no code implementations • 30 Aug 2023 • Zelong Lu, Jianxue Wang, Mohammad Shahidehpour, Linquan Bai, Zuyi Li, Lei Yan, Xianlong Chen
This paper focuses on how a distribution system operator (DSO), taking over the distribution grid and market operations, would develop a risk-aware flexibility market to mitigate uncertainties in an unbalanced three-phase power distribution network.
1 code implementation • 5 Jul 2023 • Qiulei Wang, Lei Yan, Gang Hu, Wenli Chen, Jean Rabault, Bernd R. Noack
The resulting dynamic feature-based DRL (DF-DRL) automatically learns a feedback control in the plant without a dynamic model.
no code implementations • 13 Oct 2022 • Christopher E. Mower, Theodoros Stouraitis, João Moura, Christian Rauch, Lei Yan, Nazanin Zamani Behabadi, Michael Gienger, Tom Vercauteren, Christos Bergeles, Sethu Vijayakumar
However, there is a lack of software connecting reliable contact simulation with the larger robotics ecosystem (i. e. ROS, Orocos), for a more seamless application of novel approaches, found in the literature, to existing robotic hardware.
no code implementations • 27 Sep 2022 • Xue Sun, Changhao Li, Lei Yan, Suzhi Cao
Therefore, this paper proposes a centralized approach to automatically manage cognitive DTN nodes in low earth orbit (LEO) satellite constellation scenarios based on the advanced reinforcement learning (RL) strategy advantage actor-critic (A2C).
no code implementations • 31 Aug 2022 • Ruochen Xiao, Yingying Feng, Lei Yan, Yihan Ma
For LSTM model, the data from 01 January 2010 to 31 December 2015 are selected as the training set, the data from 01 January 2016 to 31 December 2017 as the validation set and the data from 01 January 2018 to 31 December 2018 as the test set.
no code implementations • 28 May 2022 • Lei Yan, Zhijin Qin, Rui Zhang, Yongzhao Li, Geoffrey Ye Li
Specifically, an approximate measure of semantic entropy is first developed to quantify the semantic information for different tasks, based on which a novel quality-of-experience (QoE) model is proposed.
1 code implementation • 16 Jan 2022 • Lei Yan, Zhijin Qin, Rui Zhang, Yongzhao Li, Geoffrey Ye Li
Semantic communications have shown its great potential to improve the transmission reliability, especially in the low signal-to-noise regime.
no code implementations • 27 Jul 2021 • Lei Yan, Wei Tian, Jiayu Han, Zuyi Li
Existing methods of non-intrusive load monitoring (NILM) in literatures generally suffer from high computational complexity and/or low accuracy in identifying working household appliances.
Non-Intrusive Load Monitoring Vocal Bursts Valence Prediction
no code implementations • 23 Jul 2021 • Lei Yan, Wei Tian, Jiayu Han, Zuyi Li
Event detection is the first step in event-based non-intrusive load monitoring (NILM) and it can provide useful transient information to identify appliances.
no code implementations • ECCV 2020 • Yunhao Ba, Alex Ross Gilbert, Franklin Wang, Jinfa Yang, Rui Chen, Yiqin Wang, Lei Yan, Boxin Shi, Achuta Kadambi
This paper makes a first attempt to bring the Shape from Polarization (SfP) problem to the realm of deep learning.