Interpretable Incremental Voltage–Current Representation Attention Convolution Neural Network for Nonintrusive Load Monitoring

L Yin, C Ma - IEEE Transactions on Industrial Informatics, 2023 - ieeexplore.ieee.org
In this article, we propose an interpretable incremental voltage–current representation
attention convolution neural network for the nonintrusive load monitoring (NILM) task. The …

Deep flexible transmitter networks for non-intrusive load monitoring of power distribution networks

C Ma, L Yin - IEEE Access, 2021 - ieeexplore.ieee.org
With the massive development of various new energy sources, the balance of supply and
demand in the power grid faces a considerable challenge. A reliable way is to perform demand…

Evaluation of spatial performance of metro-led urban underground public space: A case study in Shanghai

CX Ma, FL Peng, YK Qiao, H Li - Tunnelling and Underground Space …, 2022 - Elsevier
Under the guidance of Shanghai Underground Space Concept Plan (2005–2020) (SUSCP
2005-2020), urban underground public space (UUPS) has been built and put into operation …

Monetary evaluation method of comprehensive benefits of complex underground roads for motor vehicles orienting urban sustainable development

CX Ma, FL Peng - Sustainable Cities and Society, 2021 - Elsevier
Complex underground roads obtain both intrinsic sustainable characters and specific benefits
from urban underground space (UUS) utilization, which improves urban sustainability than …

The next frontier: data-driven urban underground space planning orienting multiple development concepts

FL Peng, YH Dong, WX Wang, CX Ma - Smart Construction and …, 2023 - Springer
In recent years, the comprehensive and extensive development of urban underground space
(UUS) has gained substantial popularity with the efficient guidance of UUS planning. This …

Some aspects on the planning of complex underground roads for motor vehicles in Chinese cities

CX Ma, FL Peng - Tunnelling and underground space technology, 2018 - Elsevier
With the rapid growth of the urban economy and underground space utilization, complex
underground roads for motor vehicles are becoming increasingly popular in China. Over the …

Unravelling the Formation Mechanism of Sustainable Underground Pedestrian Systems: Two Case Studies in Shanghai

C Peng, C Ma, Y Dong - Sustainability, 2023 - mdpi.com
The development of subterranean non-motorized traffic infrastructure, commonly referred to
as the underground pedestrian system (UPS), has become increasingly necessary in …

Expandable depth and width adaptive dynamic programming for economic smart generation control of smart grids

L Yin, S Luo, C Ma - Energy, 2021 - Elsevier
The uncertainty of renewable energy sources (RESs) puts pressure on the economic dispatch
of smart grids. However, many traditional multiple time-scales dispatching approaches …

Evaluation of spatial performance and supply-demand ratios of urban underground space based on POI data: A case study of Shanghai

CX Ma, FL Peng - Tunnelling and Underground Space Technology, 2023 - Elsevier
Master planning of urban underground space (UUS) is essential to guide orderly utilization
of UUS. POI (point of interest) data from online maps provide a new data source for UUS …

[HTML][HTML] Influential factors of spatial performance in metro-led urban underground public space: A case study in Shanghai

CX Ma, FL Peng, YK Qiao, H Li - Underground Space, 2023 - Elsevier
Spatial performance measures the space usage of each underground segment in metro-led
urban underground public space (UUPS). It usually varies in different UUPS segments and …