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Yang Du

Projects

0

Publications

33

Awards

0

Biography

Dr. Yang Du received his Ph.D. degree in electrical engineering from The University of Sydney, Australia, in 2013. From 2013 to 2014, he was with Masdar Institute of Science and Technology, Abu Dhabi, UAE, as a post-doctoral research fellow. From 2014 to 2018, he was a lecturer at Xi’an Jiaotong-Liverpool University, Suzhou, China, where he maintains an honorary position. He joined James Cook University, Cairns, Australia in 2019. He was a visiting scientist at Massachusetts Institute of Technology in 2018. He was featured in the 2022 World’s Top 2% Scientists List published by Stanford University.

Teaching

Research Advisor Accreditation
Advisor Type

Primary

Output

An ADMM-LSTM framework for short-term load forecasting
2024
Liu, Shuo; Kong, Zhengmin; Huang, Tao; Du, Yang; Xiang, Wei (2024) 'An ADMM-LSTM framework for short. Neural Networks, 173 . [DOI] ...
Journal Publication ResearchOnline@JCU
Novel solar forecasting scheme modelled by mixer dual path network and based on sky images
2023
Zhu, Tongsen; Jiao, Xuan; Li, Xingshuo; Yin, Xuening; Du, Yang; Ding, Shuye; Xiao, Weidong (2023) 'N. ...
Journal Publication ResearchOnline@JCU
Multiple households energy consumption forecasting using consistent modeling with privacy preservation
2023
Yang, Fan; Yan, Ke; Jin, Ning; Du, Yang (2023) 'Multiple households energy consumption forecasting u. Advanced Engineering Informatics, 55 . [DOI] ...
Journal Publication ResearchOnline@JCU
Robust Proactive Power Smoothing Control of PV Systems Based on Deep Reinforcement Learning
2023
Chen, Xiaoyang; Xu, Xu; Wang, Jia; Fang, Lurui; Du, Yang; Lim, Eng Gee; Ma, Jieming (2023) 'Robust P. IEEE T, 14 :...
Journal Publication ResearchOnline@JCU
Constant Power Load Stabilization With Fast Transient Boundary Control for DAB-Converters-Based Electric Drive Systems
2023
Cao, Zhenyan; Wen, Huiqing; Bu, Qinglei; Shi, Haochen; Xu, Peichao; Yang, Yong; Du, Yang (2023) 'Con. I,...
Journal Publication ResearchOnline@JCU
A regional solar forecasting approach using generative adversarial networks with solar irradiance maps
2023
Wen, Haoran; Du, Yang; Chen, Xiaoyang; Lim, Eng Gee; Wen, Huiqing; Yan, Ke (2023) 'A regional solar . Renewable Energ, 216 . [DOI] ...
Journal Publication ResearchOnline@JCU
Thermal Analysis and Junction Temperature Estimation under Different Ambient Temperatures Considering Convection Thermal Coupling between Power Devices
2023
Wei, Kaixin; Shi, Peiji; Bao, Pili; Gao, Xianping; Du, Yang; Qin, Yanzhou (2023) 'Thermal Analysis a. Applied Sciences, 13 (8). [DOI] ...
Journal Publication ResearchOnline@JCU
Evolution towards dispatchable PV using forecasting, storage, and curtailment: A review
2023
Liu, Zhuoqun; Du, Yang (2023) 'Evolution towards dispatchable PV using forecasting, storage, and cur. Electric Power Systems Research, 223 . [DOI] ...
Journal Publication ResearchOnline@JCU
Towards the applicability of solar nowcasting: A practice on predictive PV power ramp-rate control
2022
Chen, Xiaoyang; Du, Yang; Lim, Enggee; Fang, Lurui; Yan, Ke (2022) 'Towards the applicability of sol. Renewable Energy, 195 :147-166. [DOI] ...
Journal Publication ResearchOnline@JCU
