DocumentCode :
2110210
Title :
Improvement of particle swarm optimization and its application in the earth-rock dam instability risk calculation
Author :
Rongyong Ma ; Leilei Yang ; Jiang Li
Author_Institution :
Coll. of Civil Eng. & Archit., Guangxi Univ., Nanning, China
fYear :
2012
fDate :
21-23 April 2012
Firstpage :
2642
Lastpage :
2646
Abstract :
In the light of the problem of premature convergence and local convergence in particle swarm optimization (PSO), a clustering coefficient (λ) and a boundary restriction equation are introduced in the model of PSO at first. And a PSO with cyclical migratory behavior (CMPSO) is proposed based on the optimization of particles´ work model. And then, the two parameters´ characteristics of CMPSO, N which represents migration cycle and K which represents total number of iterations, are tested on benchmark functions. Finally, CMPSO is used to calculate the slope instability risk of Chengbi River Reservoir Earth-Rock Dam. The result shows that CMPSO has a significant increase at speed and precision in calculation compared with PSO, and needs fewer particles. Compared to the result of Monte-carlo simulation, CMPSO also has higher accuracy than PSO in the calculation of slope instability risk.
Keywords :
Monte Carlo methods; dams; geotechnical engineering; iterative methods; mechanical stability; particle swarm optimisation; reservoirs; risk management; rocks; CMPSO; Monte-Carlo simulation; PSO; benchmark functions; boundary restriction equation; clustering coefficient; cyclical migratory behavior; earth-rock dam instability risk calculation; iterations; migration cycle; particle swarm optimization; particle work model optimization; river reservoir earth-rock dam; slope instability risk; Accuracy; Convergence; Mathematical model; Optimization; Particle swarm optimization; Reservoirs; Rivers; earth dam slope instability risk; improvement; optimization; particles swarm optimization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Consumer Electronics, Communications and Networks (CECNet), 2012 2nd International Conference on
Conference_Location :
Yichang
Print_ISBN :
978-1-4577-1414-6
Type :
conf
DOI :
10.1109/CECNet.2012.6201383
Filename :
6201383
Link To Document :
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