COMPARATIVE ANALYSIS OF LSTM, RF AND SVM ARCHITECTURES FOR PREDICTING WIND NATURE FOR SMART CITY PLANNING

Harbola, S.; Coors, V.

doi:https://doi.org/10.5194/isprs-annals-IV-4-W9-65-2019

Articles | Volume IV-4/W9

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Articles | Volume IV-4/W9

https://doi.org/10.5194/isprs-annals-IV-4-W9-65-2019

Articles | Volume IV-4/W9

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30 Sep 2019

| 30 Sep 2019

COMPARATIVE ANALYSIS OF LSTM, RF AND SVM ARCHITECTURES FOR PREDICTING WIND NATURE FOR SMART CITY PLANNING

S. Harbola and V. Coors

S. Harbola

University of Stuttgart, Stuttgart, Germany

V. Coors

University of Applied Science, Stuttgart, Germany

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SEASONALITY DEDUCTION PLATFORM: FOR PM₁₀, PM_2.5, NO, NO₂ AND O₃ IN RELATIONSHIP WITH WIND SPEED AND HUMIDITY

S. Harbola and V. Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VI-4-W2-2020, 71–78, https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-71-2020,https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-71-2020, 2020

Geo-visualisation of Air-Pollutant Dispersion in Complex Urban Environments using 3D City Models: Insights from High-Resolution Street Canyon Simulation - Concept and First Results

Rushikesh Padsala, Svetlana Valger, Thunyathep Santhanavanich, Ursula Voss, and Volker Coors

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W11-2024, 89–95, https://doi.org/10.5194/isprs-archives-XLVIII-4-W11-2024-89-2024,https://doi.org/10.5194/isprs-archives-XLVIII-4-W11-2024-89-2024, 2024

Semantic Segmentation of Building Models with Deep Learning in CityGML

Hanis Rashidan, Ivin Amri Musliman, Alias Abdul Rahman, Volker Coors, and Gurcan Buyuksalih

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W11-2024, 97–102, https://doi.org/10.5194/isprs-archives-XLVIII-4-W11-2024-97-2024,https://doi.org/10.5194/isprs-archives-XLVIII-4-W11-2024-97-2024, 2024

Preface

Dimos N. Pantazis, Nikitas N. Karanikolas, Michael Vassilakopoulos, Volker Coors, Ioannis Voyiatzis, and Claire Ellul

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W4-2024, 1–4, https://doi.org/10.5194/isprs-annals-X-4-W4-2024-1-2024,https://doi.org/10.5194/isprs-annals-X-4-W4-2024-1-2024, 2024

A Multi-Flow Visual Analytics Web Platform for Detecting High Wind Energy Potential in Urban Environments

Athanasios Koukofikis and Volker Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W4-2024, 89–97, https://doi.org/10.5194/isprs-annals-X-4-W4-2024-89-2024,https://doi.org/10.5194/isprs-annals-X-4-W4-2024-89-2024, 2024

A Concept for 3D Geological and Urban Subsurface Modeling with a Unified Voxel Model Examined by a Case Study for the City Center of Stuttgart (Baden-Württemberg), Germany

Klaus Pusacker, Volker Coors, Jörg-Detlef Eckhardt, and Isabel Rupf

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W4-2024, 193–200, https://doi.org/10.5194/isprs-annals-X-4-W4-2024-193-2024,https://doi.org/10.5194/isprs-annals-X-4-W4-2024-193-2024, 2024

Dynamic Geospatial Data Integration: A Case Study of Moving Objects in Munakata City, Japan Using OGC API Moving Features and Sensorthings API

Thunyathep Santhanavanich, Rushikesh Padsala, Matthias Betz, and Volker Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W4-2024, 209–216, https://doi.org/10.5194/isprs-annals-X-4-W4-2024-209-2024,https://doi.org/10.5194/isprs-annals-X-4-W4-2024-209-2024, 2024

Preface

Dimos N. Pantazis, Nikitas N. Karanikolas, Michael Vassilakopoulos, Volker Coors, Ioannis Voyiatzis, and Claire Ellul

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W10-2024, 1–4, https://doi.org/10.5194/isprs-archives-XLVIII-4-W10-2024-1-2024,https://doi.org/10.5194/isprs-archives-XLVIII-4-W10-2024-1-2024, 2024

Urban Digital Twins Empowering Energy Transition: Citizen-Driven Sustainable Urban Transformation towards Positive Energy Districts

Volker Coors and Rushikesh Padsala

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W10-2024, 51–56, https://doi.org/10.5194/isprs-archives-XLVIII-4-W10-2024-51-2024,https://doi.org/10.5194/isprs-archives-XLVIII-4-W10-2024-51-2024, 2024

Conceptualising an Urban Digital Twin Framework for Simulating the Impact of Household Consumption Choices on the Carbon Footprint of Urban Neighborhoods

Rushikesh Padsala, Thunyathep Santhanavanich, Ursula Eicker, and Volker Coors

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W10-2024, 147–154, https://doi.org/10.5194/isprs-archives-XLVIII-4-W10-2024-147-2024,https://doi.org/10.5194/isprs-archives-XLVIII-4-W10-2024-147-2024, 2024

