A New Mutated Quantum-Behaved Particle Swarm Optimizer for Digital IIR Filter Design
A New Mutated Quantum-Behaved Particle Swarm Optimizer for Digital IIR Filter Design
复制标题
用于数字 IIR 滤波器设计的新型突变量子行为粒子群优化器
DOI：
10.1155/2009/367465
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发表时间：
2010-01
影响因子：
1.9
通讯作者：
Fang, Wei
中科院分区：
文献类型：
--
作者：
Sun, Jun;Xu, Wenbo;Fang, Wei
自适应无限脉冲响应（IIR）过滤器已在各种实际应用中表现出其价值。由于在大多数情况下，IIR过滤器的误差表面是多模式的，因此避免局部最小值需要全局优化技术。
Adaptive infinite impulse response (IIR) filters have shown their worth in a wide range of practical applications. Because the error surface of IIR filters is multimodal in most cases, global optimization techniques are required for avoiding local minima. In this paper, we employ a global optimization algorithm, Quantum-behaved particle swarm optimization (QPSO) that was proposed by us previously, and its mutated version in the design of digital IIR filter. The mechanism in QPSO is based on the quantum behaviour of particles in a potential well and particle swarm optimization (PSO) algorithm. QPSO is characterized by fast convergence, good search ability, and easy implementation. The mutated QPSO (MuQPSO) is proposed in this paper by using a random vector in QPSO to increase the randomness and to enhance the global search ability. Experimental results on three examples show that QPSO and MuQPSO are superior to genetic algorithm (GA), differential evolution (DE) algorithm, and PSO algorithm in quality, convergence speed, and robustness.
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DOI：
10.1145/2598394.2605342
发表时间：
2014-07
期刊：
Proceedings of the Companion Publication of the 2014 Annual Conference on Genetic and Evolutionary Computation
影响因子：
--
作者：
A. Engelbrecht
通讯作者：
A. Engelbrecht
DOI：
10.1016/b978-0-12-409547-2.14581-0
发表时间：
2020
期刊：
Comprehensive Chemometrics
影响因子：
--
作者：
Federico Marini;Beata Walczak
通讯作者：
Federico Marini;Beata Walczak
DOI：
10.1201/9781003206477-5
发表时间：
2021-08
期刊：
Evolutionary Optimization Algorithms
影响因子：
--
作者：
A. Badar
通讯作者：
A. Badar
DOI：
10.1201/9780429422614-20
发表时间：
2018-10
期刊：
Swarm Intelligence Algorithms
影响因子：
--
作者：
Adam Slowik
通讯作者：
Adam Slowik
影响因子：
7.8
作者：
Coelho, Leandro dos Santos
通讯作者：
Coelho, Leandro dos Santos