Frequency regulation in adaptive virtual inertia and power reserve control with high PV penetration by probabilistic forecasting
2022
Chang, Jiaming; Du, Yang; Chen, Xiaoyang; Lim, Enggee; Wen, Huiqing; Li, Xingshuo; Jiang, Lin (2022)...
Journal Publication ResearchOnline@JCU
Air quality forecasting with hybrid LSTM and extended stationary wavelet transform
2022
Zeng, Yongkang; Chen, Jingjing; Jin, Ning; Jin, Xiaoping; Du, Yang (2022) 'Air quality forecasting w. Building and Environmen, 213 . [DOI] ...
Journal Publication ResearchOnline@JCU
A novel adaptive penalty mechanism for Peer-to-Peer energy trading
2022
Zhang, Bidan; Du, Yang; Chen, Xiaoyang; Lim, Eng Gee; Jiang, Lin; Yan, Ke (2022) 'A novel adaptive p. Applied Energy, 327 . [DOI] ...
Journal Publication ResearchOnline@JCU
Potential Benefits for Residential Building with Photovoltaic Battery System Participation in Peer-to-Peer Energy Trading
2022
Zhang, Bidan; Du, Yang; Chen, Xiaoyang; Lim, Eng Gee; Jiang, Lin; Yan, Ke (2022) 'Potential Benefits. Energies, 15 (11). [DOI ...
Journal Publication ResearchOnline@JCU
Reference-Voltage-Line-Aided Power Incremental Algorithm for Photovoltaic GMPPT and Partial Shading Detection
2022
Li, Xingshuo; Zhu, Yinxiao; Wen, Huiqing; Du, Yang; Xiao, Weidong (2022) 'Reference-Voltage-Line-Aid. IEEE Transactions on Sus, 13 (3):1756-1770. [DO ...
Journal Publication ResearchOnline@JCU
A solar forecasting framework based on federated learning and distributed computing
2022
Wen, Haoran; Du, Yang; Lim, Eng Gee; Wen, Huiqing; Yan, Ke; Li, Xingshuo; Jiang, Lin (2022) 'A solar. Build, 225...
Journal Publication ResearchOnline@JCU
Deep learning-based multi-step solar forecasting for PV ramp-rate control using sky images
2021
Wen, Haoran; Du, Yang; Chen, Xiaoyang; Lim, Enggee; Wen, Huiqing; Jiang, Lin; Xiang, Wei (2021) 'Dee. I,...
Journal Publication ResearchOnline@JCU
Deep learning enhanced solar energy forecasting with AI-driven IoT
2021
Zhou, Hangxia; Liu, Qian; Yan, Ke; Du, Yang (2021) 'Deep learning enhanced solar energy forecasting . Wireless Communications and Mobile Computing, 2021 . [DOI] ...
Journal Publication ResearchOnline@JCU
self-tuning MPPT scheme based on reinforcement learning and Beta parameter in photovoltaic power systems
2021
Lin, Dingyi; Li, Xingshuo; Ding, Shuye; Wen, Huiqing; Du, Yang; Xiao, Weidong (2021) 'self-tuning MP. IEEE Transac, 36 (12):13...
Journal Publication ResearchOnline@JCU
A comparative study on photovoltaic MPPT algorithms under EN50530 dynamic test procedure
2021
Li, Xingshuo; Wen, Huiqing; Hu, Yihua; Du, Yang; Yang, Yong (2021) 'A comparative study on photovolt. IEEE Transactions on Power Ele, 36 (4):4153-4168. [DOI] ...
Journal Publication ResearchOnline@JCU
Coordinated Frequency Regulation Using Solar Forecasting Based Virtual Inertia Control for Islanded Microgrids
2021
Chang, Jiaming; Du, Yang; Lim, Eng Gee; Wen, Huiqing; Li, Xingshuo; Lin, Jiang (2021) 'Coordinated F. IEEE Transa, 12 (4):23...
Journal Publication ResearchOnline@JCU
Strategy comparison of power ramp rate control for photovoltaic systems
2020
Lin, Dingyi; Li, Xingshuo; Ding, Shuye; Du, Yang (2020) 'Strategy comparison of power ramp rate cont. CPSS Transactions on Power Electronics an, 5 (4):329-341. [DOI] ...
Journal Publication ResearchOnline@JCU
