研究著作

作者出版年月著作名稱收錄出處
Chunzhu Wei, Hong Wei, Alessandro Crivellari, Taichang Liu, Yuanmei Wan, Wei Chen, and Yang Lu 2023-11 Gaofen-2 satellite image-based characterization of urban villages using multiple convolutional neural networks International Journal of Remote Sensing
Alessandro Crivellari, Hong Wei, Chunzhu Wei, Yuhui Shi 2023-07 Super-resolution GANs for upscaling unplanned urban settlements from remote sensing satellite imagery–the case of Chinese urban village detection International Journal of Digital Earth
Omid Ghorbanzadeh, Alessandro Crivellari, Dirk Tiede, Pedram Ghamisi, Stefan Lang 2022-12 Mapping dwellings in IDP/refugee settlements using deep learning Remote Sensing
Hao Jing, Xin He, Yong Tian, Michele Lancia, Guoliang Cao, Alessandro Crivellari, Zhilin Guo, Chunmiao Zheng 2022-11 Comparison and interpretation of data-driven models for simulating site-specific human-impacted groundwater dynamics in the North China Plain Journal of Hydrology
Alessandro Crivellari, Bernd Resch 2022-06 Investigating functional consistency of mobility-related urban zones via motion-driven embedding vectors and local POI-type distributions Computational Urban Science
Alessandro Crivellari, Euro Beinat, Sandor Caetano, Arnaud Seydoux, Thiago Cardoso 2022-02 Multi-target CNN-LSTM regressor for predicting urban distribution of short-term food delivery demand Journal of Business Research
Alessandro Crivellari, Bernd Resch, Yuhui Shi 2022-02 TraceBERT — A feasibility study on reconstructing spatial–temporal gaps from incomplete motion trajectories via BERT training process on discrete location sequences Sensors
Omid Ghorbanzadeh, Hejar Shahabi, Alessandro Crivellari, Saeid Homayouni, Thomas Blaschke, Pedram Ghamisi 2022-01 Landslide detection using deep learning and object-based image analysis Landslides
Omid Ghorbanzadeh, Alessandro Crivellari, Pedram Ghamisi, Hejar Shahabi, Thomas Blaschke 2021-07 A comprehensive transferability evaluation of U-Net and ResU-Net for landslide detection from Sentinel-2 data (case study areas from Taiwan, China, and Japan) Scientific Reports
Alessandro Crivellari, Alina Ristea 2021-04 CrimeVec — Exploring spatial-temporal based vector representations of urban crime types and crime-related urban regions ISPRS International Journal of Geo-Information
Alessandro Crivellari, Euro Beinat 2020-12 Forecasting spatially-distributed urban traffic volumes via multi-target LSTM-based neural network regressor Mathematics
Alessandro Crivellari, Euro Beinat 2020-06 Trace2trace — A feasibility study on neural machine translation applied to human motion trajectories Sensors
Alessandro Crivellari, Euro Beinat 2020-01 LSTM-based deep learning model for predicting individual mobility traces of short-term foreign tourists Sustainability
Alessandro Crivellari, Euro Beinat 2019-08 From motion activity to geo-embeddings: Generating and exploring vector representations of locations, traces and visitors through large-scale mobility data ISPRS International Journal of Geo-Information
Alessandro Crivellari, Euro Beinat 2019-07 Identifying foreign tourists’ nationality from mobility traces via LSTM neural network and location embeddings Applied Sciences
Anna Kovacs-Györi, Alina Ristea, Ronald Kolcsar, Bernd Resch, Alessandro Crivellari, Thomas Blaschke 2018-09 Beyond spatial proximity — Classifying parks and their visitors in London based on spatiotemporal and sentiment analysis of Twitter data ISPRS International Journal of Geo-Information