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Neural Network Based on Immune Algorithm for Restoration in the Power Distribution System
ID：204 View Protection：PUBLIC Updated Time：2020-10-15 20:13:34 Hits：772 Poster Presentation

Start Time：2020-11-04 15:00（Asia/Shanghai）

Duration：5min

Session：G Poster session » G1Poster Session 1 and Poster Session 6

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Abstract
    Abstract  – The power distribution system plays an important role in transmitting power to users. When the power distribution system is pressed by the typhoon, how to choose a good restoration and optimal orders appears to be particularly important to dispatchers. This paper proposes a new restoration strategy and optimal method for components’ repair orders, - that is, artificial neural network (ANN) based on the immune evolutionary algorithm. The proposed restoration strategy involves in load level, line power flow, and degree of reliability. The immune evolutionary algorithm is implemented by calculating and searching for the optimal solution of affinity between the antigen and antibody, where the mean square error between actual and designed output values of the neural network is regarded as the antigen, the weight and bias of the neural network is served as the antibody. Furthermore, the neural network is trained with those optimal weights and biases to predict components’ repair orders. Compared with classical back-propagation and genetic algorithm, the proposed method has shown better performance for components’ repair orders.
Keywords
immune algorithm, neural network, power distribution system, typhoon, components’ repair orders
Speaker
Qiang Ji
School of Electrical and Electronic Engineering, HUST

Submission Author
Qiang Ji School of Electrical and Electronic Engineering, HUST
Yuting Li School of Electrical and Electronic Engineering, HUST
Chang Ye School of Electrical and Electronic Engineering, HUST
Shaorong Wang School of Electrical and Electronic Engineering, HUST
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Important Date

  • Conference Date

    Nov 02

    2020

    to

    Nov 04

    2020

  • Oct 27 2020

    Draft paper submission deadline

  • Nov 03 2020

    Contribution Submission Deadline

  • Nov 04 2020

    Registration deadline

  • Nov 17 2020

    Final Paper Deadline

Sponsored By
IEEE IAS Student Chapter of Huazhong University of Science and Technology (HUST)
Organized By
Huazhong University of Science and Technology
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