Power ramp-rates of utility-scale PV systems under passing clouds: module-level emulation with cloud shadow modeling
2020
Chen, Xiaoyang; Du, Yang; Lim, Enggee; Wen, Huiqing; Yan, Ke; Kirtley, James (2020) 'Power ramp-rate. Applied Energ, 268 . [DOI ...
Journal Publication ResearchOnline@JCU
Transient dc bias elimination of dual-active-bridge dc-dc converter with improved triple-phase-shift control
2020
Bu, Qinglei; Wen, Huiqing; Wen, Jiacheng; Hu, Yihua; Du, Yang (2020) 'Transient dc bias elimination . IEEE Transactions on Industr, 67 (10):8587-8598. [DOI] ...
Journal Publication ResearchOnline@JCU
Short-term photovoltaic power forecasting based on long short term memory neural network and attention mechanism
2019
Zhou, Hangxia; Zhang, Yujin; Yang, Lingfan; Liu, Congqiang; Yan, Ke; Du, Yang (2019) 'Short-term pho. IEEE Access, 7 :78063-7...
Journal Publication ResearchOnline@JCU
A novel global maximum power point tracking algorithm for photovoltaic system with variable perturbation frequency and zero oscillation
2019
Veerapen, Sonia; Wen, Huiqing; Li, Xingshuo; Du, Yang; Yang, Yong; Wang, Yiwan; Xiao, Weidong (2019)...
Journal Publication ResearchOnline@JCU
Forecasting-based power ramp-rate control strategies for utility-scale PV systems
2019
Chen, Xiaoyang; Yang, Du; Wen, Huiqing; Jiang, Lin; Weidong, Xiao (2019) 'Forecasting-based power ra. IEEE Transactions on Ind, 66 (3):1862-1871. [DO ...
Journal Publication ResearchOnline@JCU
MPPT perturbation optimization of photovoltaic power systems based on solar irradiance data classification
2019
Yan, Ke; Du, Yang; Ren, Zixiao (2019) 'MPPT perturbation optimization of photovoltaic power systems . IEEE Transactions on Sustainable Energy, 10 (2):514-521. [DOI] ...
Journal Publication ResearchOnline@JCU
Sensor network based PV power nowcasting with spatio-temporal preselection for grid-friendly control
2019
Chen, Xiaoyang; Du, Yang; Lim, Enggee; Wen, Huiqing; Jiang, Lin (2019) 'Sensor network based PV powe. Applied Energy, 255 . [DOI] ...
Journal Publication ResearchOnline@JCU
A hybrid LSTM neural network for energy consumption forecasting of individual households
2019
Yan, Ke; Li, Wei; Ji, Zhiwei; Qi, Meng; Du, Yang (2019) 'A hybrid LSTM neural network for energy con. IEEE Access, 7 :157633-157642. [DOI] ...
Journal Publication ResearchOnline@JCU
Multi-step short-term power consumption forecasting with a hybrid deep learning strategy
2018
Yan, Ke; Wang, Xudong; Du, Yang; Jin, Ning; Huang, Haichao; Zhou, Hangxia (2018) 'Multi-step short-t. Energies, 11 . [DOI] ...
Journal Publication ResearchOnline@JCU
Designing localized MPPT for PV systems using fuzzy-weighted extreme learning machine
2018
Du, Yang; Yan, Ke; Ren, Zixiao; Xiao, Weidong (2018) 'Designing localized MPPT for PV systems using . Energies, 11 (10). [DOI] ...
Journal Publication ResearchOnline@JCU
Comparing Spatio-Temporal Models for Aggregate PV Power Nowcasting
2022
Ruan, Guoping; Chen, Xiaoyang; Du, Yang; Lim, Eng Gee; Fang, Lurui; Yan, Ke (2022) Proceedings of th...
Conference Publication ResearchOnline@JCU
A Low-cost and Stand-alone Ground Based Sensing Station for Efficient Solar Forecasting in PV Power Systems
2021
Lei, Qiyang; Liu, Xiaozhou; Xiao, Weidong; Du, Yang (2021) IECON Proceedings (Industrial Electronics...
Conference Publication ResearchOnline@JCU