energy monitoring;
Non-Intrusive Load Monitoring;
disaggregation;
D O I:
10.3390/s20041048
中图分类号:
O65 [分析化学];
学科分类号:
070302 ;
081704 ;
摘要:
Non-intrusive Load Monitoring (NILM) systems aim at identifying and monitoring the power consumption of individual appliances using the aggregate electricity consumption. Many issues hinder their development. For example, due to the complexity of data acquisition and labeling, datasets are scarce; labeled datasets are essential for developing disaggregation and load prediction algorithms. In this paper, we introduce a new NILM system, called Integrated Monitoring and Processing Electricity Consumption (IMPEC). The main characteristics of the proposed system are flexibility, compactness, modularity, and advanced on-board processing capabilities. Both hardware and software parts of the system are described, along with several validation tests performed at residential and industrial settings.
机构:
South China Univ Technol, State Key Lab Luminescent Mat & Devices, Guangdong Prov Key Lab Luminescence Mol Aggregate, Guangzhou 510640, Peoples R ChinaSouth China Univ Technol, State Key Lab Luminescent Mat & Devices, Guangdong Prov Key Lab Luminescence Mol Aggregate, Guangzhou 510640, Peoples R China
Zeng, Jiajie
Guo, Jingjing
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, State Key Lab Luminescent Mat & Devices, Guangdong Prov Key Lab Luminescence Mol Aggregate, Guangzhou 510640, Peoples R ChinaSouth China Univ Technol, State Key Lab Luminescent Mat & Devices, Guangdong Prov Key Lab Luminescence Mol Aggregate, Guangzhou 510640, Peoples R China
Guo, Jingjing
Liu, Hao
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, State Key Lab Luminescent Mat & Devices, Guangdong Prov Key Lab Luminescence Mol Aggregate, Guangzhou 510640, Peoples R ChinaSouth China Univ Technol, State Key Lab Luminescent Mat & Devices, Guangdong Prov Key Lab Luminescence Mol Aggregate, Guangzhou 510640, Peoples R China
Liu, Hao
Zhao, Zujin
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, State Key Lab Luminescent Mat & Devices, Guangdong Prov Key Lab Luminescence Mol Aggregate, Guangzhou 510640, Peoples R ChinaSouth China Univ Technol, State Key Lab Luminescent Mat & Devices, Guangdong Prov Key Lab Luminescence Mol Aggregate, Guangzhou 510640, Peoples R China
Zhao, Zujin
Tang, Ben Zhong
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, State Key Lab Luminescent Mat & Devices, Guangdong Prov Key Lab Luminescence Mol Aggregate, Guangzhou 510640, Peoples R China
Hong Kong Univ Sci & Technol, Dept Chem, Kowloon, Clear Water Bay, Hong Kong, Peoples R ChinaSouth China Univ Technol, State Key Lab Luminescent Mat & Devices, Guangdong Prov Key Lab Luminescence Mol Aggregate, Guangzhou 510640, Peoples R China
机构:
South China Univ Technol, State Key Lab Luminescent Mat & Devices, Guangdong Prov Key Lab Luminescence Mol Aggregate, Guangzhou 510640, Peoples R ChinaSouth China Univ Technol, State Key Lab Luminescent Mat & Devices, Guangdong Prov Key Lab Luminescence Mol Aggregate, Guangzhou 510640, Peoples R China
Zeng, Jiajie
Guo, Jingjing
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, State Key Lab Luminescent Mat & Devices, Guangdong Prov Key Lab Luminescence Mol Aggregate, Guangzhou 510640, Peoples R ChinaSouth China Univ Technol, State Key Lab Luminescent Mat & Devices, Guangdong Prov Key Lab Luminescence Mol Aggregate, Guangzhou 510640, Peoples R China
Guo, Jingjing
Liu, Hao
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, State Key Lab Luminescent Mat & Devices, Guangdong Prov Key Lab Luminescence Mol Aggregate, Guangzhou 510640, Peoples R ChinaSouth China Univ Technol, State Key Lab Luminescent Mat & Devices, Guangdong Prov Key Lab Luminescence Mol Aggregate, Guangzhou 510640, Peoples R China
Liu, Hao
Zhao, Zujin
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, State Key Lab Luminescent Mat & Devices, Guangdong Prov Key Lab Luminescence Mol Aggregate, Guangzhou 510640, Peoples R ChinaSouth China Univ Technol, State Key Lab Luminescent Mat & Devices, Guangdong Prov Key Lab Luminescence Mol Aggregate, Guangzhou 510640, Peoples R China
Zhao, Zujin
Tang, Ben Zhong
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, State Key Lab Luminescent Mat & Devices, Guangdong Prov Key Lab Luminescence Mol Aggregate, Guangzhou 510640, Peoples R China
Hong Kong Univ Sci & Technol, Dept Chem, Kowloon, Clear Water Bay, Hong Kong, Peoples R ChinaSouth China Univ Technol, State Key Lab Luminescent Mat & Devices, Guangdong Prov Key Lab Luminescence Mol Aggregate, Guangzhou 510640, Peoples R China