Publications (Google Scholar Profile)
Book Chapter
- Deep Learning for Building Occupancy Estimation Using Environmental Sensors
Zhenghua Chen, Chaoyang Jiang, Mustafa K. Masood, Yeng Chai Soh, Min Wu, Xiaoli Li,
in book “Deep Learning: Algorithms and Applications”, Springer, Cham, 2020.
Thesis
Ph.D Thesis:Indoor physical field estimation from sparse sensor observations
supervised by Prof. SOH Yeng Chai and Prof. LI Hua.
M. Eng Thesis:Optimal filtering of linear systems with state constraints (in Chinese)
supervised by Prof. ZHANG Yongan
Journal Publications
Bayesian filtering for building occupancy estimation from carbon dioxide concentration
Chaoyang Jiang, Zhenghua Chen, Rong Su, Mustafa K. Masood, Yeng Chai Soh
Energy and Buildings, vol. 206, 109566, 2020.Deep learning for building occupancy estimation using environmental sensors
Z Chen,Chaoyang Jiang, M.K.Masood, Y.C.Soh, M.Wu, X. Li
Deep Learning: Algorithms and Applications, 335-357,2020.Smartphone Sensor Based Human Activity Recognition Using Feature Fusion and Maximum Full A Posteriori
Zhenghua Chen, Chaoyang Jiang* , Shili Xiang, Jie Ding, Min Wu, Xiaoli Li
IEEE Transactions on Insturmentation and Measurement, 2019.(* Corresponding Author)Light Sensor Based Occupancy Estimation via Bayes Filter with Neural Networks
Zhenghua Chen, Yanbing Yang, Chaoyang Jiang, Jie Hao and Le Zhang
IEEE Transactions on Industrial Electronics, 2019.Group Greedy Method for Sensor Placement
Chaoyang Jiang, Zhenghua Chen, Rong Su, Yeng Chai Soh
IEEE Transactions on Signal Processing, vol. 67, no.9, pp.2249-2262, 2019.An internet of things upgrade for smart and scalable heating, ventilation and air-conditioning control in commercial buildings
Ethan Png, Seshadhri Srinivasan, Korkut Bekiroglu, Chaoyang Jiang, Rong Su, Kameshwar Poolla
Applied Energy, vol. 239, pp. 408-424, 2019.WiFi CSI Based Passive Human Activity Recognition Using Attention Based BLSTM
Zhenghua Chen, Le Zhang, Chaoyang Jiang, Zhiguang Cao, Wei Cui
IEEE Transactions on Mobile Computing, vol. 18, no. 11, pp. 2714-2724, 2019.A Novel Ensemble ELM for Human Activity Recognition Using Smartphone Sensors
Zhenghua Chen, Chaoyang Jiang* , Lihua Xie
IEEE Transactions on Industrial Informatics, vol. 15, no. 5, pp. 2691 - 2699, 2019. (* Corresponding Author)Building occupancy modeling using generative adversarial network
Zhenghua Chen, Chaoyang Jiang*
Energy and Buildings, vol. 174, pp. 372-379, 2018. (* Corresponding Author)Building Occupancy Estimation and Detection: A Review
Zhenghua Chen, Chaoyang Jiang, Lihua Xie
Energy and Buildings, vol. 169, pp. 260-270, 2018.A novel feature selection framework with Hybrid Feature-Scaled Extreme Learning Machine (HFS-ELM) for indoor occupancy estimation
Mustafa K. Masood, Chaoyang Jiang, Yeng Chai Soh
Energy and Buildings, vol. 158, pp. 1139-1151, 2018.Occupancy estimation from environmental parameters using wrapper and hybrid feature selection
Mustafa K. Masood, Yeng Chai Soh, Chaoyang Jiang
Applied Soft Computing, vol. 60, pp. 482-494, 2017Two-stage indoor physical field reconstruction from sparse sensor observations
Chaoyang Jiang, Yeng Chai Soh, Hua Li
