Fault location method of acoustic electric joint partial discharge detection based on BP (Back Propagation) network in GIS (Gas Insulated Switchgear)
A technology of joint detection and BP network, which is applied in the field of electronic technology and control, can solve the problems of on-site noise interference by ultrasonic method, large on-site noise interference by ultrasonic method, and indistinct discharge detection of pollutants attached to class B insulators.
- Summary
- Abstract
- Description
- Claims
- Application Information
AI Technical Summary
Problems solved by technology
Method used
Image
Examples
Embodiment 1
[0043] The present invention adopts a combined detection structure of 1 ultra-high frequency sensor and 6 ultrasonic sensors, and 20 TDOA positioning subsystems, that is, 20 positioning targets can be obtained from the permutation and combination knowledge. The momentum-adaptive learning rate adjustment algorithm of BP neural network is used to fuse and analyze the data, and the steps are as follows:
[0044] 1) Select a neural network model that meets the system requirements, such as image 3 shown.
[0045] Network topology: 12×20×3;
[0046] Input layer: Contains 12 nodes, corresponding to three ultrasonic sensor position coordinates for each sample (x i ,y i ,z i ), and the time difference τ between the three ultrasonic sensors and the UHF sensor receiving the PD signal i .
[0047] Hidden layer: 20 nodes, neuron function selection bipolar sigmoid function:
[0048] y = f ( a ) = - ...
PUM
Abstract
Description
Claims
Application Information
- R&D Engineer
- R&D Manager
- IP Professional
- Industry Leading Data Capabilities
- Powerful AI technology
- Patent DNA Extraction
Browse by: Latest US Patents, China's latest patents, Technical Efficacy Thesaurus, Application Domain, Technology Topic, Popular Technical Reports.
© 2024 PatSnap. All rights reserved.Legal|Privacy policy|Modern Slavery Act Transparency Statement|Sitemap|About US| Contact US: help@patsnap.com