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Non-intrusive load event global optimization matching method and system

A matching method and global optimization technology, applied in the direction of measuring devices, instruments, measuring electronics, etc., can solve the problems of poor matching effect and efficiency of multi-state load event sequences, wrong matching, etc., to reduce the solution space, improve accuracy and Efficiency, the effect of improving efficiency

Inactive Publication Date: 2021-09-28
TIANJIN UNIV
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Problems solved by technology

Existing research mainly focuses on two-state load event sequence matching [6-7] , due to the principle of time proximity, the existing method has the limitation of local search, the matching effect and efficiency of the multi-state load event sequence are not good, and it is easy to mis-match in the multi-appliance aliasing scene [8-9]

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Embodiment Construction

[0060] The technical solutions in the embodiments of the present invention will be clearly and completely described below in conjunction with the accompanying drawings in the embodiments of the present invention. It should be understood that the preferred embodiments are only some of the embodiments of the present invention, not all of them. Based on the above-mentioned embodiments, other embodiments obtained by persons of ordinary skill in the art without making creative efforts all belong to the protection scope of the present invention.

[0061] The design idea of ​​the present invention is: in order to improve the efficiency and accuracy of the existing load event matching, the present invention combines the actual engineering conditions and proposes a non-intrusive global optimal matching method for load events, which divides the load operation into different levels and Balance windows of different complexity are processed step by step according to the principle of hierarc...

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Abstract

The invention discloses a non-intrusive load event global optimization matching method, which comprises the following steps of: firstly, dividing a load operation full time period into balance windows with different levels and different complexities in combination with actual engineering conditions, and progressively processing one by one according to the principle that the levels are from high to low and the complexities are from low to high, so that the load event matching efficiency is improved, and interference possibly brought by other load events which do not belong to the current balance area is eliminated; then, matching, result marking and feature extraction are performed on the load events in each balance window one by one, and for the load events to be matched in the windows, a candidate load event sequence set possibly corresponding to the load events to be matched in the windows is generated by using a depth-first search algorithm according to the power change characteristics of the complete working cycle of the electric appliance, then, selecting a load event sequence subset meeting optimal fitting of the total load power from the candidate load event sequence set, so that the accuracy and efficiency of load event matching are improved.

Description

technical field [0001] The invention belongs to the field of advanced measurement systems and relates to a load event matching method for non-invasive electric load monitoring. Background technique [0002] Non-intrusive load monitoring (Non-Intrusive Load Monitoring, NILM) is a cost-effective and detailed monitoring technology for load power consumption. [1] , it only needs to install a sensor at the power supply entrance of the power load, and can obtain the power consumption information of each (main) electrical appliance inside the user by analyzing the total data. At present, a mainstream NILM method is based on the load event detection method, which uses the load characteristics related to the electrical working state transition process as the load imprint [2] . According to whether the implementation process needs to manually set the labeling information of the load imprint samples, it can be subdivided into supervised and unsupervised two schemes. Compared with th...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G01R31/00
CPCG01R31/00
Inventor 刘博栾文鹏杨劲男余贻鑫刘子帅
Owner TIANJIN UNIV
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