洪晔学者个人简历
Name: YE HONG
Email: hongy@ethz.ch
https://www.researchgate.net/profile/Ye_Hong9
EDUCATION:
l Department of Civil, Environmental and Geomatic Engineering, ETH Zurich, Switzerland
Master of Science ETH in Geomatics Sep.2018 – Present
– Core Courses: Engineering Geodesy; Mobile GIS and Location-Based Services; Image Interpretation; Introduction to Scientific Computation; Industrial Metrology and Machine Vision; Urban and Spatial Economics; Computer Vision; 3D Vision; Machine Perception.
l School of Geography and Planning, Sun Yat-sen University Guangzhou, China
B.S. Geographical Information Science and Remote Sensing Aug.2014 – Jun. 2018
– Major GPA: 4.0/4.0 (90.8%); Overall GPA: 3.9/4.0 (89.8%)
SCHOLARSHIPS & REWARDS:
l NeurIPS 2019 Traffic4cast 2nd Prize 2019
l Outstanding graduate thesis of Sun Yat-sen University 2018
l Excellent national undergraduate’s creative project award 2018
l Excellent student scholarship (1st class) – for top 5% students 2017
l Excellent student scholarship (3rd class) – for top 30% students 2015
PUBLICATIONS:
l Chen, D., Zhang, Y., Yao, Y.*, Hong, Y., Guan, Q. (2019). Exploring the spatial differentiation of urbanization on two sides of the Hu Huanyong Line — based on nighttime light data and cellular automata, Applied Geography, 2019, 112: 102081.
l Yao, Y.*, Liu, P., Hong, Y., Liang, Z., Wang, R., Guan, Q., Chen, J. (2019). Fine-scale intra- and intercity commercial store site recommendations via multisource big data. Transactions in GIS, accepted.
l Hong, Y., Yao, Y.* (2019). Hierarchical community detection and functional area identification with OSM roads and complex graph theory. International Journal of Geographical Information Science, accepted.
l He, J., Li, X.*, Yao, Y., Hong, Y., &, Zhang, J. (2018). Mining transition rules of cellular automata for simulating urban expansion by using the deep learning techniques. International Journal of Geographical Information Science, 32(10), 2076-2097.
l Yao, Y., Hong, Y., Wu, D., Zhang, Y., & Guan, Q. (2018). Estimating the effects of “community opening” policy on alleviating traffic congestion in large Chinese cities by integrating ant colony optimization and complex network analyses. Computers, Environment and Urban Systems, 70, 163-174.
l Yao, Y.*, Zhang, J., Hong, Y., Liang, H., & He, J. (2018). Mapping fine‐scale urban housing prices by fusing remotely sensed imagery and social media data. Transactions in GIS, 22(2), 561-581.
l Liu, X., He, J., Yao, Y.*, Zhang, J., Liang, H., Wang, H., & Hong, Y. (2017). Classifying urban land use by integrating remote sensing and social media data. International Journal of Geographical Information Science, 31(8), 1675-1696.
l Yao, Y., Liu, X., Li, X., Liu, P., Hong, Y., Zhang, Y., & Mai, K. (2017). Simulating urban land-use changes at a large scale by integrating dynamic land parcel subdivision and vector-based cellular automata. International Journal of Geographical Information Science, 31(12), 2452-2479.
PROJECT EXPERIENCE:
l Hierarchical community detection and functional area identification Bachelor thesis
Guangdong Key Laboratory for Urbanization and Geo-simulation Oct. 2017-Mar.2019
– Identified the hidden hierarchical community in the city roads based on Infomap algorism.
– Explored the shaping role of roads for urban space and its relation with the distribution of urban functional areas.
– Proposed an ideal territorial unit of analysis in other urban studies.
l Estimating the effects of Community Opening Policy on alleviating traffic congestion Leader
National undergraduate’s creative project, Ministry of Education of China Oct. 2016-Mar.2018
– Constructed weighted directed graphs to represent the topology of the road network
– Evaluated the policy implementation effect using graph theory and clustering algorithms
– Experimented in C++ using GDAL/OGR, QT, OpenCV and ALGLIB libraries
l Mining temporal and spatial mobility patterns in Shenzhen using Taxi-OD data Leader
Funded by School of Geography and Planning, Sun Yat-sen University Mar. 2017 – Jul. 2017
– Analyzed taxi trajectories under different spatial-temporal scale
– Revealed the most predictable travel period via matrix variance
– Obtained the location of urban traffic center and its spatial mobility patterns via PageRank
l Tourist track autonomous planning system Member
GIS Software Developing Contest of Chinese undergraduates, Esri China Mar. 2017 – Aug. 2017
– Utilized Javascript to design user-interface, GeoServer and OpenLayers to provide map service, PHP and MySQL to operate and store background data
– Build a system that recommend attractions, hotels and routes according to user preferences
INTERNSHIP EXPERIENCE:
l Research assistant May. 2019- Present
Mobility Information Engineering Lab, ETH Zurich, Zurich, Switzerland
– Focused on analyze the impact of personal and autonomous electric mobility on grid stability
l Research assistant Jul. 2016- Jun. 2018
Guangdong Key Laboratory for Urbanization and Geo-simulation,
School of Geography and Planning, Sun Yat-sen University, Guangzhou, China.
– Investigate transport geography issues and assisted in constructing machine learning models and processing spatial big data in Python and C++
– Attended the ISPRS Geospatial Week 2017 (ICSDM 2017 workshop)
l Junior engineer Aug. 2017- Sep. 2017
Guangdong Institute of Innovation and Development,
Guangzhou Institute of Geography, Guangdong Academy of Sciences, Guangzhou, China.
– Assisted in processing unmanned aerial vehicle images and videos in C++ language
– Analyzed the requirements and programmed a video processing software
SKILLS:
l Programming: C++ = Python > MATLAB > JavaScript = Java.
Functional capacity of using GDAL/OGR library to deal with large volume geospatial data sets, and able to construct machine learning/deep leaning frameworks to solve practical problems. Skilled in QT interface programming. Experienced in image and video processing with OpenCV and FFmpeg libraries.
l Professional software: ArcGIS, QGIS, ENVI, eCognition, SPSS.
l Others: MS Office (e.g., Word, Excel), NoteExpress, Adobe Premiere, Adobe Photoshop.
NOTICEABLE EXPERIENCE:
l Secretary and secretary-general of Ningju Fund (a charitable organization) during 2014 and 2015.
l Volunteer as an English teacher in an elementary school in Fengkai, Guangdong, China, 2015.
l Captain of the School of Geography and Planning football team. Won several campus championships.