Kevin Qui, and Eva Strauss

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-2-2024, 17–24, https://doi.org/10.5194/isprs-annals-X-2-2024-17-2024,https://doi.org/10.5194/isprs-annals-X-2-2024-17-2024, 2024

GROUND FILTERING OF CO-REGISTERED MOBILE AND STATIONARY LASER SCANS BY USING SUPERPOINTS IN RANSAC PLANES

D. Stütz, J. Li, J. Huai, and D. Bulatov

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 589–596, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-589-2023,https://doi.org/10.5194/isprs-annals-X-1-W1-2023-589-2023, 2023

PARAMETER OPTIMIZATION FOR A THERMAL SIMULATION OF AN URBAN AREA

B. Kottler, S. Fischer, E. Strauss, D. Bulatov, and P. Helmholz

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 271–278, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-271-2023,https://doi.org/10.5194/isprs-annals-X-1-W1-2023-271-2023, 2023

ON ACCELERATION OF THERMAL SIMULATION OF URBAN SCENES WITH THE APPLICATION OF AN EVOLUTIONARY ALGORITHM TO TREE PLANTING STRATEGIES

D. Bulatov, M. Hecht, B. Kottler, J. Mispelhorn, and E. Strauss

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 9–16, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-9-2023,https://doi.org/10.5194/isprs-annals-X-1-W1-2023-9-2023, 2023

A REGION-BASED MACHINE LEARNING APPROACH FOR SELF-DIAGNOSIS OF A 4D DIGITAL THERMAL TWIN

E. Strauss and D. Bulatov

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W2-2022, 265–272, https://doi.org/10.5194/isprs-annals-X-4-W2-2022-265-2022,https://doi.org/10.5194/isprs-annals-X-4-W2-2022-265-2022, 2022

ASSESSING GEO-TYPICAL TECHNIQUES FOR MODELING BUILDINGS USING THERMAL SIMULATIONS

D. Bulatov, B. Kottler, E. Strauss, G. Häufel, M. May, P. Helmholz, and F. Mancini

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-4-2022, 251–258, https://doi.org/10.5194/isprs-annals-V-4-2022-251-2022,https://doi.org/10.5194/isprs-annals-V-4-2022-251-2022, 2022

EFFICIENT TRAINING DATA GENERATION BY CLUSTERING-BASED CLASSIFICATION

M. Böge, D. Bulatov, D. Debroize, G. Häufel, and L. Lucks

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-3-2022, 179–186, https://doi.org/10.5194/isprs-annals-V-3-2022-179-2022,https://doi.org/10.5194/isprs-annals-V-3-2022-179-2022, 2022

QUANTIFYING THE IMPACT OF URBAN INFILL ON THE URBAN HEAT ISLAND EFFECT – A CASE STUDY FOR AN ALTERNATIVE MEDIUM DENSITY MODEL

P. Helmholz, D. Bulatov, B. Kottler, P. Burton, F. Mancini, M. May, E. Strauß, and M. Hecht

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W1-2021, 43–50, https://doi.org/10.5194/isprs-archives-XLVI-4-W1-2021-43-2021,https://doi.org/10.5194/isprs-archives-XLVI-4-W1-2021-43-2021, 2021

Comparison of Machine Learning and Physics-Based Approaches for Thermal Infrared Simulation for Urban Digital Twins

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