Luo


Foto von Peng Luo

Peng Luo

Peng received his Master degree from the Institute of Remote Sensing and Geographical Information System, Peking University, in June 2020. His previous research topic is dynamic population mapping for hazard management and risk analysis.

Research Interests

  • Spatial association
  • GeoAI
  • Computational urban science

Supervision and Lecture

Master Thesis

  • Mapping Population Distribution at Building Level Considering Multi Data Sources (Yang, 2022) 

Seminar Cartography (MC)

  • Identifying spatial determinants of Covid-19 in Germany (Yang, 2022)
  • Spatiotemporal analysis and community detection of dockless e-scooter sharing (Song, 2022)

Lecture

  • Geoinformation (exercise of ArcGIS, MC: Master Course)

Publication

2023

  • Yao, Yao; Guo, Zijin; Dou, Chen; Jia, Minghui; Hong, Ye; Guan, Qingfeng; Luo, Peng: Predicting mobile users' next location using the semantically enriched geo-embedding model and the multilayer attention mechanism. Computers, Environment and Urban Systems 104, 2023, 102009 mehr…
  • Yao, Yao; Lei, Siqi; Guo, Zijin; Li, Yuanyuan; Ren, Shuliang; Liu, Zhihang; Guan, Qingfeng; Luo, Peng: Fast optimization for large scale logistics in complex urban systems using the hybrid sparrow search algorithm. International Journal of Geographical Information Science, 2023, 1-29 mehr…
  • Zhang, Zehua; Song, Yongze; Luo, Peng; Wu, Peng: Geocomplexity explains spatial errors. International Journal of Geographical Information Science, 2023, 1-21 mehr…
  • Zhang, Zehua; Song, Yongze; Luo, Peng; Wu, Peng; Liu, Xiaochi; Wang, Mingshu: Elucidation of spatial disparities of factors that affect air pollutant concentrations in industrial regions at a continental level. International Journal of Applied Earth Observation and Geoinformation 117, 2023, 103221 mehr…

2022

  • Cheng, Junyi; Zhang, Xianfeng; Chen, Xiao; Ren, Miao; Huang, Jie; Luo, Peng: Early Detection of Suspicious Behaviors for Safe Residence from Movement Trajectory Data. ISPRS International Journal of Geo-Information 11 (9), 2022, 478 mehr…
  • Cheng, Junyi; Zhang, Xianfeng; Luo, Peng; Huang, Jie; Huang, Jianfeng: An unsupervised approach for semantic place annotation of trajectories based on the prior probability. Information Sciences, 2022 mehr…
  • Luo, Peng; Song, Yongze; Huang, Xin; Ma, Hongliang; Liu, Jin; Yao, Yao; Meng, Liqiu: Identifying determinants of spatio-temporal disparities in soil moisture of the Northern Hemisphere using a geographically optimal zones-based heterogeneity model. ISPRS Journal of Photogrammetry and Remote Sensing 185, 2022, 111-128 mehr…
  • Luo, Peng; Song, Yongze; Zhu, Di; Cheng, Junyi; Meng, Liqiu: A generalized heterogeneity model for spatial interpolation. International Journal of Geographical Information Science, 2022, 1-26 mehr…
  • Luo, Peng; Zhu, Di: Sensing overlapping geospatial communities from human movements using graph affiliation generation models. Proceedings of the 5th ACM SIGSPATIAL International Workshop on AI for Geographic Knowledge Discovery, ACM, 2022 mehr…
  • Yao, Yao; Yan, Xiaoqin; Luo, Peng; Liang, Yuyun; Ren, Shuliang; Hu, Ying; Han, Jian; Guan, Qingfeng: Classifying land-use patterns by integrating time-series electricity data and high-spatial resolution remote sensing imagery. International Journal of Applied Earth Observation and Geoinformation 106, 2022, 102664 mehr…
  • Zhang, Z.; Song, Y.; Luo, P.; Wu, P.: EARTH OBSERVATION FOR LAND COVER AND HUMAN-ENVIRONMENT INTERACTIONS. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLVIII-4/W5-2022, 2022, 211-218 mehr…

2021

  • Luo, Peng; Song, Yongze: A spatial second-order non-stationary interpolation method for large area mapping. Abstracts of the ICA 3, 2021, 1-1 mehr…
  • Luo, Peng; Song, Yongze; Wu, Peng: Spatial disparities in trade-offs: economic and environmental impacts of road infrastructure on continental level. GIScience & Remote Sensing 58 (5), 2021, 756-775 mehr…
  • Yang Wanting; Zhang Xianfeng; Luo Peng: Transferability of Convolutional Neural Network Models for Identifying Damaged Buildings Due to Earthquake. Remote Sensing 13 (3), 2021, 504 mehr…

2020

  • Cheng Junyi, Zhang Xianfeng, Sun Min, Luo Peng, Yang Wanting: Random Forest Model for the Estimation of Fractional Vegetation Coverage Based on a UAV-Ground Co-Sampling Strategy. Acta Scientiarum Naturalium Universitatis Pekinensis 56 (1), 2020, 143 mehr…

2019

  • Luo Peng; Zhang Xianfeng; Cheng Junyi; Sun Quan: Modeling Population Density using a New Index Derived from Multi-Sensor Image Data. Remote Sensing 11 (22), 2019, 2620 mehr…

Presentation

Luo PengSensing overlapping geospatial communities from human movements using graph affiliation generation models. The 30th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, 1-4 Nov 2022, Seattle, USA.

Luo PengOptimization for large scale logistics using the hybrid sparrow search algorithm.The 17th International Conference on Location Based Services, 12-14. September 2022, Munich, Germany.

Luo PengA spatial second-order non-stationary interpolation method for large area mapping. The 30th International Cartographic Conference (ICC), 14-18 December 2021, Florence, Italy.

Luo Peng. Gridded population density estimation based on multi-source remote sensing data and POI data. EOEC 2019 and GiT4NDM, 2019, June 26, Chengdu, China.