| 【學術講座】 | 群體智能及其發展式頭腦風暴優化算法 |
| 【講座人】 | 史玉回教授 Dr. Yuhui Shi |
| 【時間】 | 2017年12月26日星期二下午15:00 |
| 【地點】 | 中國無線谷A1号樓1208 |
| 【摘要】 | Abstract: Swarm intelligence (SI) algorithms, a collection of population-based optimization algorithms, have been being designed and researched to solve problems which are very difficult, if not impossible, for traditional optimization approaches such as hill-climbing approaches to solve. Most existing SI algorithms are nature-inspired and/or bio-inspired, especially are inspired by objects with low level intelligence. Inspired by the brainstorming process, the brain storm optimization (BSO) algorithm, which is a new population-based swarm intelligence algorithm, was developed. In this talk, the brainstorming process will be introduced first, followed by the development of the brain storm optimization algorithm; then new advances on BSO will be presented; finally, the BSOs will be looked at from the developmental learning perspective. 題目：發展式頭腦風暴優化算法 摘要：在國務院頒發的《新一代人工智能發展規劃》中，群體智能是其中的核心内容之一。人工智能的核心是優化與學習。群體智能側重于優化，它主要被用來解決那些傳統優化方法所不能解決的優化問題。群體智能由許多基于個體群的優化算法組成。這些基于個體群的優化算法一般是受自然或者生物體的群體所湧現出的超出任何單一個體所能呈現的複雜、智能行為的啟發而設計的。這些生物個體一般都是低智能生物體，而它們的群體通過一種内在的局部交互作用，起到一定的個體間的協作與競争，從而湧現出全局智能行為。人是自然界具有最高智能的生物體，因而基于人的群體智能行為直觀上應能設計出更加智能化的群體智能優化算法。頭腦風暴是我們常用來集體解決單一個人無法解決的複雜困難問題的一種集思廣議方法。它體現了人的群體智能行為。頭腦風暴優化算法就是受集思廣議方法之一的頭腦風暴方法啟發而設計出的一個新的群體智能優化算法。在本講座中，我們将從頭腦風暴方法出發逐步引道出頭腦風暴優化算法，最後再從發展式學習的角度來進一步認識頭腦風暴優化算法。 Bio: Dr. Yuhui Shi is a Chair Professor in the Department of Computer Science and Engineering, Southern University of Science and Technology (SUSTech), Shenzhen, China. Before joining SUSTech, he was with the Department of Electrical and Electronic Engineering at the Xi’an Jiaotong-Liverpool University (XJTLU), Suzhou, China, from January 2008 to August 2017, and was with the Electronic Data Systems Corporation (EDS), Indiana, USA, from October 1998 to December 2007. He is an IEEE Fellow, the Editor-in-Chief of the International Journal of Swarm Intelligence Research, and an Associate Editor of the IEEE Transactions on Evolutionary Computation. Dr. Shi co-authored a book on Swarm Intelligence together with Dr. James Kennedy and Dr. Russell C. Eberhart, and another book on Computational Intelligence: Concept to Implementation together with Dr. Russell C. Eberhart. |
