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Subject: Automation & Control Systems (provided by Thomson Reuters)
Title:
基于棋盘编码粒子群算法的卫星资源调度方法
Alternative Title: multi-satellite scheduling based on chessboard coding and improved particle swarm optimization algorithm
Author: 黄小龙 ; 邓勇 ; 胡晓惠 ; 袁茵
Keyword: 空间探测与跟踪 ; 冲突消解 ; 棋盘编码 ; 粒子群优化 ; 传感器管理
Source: 计算机工程与设计
Issued Date: 2013
Volume: 34, Issue:1, Pages:307-313
Indexed Type: CNKI ; WANFANG ; CSCD
Department: 中国科学院软件研究所 天基综合信息系统重点实验室;
Sponsorship: 国家863高技术研究发展计划基金项目(SS2012AA010106)
Abstract: 针对卫星多传感器多目标跟踪问题的特殊性,在分析了现有编码方式存在问题的基础上,考虑组合数学中的棋盘多项式概念,提出了一种直接满足多目标跟踪复杂约束处理的棋盘编码方法,方便求解全部的优化目标;在此基础上,将并行粒子群算法和遗传交叉操作相结合,提出了基于改进并行粒子群优化算法的传感器管理算法(improved parallel particle swarm optimization algorithm,IPPSO)。仿真实验表明,基于棋盘编码粒子群算法的传感器管理算法实时性好、搜索质量高,可以有效解决传感器资源分配的冲突消解。
English Abstract: Based on analyzing the disadvantages of old coding methods, a new chessboard coding method is given. Chessboard coding method satisfies the constraints and solves the collision in multi-satellite mission planning. Combining particle swarm optimization algorithm with genetic operation, a sensor management method based on improved parallel particle swarm optimization algorithm (IPPSO) is proposed. The simulation experiment analyzes real-time performance and validity of PPSO based on old coding method, PPSO based on chessboard coding method, and IPPSO based on chessboard coding method. Experimental results show that the IPPSO algorithm based on chessboard coding method is a efficient approach to solve the satellite resources scheduling problem.
Language: 中文
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Content Type: 期刊论文
URI: http://ir.iscas.ac.cn/handle/311060/15252
Appears in Collections:软件所图书馆_期刊论文

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Recommended Citation:
黄小龙,邓勇,胡晓惠,等. 基于棋盘编码粒子群算法的卫星资源调度方法[J]. 计算机工程与设计,2013-01-01,34(1):307-313.
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