The brain storm optimization algorithm is a
heuristic algorithm
A heuristic or heuristic technique (''problem solving'', '' mental shortcut'', ''rule of thumb'') is any approach to problem solving that employs a pragmatic method that is not fully optimized, perfected, or rationalized, but is nevertheless ...
that focuses on solving multi-modal problems, such as
radio antennas design worked on by
Yahya Rahmat-Samii
Yahya Rahmat-Samii[Yahya Rahmat-Samii was elected in 2008](_blank)
as a member ...
, inspired by the
brainstorming
Brainstorming is a creativity technique in which a group of people interact to divergent thinking, suggest ideas spontaneously in response to a prompt. Stress is typically placed on the volume and variety of ideas, including ideas that may seem o ...
process, proposed by Dr.
Yuhui Shi
Yuhui Shi is a pioneer in particle swarm optimization algorithms and the developer of brain storm optimization algorithms. He was an electrical engineer from Xi'an Jiaotong-Liverpool University in Suzhou, China, where he was named a Fellow of the ...
.
More than 200 papers related to BSO algorithms have appeared in various journals and conferences. There have also been special issues and special sessions on Brain Storm Optimization algorithm in journals and various conferences, such as Memetic Computing Journal.
There are a number of variants of the algorithms as well, such as Hypo Variance Brain Storm Optimization, where the object function evaluation is based on the hypo or sub variance rather than Gaussian variance, and Global-best Brain Storm Optimization, where the global-best incorporates a re-initialization scheme that is triggered by the current state of the population, combined with per-variable updates and fitness-based grouping.
Carleton University
Carleton University is an English-language public university, public research university in Ottawa, Ontario, Canada. Founded in 1942 as Carleton College, the institution originally operated as a private, non-denominational evening college to se ...
researchers proposed another variant by using a periodic
quantum
In physics, a quantum (: quanta) is the minimum amount of any physical entity (physical property) involved in an interaction. The fundamental notion that a property can be "quantized" is referred to as "the hypothesis of quantization". This me ...
learning strategy to provides new momentum, enabling individuals to escape local optima (
local optimum
In mathematical analysis, the maximum and minimum of a function are, respectively, the greatest and least value taken by the function. Known generically as extremum, they may be defined either within a given range (the ''local'' or ''relative' ...
).
A number of comparison studies are conducted between
PSO and BSO. Recently published book contains much more up to date references. It was used to design 5G network as well.
References
Heuristic algorithms
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