Personal profile
Author IDs
ORCID iD: 0000-0002-1741-0554
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 7 Affordable and Clean Energy -
SDG 9 Industry, Innovation, and Infrastructure
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Collaborations from the last five years
Research output
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A temporal convolutional recurrent autoencoder based framework for compressing time series data
Zheng, Z. & Zhang, Z., Nov 2023, In: Applied Soft Computing. 147, 110797.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
16 Link opens in a new tab Citations (Scopus) -
Conditional Variational Autoencoder Informed Probabilistic Wind Power Curve Modeling
Zheng, Z., Yang, L. & Zhang, Z., Oct 2023, In: IEEE Transactions on Sustainable Energy. 14, 4, p. 2445-2460Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
28 Link opens in a new tab Citations (Scopus) -
A Continual Learning-based Framework for Developing A Single Wind Turbine Cybertwin Adaptively Serving Multiple Modeling Tasks
Yang, L., Wang, L., Zheng, Z. & Zhang, Z., Jul 2022, In: IEEE Transactions on Industrial Informatics. 18, 7, p. 4912-4921 10 p.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
24 Link opens in a new tab Citations (Scopus) -
An Improved Mixture Density Network via Wasserstein Distance Based Adversarial Learning for Probabilistic Wind Speed Predictions
Yang, L., Zheng, Z. & Zhang, Z., Apr 2022, In: IEEE Transactions on Sustainable Energy. 13, 2, p. 755-766 12 p.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
26 Link opens in a new tab Citations (Scopus) -
Denoising temporal convolutional recurrent autoencoders for time series classification
Zheng, Z., Zhang, Z., Wang, L. & Luo, X., Apr 2022, In: Information Sciences. 588, p. 159-173Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
43 Link opens in a new tab Citations (Scopus)
Prizes
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The third prize of Digital China Innovation Contest, DCIC 2019
LIU, X. (Recipient) & ZHENG, Z. (Recipient), 9 May 2019
Prize: RGC 64B - Prizes and awards
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Outstanding Academic Performance Award for Research Degree Students (non-local UGC-funded students)
ZHENG, Z. (Recipient), 16 Aug 2020
Prize: RGC 64B - Prizes and awards
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Thesis
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Deep Recurrent Neural Networks for Time Series Data Analytics
ZHENG, Z. (Author), ZHANG, Z. (Supervisor), 4 Nov 2021Student thesis: Doctoral Thesis