DEVELOPMENT OF QGIS PLUGIN FOR URBAN ENERGY SIMULATION USING 3D CITY MODEL AT THE CITY DISTRICT LEVEL

M. Hosseingholizadeh, V. Coors, H. Ostadabbas, and F. Friesecke

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 81–90, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-81-2023,https://doi.org/10.5194/isprs-annals-X-1-W1-2023-81-2023, 2023

ENABLING INTEROPERABILITY OF URBAN BUILDING ENERGY DATA BASED ON OGC API STANDARDS AND CITYGML 3D CITY MODELS

T. Santhanavanich, R. Padsala, M. Rossknecht, S. Dabirian, M. M. Saad, U. Eicker, and V. Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 97–105, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-97-2023,https://doi.org/10.5194/isprs-annals-X-1-W1-2023-97-2023, 2023

HOT SPOTS IN CITIES – CLASSIFYING EMOTIONS DURING PHYSICAL OUTDOOR ACTIVITIES IN URBAN AREAS

H. Dastageeri, S. Schneider, M. Alfakhori, and V. Coors

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W6-2022, 99–101, https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-99-2023,https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-99-2023, 2023

THE SPATIAL DATA INFRASTRUCTURE OF AN URBAN DIGITAL TWIN IN THE BUILDING ENERGY DOMAIN USING OGC STANDARDS

T. Santhanavanich, R. Padsala, P. Würstle, and V. Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W2-2022, 249–256, https://doi.org/10.5194/isprs-annals-X-4-W2-2022-249-2022,https://doi.org/10.5194/isprs-annals-X-4-W2-2022-249-2022, 2022

VIABILITY TESTING OF GAME ENGINE USAGE FOR VISUALIZATION OF 3D GEOSPATIAL DATA WITH OGC STANDARDS

P. Würstle, R. Padsala, T. Santhanavanich, and V. Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W2-2022, 281–288, https://doi.org/10.5194/isprs-annals-X-4-W2-2022-281-2022,https://doi.org/10.5194/isprs-annals-X-4-W2-2022-281-2022, 2022

OCCLUSION SCREENING USING 3D CITY MODELS AS A REFERENCE DATABASE FOR MOBILE AR-APPLICATIONS

M. Alfakhori, H. Dastageeri, S. Schneider, and V. Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W3-2022, 11–18, https://doi.org/10.5194/isprs-annals-X-4-W3-2022-11-2022,https://doi.org/10.5194/isprs-annals-X-4-W3-2022-11-2022, 2022

THE USE OF CITYGML 3.0 IN 3D CADASTRE SYSTEM: THE CASE OF ADDIS ABABA CITY

A. Nega and V. Coors

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W4-2022, 109–116, https://doi.org/10.5194/isprs-archives-XLVIII-4-W4-2022-109-2022,https://doi.org/10.5194/isprs-archives-XLVIII-4-W4-2022-109-2022, 2022

PREFACE

V. Coors, P. Rodrigues, C. Ellul, S. Zlatanova, R. Laurini, and M. Rumor

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VIII-4-W1-2021, 1–2, https://doi.org/10.5194/isprs-annals-VIII-4-W1-2021-1-2021,https://doi.org/10.5194/isprs-annals-VIII-4-W1-2021-1-2021, 2021

AN APPLICATION DOMAIN EXTENSION FOR STORING VALIDATION RESULTS OF CITYGML STRUCTURES

M. Betz and V. Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VIII-4-W1-2021, 11–16, https://doi.org/10.5194/isprs-annals-VIII-4-W1-2021-11-2021,https://doi.org/10.5194/isprs-annals-VIII-4-W1-2021-11-2021, 2021

CFD SIMULATION AND VISUALIZATION BASED INVESTIGATION OF SMALL WIND TURBINE POTENTIAL: A CASE STUDY “NEUER STÖCKACH” FOR STUTTGART

M. Brennenstuhl, M. von der Gruen, S. Harbola, A. Koukofikis, R. Padsala, M. Schaaf, V. Coors, and U. Voss

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VIII-4-W1-2021, 17–24, https://doi.org/10.5194/isprs-annals-VIII-4-W1-2021-17-2021,https://doi.org/10.5194/isprs-annals-VIII-4-W1-2021-17-2021, 2021

CONCEPT AND EVALUATION OF AN URBAN PLATFORM FOR INTERACTIVE VISUAL ANALYTICS

H. Ebrahim, T. Santhanavanich, P. Wuerstle, and V. Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VIII-4-W1-2021, 33–40, https://doi.org/10.5194/isprs-annals-VIII-4-W1-2021-33-2021,https://doi.org/10.5194/isprs-annals-VIII-4-W1-2021-33-2021, 2021

