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MACLSTM: A Weather Attributes Enabled Recurrent Approach to Appliance-Level Energy Consumption Forecasting
《Computers, Materials & Continua》2025年第2期2969-2984,共16页Ruoxin Li Shaoxiong Wu Fengping Deng Zhongli Tian Hua Cai Xiang Li Xu Xu Qi Liu 
funded by NARI Group’s Independent Project of China(Grant No.524609230125);the Foundation of NARI-TECH Nanjing Control System Ltd.of China(Grant No.0914202403120020).
Studies to enhance the management of electrical energy have gained considerable momentum in recent years. The question of how much energy will be needed in households is a pressing issue as it allows the management pl...
关键词：Electrical load forecasting cloud computing smart grid weather attributes energy consumption time-series analysis 
家电科技征稿启事
《家电科技》2025年第1期125-125,共1页
期刊简介《家电科技》(Journal of Appliance Science&Technology)创刊于1981年,是我国最早为家电行业服务的科技专业期刊,创刊名《家用电器科技》,2003年更名为《家电科技》。由中国轻工业联合会主管、中国家用电器研究院主办。
关键词：家电科技 Journal of Appliance ScienceTechnology 
VA-Creator-A Virtual Appliance Creator based on adaptive Neural Networks to generate synthetic power consumption patterns
《Energy and AI》2024年第4期160-200,共41页Michael Meiser Benjamin Duppe Ingo Zinnikus Alexander Anisimov 
funded by the German Federal Ministry for Economic Affairs and Climate Action(BMWK)as part of the ForeSightNEXT project;by the German Federal Ministry of Education and Research(BMBF)as part of the ENGAGE project.
With the advent of the Smart Home domain and the increasingly widespread application of Machine Learning(ML),obtaining power consumption data is becoming more and more important.Collecting real-world energy data using...
关键词：Smart Home Synthetic Sensor Data Energy data Virtual Appliance Machine Learning Neural Networks Multilayer Perceptron Generative Adversarial Network Dynamic Time Warping Transfer Learning Non-Intrusive Load Monitoring NILMTK 
Novel Fractal-Based Features for Low-Power Appliances in Non-Intrusive Load Monitoring
《Computers, Materials & Continua》2024年第7期507-526,共20页Anam Mughees Muhammad Kamran 
Non-intrusive load monitoring is a method that disaggregates the overall energy consumption of a building to estimate the electric power usage and operating status of each appliance individually.Prior studies have mos...
关键词：Nonintrusive load monitoring multi-fractal analysis appliance classification switching transients 
HVAC energy cost minimization in smart grids: A cloud-based demand side management approach with game theory optimization and deep learning被引量：1
《Energy and AI》2024年第2期331-345,共15页Rahman Heidarykiany Cristinel Ababei 
supported by the National Science Foundation(NSF)grant ECCF 1936494.
In this paper, we present a novel cloud-based demand side management (DSM) optimization approach for the cost reduction of energy usage in heating, ventilation and air conditioning (HVAC) systems in residential homes ...
关键词：Day ahead demand side management(DSM) Appliance energy usage prediction Residential energy usage scheduling flexibility Market incentives Non-cooperative game theory(GT) Dynamic price(DP) Energy cost minimization Electricity cost minimization Peak-to-average ratio(PAR)minimization Machine learning(ML) Long short-term memory(LSTM) Smart Home Energy Management(SHEM) Load shifting Internet of Things(ioT)applications Smart grid Heating Ventilation and air conditioning(HVAC) 
基于EPICS的机房动力环境监控系统的设计与实现被引量：1
《自动化与仪器仪表》2024年第4期92-96,共5页姜凯 庄玉昆 郁尹欢 黄丽 杨峥翰 王鹤翔 韩利峰 
在云计算、大数据和人工智能等前沿技术的推动下,数据中心机房正面临着规模扩张与功能升级的双重挑战,以满足不断攀升的数据存储需求和日益复杂的业务处理需求。确保机房内部系统和设备的持续稳定运行,已成为亟待解决的关键问题,对于提...
关键词：EPICS 机房监控 SNMP CSS BEAST Archiver Appliance 
Investigation on occupant presence and appliance operation schedules for university campus in south China sub-tropical area
《Building Simulation》2024年第2期301-318,共18页Siwei Lou Zhongyuan Lin Yukai Zou Dawei Xia Yu Huang Zhuohong Li Zhaowen Gu 
The paper is supported by the research programme“A research on the energy consumption features of the residential buildings in the Great Bay area of Guangdong”with program ID 202201010212 under the Science and Technology Programme of Guangzhou.
Building occupant presence during varying periods is crucial to the performance studies of buildings and city regions.However,the understanding of the building occupancies on the university campus remains limited.To a...
关键词：building occupant behavior university campus occupancy schedule appliance operation schedule 
Hybrid treatment of varied orthodontic appliances for a patient with skeletal class II and temporomandibular joint disorders:A case report and review of literature被引量：1
《World Journal of Clinical Cases》2024年第2期431-442,共12页Tong Lu Li Mei Bao-Chao Li Zi-Wei Huang Huang Li 
Natural Science Foundation of Jiangsu Province, No. SBK2021021787;the Major Project of the Health Commission ofJiangsu Province, No. ZD2022025;and the Key Project of the Nanjing Health Commission, No. ZKX20048.
BACKGROUND The relation between orthodontic treatment and temporomandibular disorders(TMDs)is under debate;the management of TMD during orthodontic treatment has always been a challenge.If TMD symptoms occur during or...
关键词：Temporomandibular disorder Skeletal class II Deep overbite Dual bite Invisible mandibular advancement appliance Case report 
Optimal integration of solar home systems and appliance scheduling for residential homes under severe national load shedding
《Journal of Automation and Intelligence》2023年第4期227-238,共12页Sakhile Twala Xianming Ye Xiaohua Xia Lijun Zhang 
supported by National Key R&D Program of China(Grant No.2021YFE0199000);National Natural Science Foundation of China(Grant No.62133015);National Research Foundation China/South Africa Research Cooperation Programme with Grant No.148762;Royal Academy of Engineering Transforming Systems through Partnership grant scheme with reference No.TSP2021\100016.
In developing countries like South Africa,users experienced more than 1030 hours of load shedding outages in just the first half of 2023 due to inadequate power supply from the national grid.Residential homes that can...
关键词：Load shedding Inconvenience Optimal scheduling and sizing strategies K-Nearest Neighbour(KNN) Multi-objective mixed integer nonlinear optimisation 
Market-based coordination of price-responsive demand using Dantzig-Wolfe decomposition method
《Energy and AI》2023年第4期329-340,共12页Foad Najafi Matthias Fripp 
The increasing penetration of Distributed Generation(DG)and Demand Responsive(DR)loads in power systems has necessitated the development of novel approaches to address the coordination problem of Price Responsive Devi...
关键词：Demand-side management(DSM) Distributed optimization Dantzig-Wolfe algorithm Price responsive devices(PRD) Appliance coordination 
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