Energy and Buildings, vol. 151, pp. 548-563, 2017.CFD results calibration from sparse sensor observations with a case study for indoor thermal map
Chaoyang Jiang, Yeng Chai Soh, Hua Li, Mustafa K. Masood, Zhe Wei, Xiaoli Zhou, and Deqing Zhai
Building and Environment, vol. 117, pp. 166-177, 2017.Development of a novel strategy of CFD-based model predictive control
Xiaoli Zhou, Hua Li, Yeng Chai Soh, and Chaoyang Jiang
Procedia Engineering, vol. 214, pp. 69-75, 2017.Indoor occupancy estimation from carbon dioxide concentration
Chaoyang Jiang, Mustafa K. Masood, Yeng Chai Soh, and Hua Li
Energy and Buildings, vol. 131, pp. 132-141, 2016.Sensor and CFD data fusion for airflow field estimation
Chaoyang Jiang, Yeng Chai Soh, and Hua Li
Applied Thermal Engineering, vol. 92, pp.149-161, 2016.Sensor placement by maximal projection on minimum eigenspace for linear inverse problems
Chaoyang Jiang, Yeng Chai Soh, and Hua Li
IEEE Transactions on Signal Processing, vol. 64, no. 21, pp.5595-5610, 2016.Some results on linear equality constrained state filtering
Chaoyang Jiang and Yong-An Zhang
International Journal of Control, vol. 86, no. 12, pp.2115-2130, 2013.Reduced-order Kalman filtering for state constrained linear systems
Chaoyang Jiang, and Yong-An Zhang
Journal of Systems Engineering and Electronics, vol. 24, no. 4, pp.674-682, 2013.
Conference Publications
A multi-hop distributed indoor localization algorithm for UWB sensor network
C. He, Y. Xia, C.Yu,C.Jiang
International Conference on Control, Automation, Robotics and Vision (ICARCV), 2020.Adaptive Kalman Filter with Linear Equality Road Constraints for Autonomous Vehicle Localization
Y. Xu, X. Wang,C.Jiang
International Conference on Control, Automation, Robotics and Vision (ICARCV), 2020.Learning based Predictive Error Estimation and Compensator Design for Autonomous Vehicle Path Tracking
C.Jiang,Y. Xu, X. Wang
IEEE Conference on Industrial Electronics and Applications (ICIEA), 2020.Building Occupancy Detection from Carbon-dioxide and Motion Sensors
Chaoyang Jiang, Zhenghua Chen, Lih Chieh Png, Korkut Bekiroglu, Seshadhri Srinivasan, Rong Su
International Conference on Control, Automation, Robotics and Vision(ICARCV), 2018.Improvement of Energy Efficiency of Markov ACMV Systems based on PTS Information of Occupants
Deqing Zhai, Tanaya Chaudhuri, Yeng Chai Soh, Xianhua Ou, and Chaoyang Jiang
International Joint Conference on Neural Network(IJCNN), 2018Physical field estimation from CFD database and sparse sensor observations
Chaoyang Jiang, Yeng Chai Soh, and Hua Li
IEEE International Conference on Automation Science and Engineering (CASE), 2015Compressed representation learning for fluid field reconstruction from sparse sensor observations
Hongming Zhou, Yeng Chai Soh, Chaoyang Jiang, and Xiaoying Wu
International Joint Conference on Neural Network(IJCNN), 2015ELM based fast cfd model with sensor adjustment
Hongming Zhou, Yeng Chai Soh, Chaoyang Jiang, and Wenjian Cai
Proceedings of ELM-2014, Vol. 2, pp. 357-367, 2014Some results on Kalman filtering with linear equality state constraints
Chaoyang Jiang, and Yong-An Zhang
IEEE Conference on Industrial Electronics and Applications (ICIEA), pp. 1000-1005, 2011.