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논문검색

Design of Fuzzy Neural Network Guidance Law Based on Takagi-Sugeno for UAV

원문정보

초록

영어

Guidance of unmanned aerial vehicle (UAV) in three-dimensional space was studied in this paper. We designed a three-dimensional fuzzy neural network guidance law with the fuzzy rules of Takagi-Sugeno that based on proportional guidance principle and put the characteristics of the fuzzy neural network control into use. We decomposed the 3-D tracking trajectory into two two-dimensional planes and guided respectively, and took the influence of target mobility for guidance trajectory into consider. The design of guidance law was using the principle of proportional guidance, based on the Takagi-Sugeno type fuzzy inference, we took horizontal line of approaching velocity of missile-to-target, vertical line of sight angle velocity and sight angle velocity as inputs of fuzzy neural network, and yaw and pitch acceleration commands of UAV are the outputs, then we simulated the seeker tracking process against the target doing uniform motion in a straight line, curve movement and uniform circular motion respectively for UAV. Verified by simulation in this paper, the effect of the design of guidance law is ideal, and the proposed law is superior to the others and has good effect in response to the maneuvering target, and guidance trajectory is smoother.

목차

Abstract
 1. Introduction
 2. 3-Dimensional Pursuit-Evasion Model
 3. The Design of Neural Network Guidance Law in 3-Dimensional Space
 4. Simulation Analysis
  4.1 Simulation Parameter Settings
  4.2 Simulation Result
 5. Summarizes
 Acknowledgements
 References

저자정보

  • Yibo Li School of Automation, Shenyang Aerospace University, Liao Ning, China AVIC Chengdu Aircraft Industrial (group) CO., LTD, Chengdu, China
  • Zitong Li School of Automation, Shenyang Aerospace University, Liao Ning, China AVIC Chengdu Aircraft Industrial (group) CO., LTD, Chengdu, China
  • Yi Wang School of Automation, Shenyang Aerospace University, Liao Ning, China AVIC Chengdu Aircraft Industrial (group) CO., LTD, Chengdu, China
  • Wei Chen School of Automation, Shenyang Aerospace University, Liao Ning, China AVIC Chengdu Aircraft Industrial (group) CO., LTD, Chengdu, China

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