AN INTERACTIVE PLATFORM FOR ENVIRONMENTAL SENSORS DATA ANALYSES

S. Harbola and V. Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VIII-4-W1-2021, 57–64, https://doi.org/10.5194/isprs-annals-VIII-4-W1-2021-57-2021,https://doi.org/10.5194/isprs-annals-VIII-4-W1-2021-57-2021, 2021

INCEPTION OF HARMONISING DATA SILOS AND URBAN SIMULATION TOOLS USING 3D CITY MODELS FOR SUSTAINABLE MANAGEMENT OF THE URBAN FOOD WATER AND ENERGY RESOURCES

R. Padsala, E. Gebetsroither-Geringer, J. Peters-Anders, and V. Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VIII-4-W1-2021, 81–88, https://doi.org/10.5194/isprs-annals-VIII-4-W1-2021-81-2021,https://doi.org/10.5194/isprs-annals-VIII-4-W1-2021-81-2021, 2021

PREFACE

V. Coors, P. Rodrigues, C. Ellul, S. Zlatanova, R. Laurini, and M. Rumor

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W1-2021, 1–2, https://doi.org/10.5194/isprs-archives-XLVI-4-W1-2021-1-2021,https://doi.org/10.5194/isprs-archives-XLVI-4-W1-2021-1-2021, 2021

DEVELOPMENT OF A DIGITAL 3D PARTICIPATION PLATFORM – CASE STUDY OF WEILIMDORF (STUTTGART, GERMANY)

P. Würstle, T. Santhanavanich, R. Padsala, and V. Coors

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W1-2021, 123–129, https://doi.org/10.5194/isprs-archives-XLVI-4-W1-2021-123-2021,https://doi.org/10.5194/isprs-archives-XLVI-4-W1-2021-123-2021, 2021

SEASONALITY DEDUCTION PLATFORM: FOR PM₁₀, PM_2.5, NO, NO₂ AND O₃ IN RELATIONSHIP WITH WIND SPEED AND HUMIDITY

S. Harbola and V. Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VI-4-W2-2020, 71–78, https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-71-2020,https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-71-2020, 2020

INTEGRATION OF HETEROGENEOUS CORONAVIRUS DISEASE COVID-19 DATA SOURCES USING OGC SENSORTHINGS API

T. Santhanavanich, C. Kim, and V. Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VI-4-W2-2020, 135–141, https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-135-2020,https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-135-2020, 2020

3D SAFE ROUTING NAVIGATION APPLICATION FOR PEDESTRIANS AND CYCLISTS BASED ON OPEN SOURCE TOOLS

T. Santhanavanich, P. Wuerstle, J. Silberer, V. Loidl, P. Rodrigues, and V. Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VI-4-W2-2020, 143–147, https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-143-2020,https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-143-2020, 2020

“I KNOW HOW YOU FEEL” – PREDICTING EMOTIONS FROM SENSORS FOR ASSISTED PEDELEC EXPERIENCES IN SMART CITIES

S. Schneider, H. Dastageeri, P. Rodrigues, and V. Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VI-4-W2-2020, 149–156, https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-149-2020,https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-149-2020, 2020

EXPLORING SCHEMES FOR VISUALIZING URBAN WIND FIELDS BASED ON CFD SIMULATIONS BY EMPLOYING OGC STANDARDS

S. Schneider, T. Santhanavanich, A. Koukofikis, and V. Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VI-4-W2-2020, 157–163, https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-157-2020,https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-157-2020, 2020

THE USE OF 3D GEOVISUALIZATION AND CROWDSOURCING FOR OPTIMIZING ENERGY SIMULATION

S. K. Sini, R. Sihombing, P. M. Kabiro, T. Santhanavanich, and V. Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VI-4-W2-2020, 165–172, https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-165-2020,https://doi.org/10.5194/isprs-annals-VI-4-W2-2020-165-2020, 2020

VISUAL ANALYTICS WEB PLATFORM FOR DETECTING HIGH WIND ENERGY POTENTIAL IN URBAN ENVIRONMENTS BY EMPLOYING OGC STANDARDS

A. Koukofikis and V. Coors

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIV-4-W1-2020, 71–74, https://doi.org/10.5194/isprs-archives-XLIV-4-W1-2020-71-2020,https://doi.org/10.5194/isprs-archives-XLIV-4-W1-2020-71-2020, 2020

PREFACE

C. Ellul, A. Abdul Rahman, V. Coors, S. Zlatanova, R. Laurini, and M. Rumor

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-4-W9, 1–2, https://doi.org/10.5194/isprs-annals-IV-4-W9-1-2019,https://doi.org/10.5194/isprs-annals-IV-4-W9-1-2019, 2019

PREFACE

C. Ellul, A. Abdul Rahman, V. Coors, S. Zlatanova, R. Laurini, and M. Rumor

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W17, 1–2, https://doi.org/10.5194/isprs-archives-XLII-4-W17-1-2019,https://doi.org/10.5194/isprs-archives-XLII-4-W17-1-2019, 2019

COMPARATIVE ANALYSIS OF LSTM, RF AND SVM ARCHITECTURES FOR PREDICTING WIND NATURE FOR SMART CITY PLANNING

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