Adaptive Rule-Base Influence Function Mechanism for Cultural Algorithm

  • سال انتشار: 1394
  • محل انتشار: مجله پیشرفت در مهندسی کامپیوتر و فناوری، دوره: 1، شماره: 2
  • کد COI اختصاصی: JR_JACET-1-2_005
  • زبان مقاله: انگلیسی
  • تعداد مشاهده: 426
دانلود فایل این مقاله

نویسندگان

Vahid Seydi Ghomsheh

Artificial Intelligence Department, Islamic Azad University, Science and Research Branch, Tehran, Iran.

Mohamad Teshnehlab

Faculty of Electrical Engineering,Control Department,K. N. Toosi University of Tech., Tehran, ۱۹۶۹۷, Iran.

Mehdi Aliyari Shoordeli

Faculty of the Department of Mechatronics,K. N. Toosi University of Tech., Tehran, ۱۹۶۹۷, Iran.

چکیده

This study proposes a modified version of cultural algorithms (CAs) which benefits from rule-based system for influence function. This rule-based system selects and applies the suitable knowledge source according to the distribution of the solutions. This is important to use appropriate influence function to apply to a specific individual, regarding to its role in the search process. This rule based system is optimized using Genetic Algorithm (GA). The proposed modified CA algorithm is compared with several other optimization algorithms including GA, particle swarm optimization (PSO), especially standard version of cultural algorithm. The obtained results demonstrate that the proposed modification enhances the performance of the CA in terms of global optimality.Optimization is an important issue in different scientific applications. Many researches dedicated to algorithms that can be used to find an optimal solution for different applications. Intelligence optimizations which are generally classified as, evolutionary computations techniques like Genetic Algorithm, evolutionary strategy, and evolutionary programming, and swarm intelligence algorithms like particle swarm intelligence algorithm and ant colony optimization, etc are powerful tools for solving optimization problems

کلیدواژه ها

Cultural Algorithm (CA), global optimization, knowledge Sources, rule-based system

اطلاعات بیشتر در مورد COI

COI مخفف عبارت CIVILICA Object Identifier به معنی شناسه سیویلیکا برای اسناد است. COI کدی است که مطابق محل انتشار، به مقالات کنفرانسها و ژورنالهای داخل کشور به هنگام نمایه سازی بر روی پایگاه استنادی سیویلیکا اختصاص می یابد.

کد COI به مفهوم کد ملی اسناد نمایه شده در سیویلیکا است و کدی یکتا و ثابت است و به همین دلیل همواره قابلیت استناد و پیگیری دارد.