Stigmergic Optimization: Inspiration, Technologies and Perspectives

نویسندگان

  • Crina Grosan
  • Ajith Abraham
چکیده

This Chapter summarizes some of the well known stigmergic computational techniques inspired by nature, mainly for optimization problems developed by mimicking social insects’ behavior. Some facts about social insects namely ants, bees and termites are presented with an emphasis on how they could interact and self organize for solving real world problems. We focused on ant colony optimization algorithm, bees behavior inspired algorithms, particle swarm optimization algorithm and bacterial foraging algorithm.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

When Ants Attack: Security Issues for Stigmergic Systems

Stigmergic systems solve global problems by using indirect communication mediated by an environment. Because they are localized and dynamic, stigmergic systems are self-organizing, robust and adaptive. These properties are useful for creating survivable systems, but stigmergic systems also raise new security concerns. Indirect communication makes systems more vulnerable in an open and hostile e...

متن کامل

Initial Formulation of an Optimization Method Based on Stigmergic Construction

Sign-based stigmergic methods such as the ant colony optimization algorithm have been used to solve network optimization, scheduling problems, and other optimization problems that can be visualized as directed graphs. However, there has been little research focused on the use of optimization methods based on sematectonic stigmergy, such as coordination through collective construction. This pape...

متن کامل

Sensitivity and Stigmergy in Agent-Based Systems

A computational metaheuristic combining stigmergic behavior and gradual pheromone sensitivity of agents is proposed. Resulting multi-agent models can potentially address complex real-world problems particularly combinatorial optimization NP-hard problems. The new model employs agents able to communicate both directly and in a stigmergic manner. Stigmergic communication is based on different rea...

متن کامل

Stigmergic epistemology , stigmergic cognition Action

To know is to cognize, to cognize is to be a culturally bounded, rationality-bounded and environmentally located agent. Knowledge and cognition are thus dual aspects of human sociality. If social epistemology has the formation, acquisition, mediation, transmission and dissemination of knowledge in complex communities of knowers as its subject matter, then its third party character is essentiall...

متن کامل

Ant Colony Algorithms: A Brief Review and Its Implementation

Ant Colony optimization is a method to find the shortest possible path from source to sink. ACO algorithms are inspired by the social behavior of ants that use stigmergic behavior to search the food. A chemical substance left by ants, called pheromone , help them to find the food .In this paper, we present the basic behavior of ants for searching food, preliminary study of different papers rela...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2006