Distributed Solving of Weapon Target Assignment Problem using Learning Automata

Journal Title: Electronic and Cyber Defense - Year 2023, Vol 11, Issue 1

Abstract

This article presents a method to solve the weapon target assignment problem, which is one of the problems of distributed constraint optimization. The previous methods do not guarantee the convergence problem properly and when faced with scale increase, they do not work correctly and effectively. Also, some of these methods solve the weapon target assignment problem in a centralized manner. While the method presented in this article solves the problem in a decentralized and distributed manner with better "accuracy" and "speed".The present article solves the weapon target assignment problem by using learning automata, which is a relatively simple method and requires little information, and the results of implementations show that when the scale of the problem becomes larger, the proposed method it solves the problem with a better speed than other methods, so that the objective function is minimized. Also, this method can well address the shortcomings of previous methods without the need for other exploratory methods in real-time multi-agent environments.

Authors and Affiliations

Maryam Shokoohi,

Keywords

Related Articles

Identify malicious traffic on IoT infrastructure using neural networks and deep learning

The Internet of Things is a network of physical devices and equipment that includes sensors, software, and other technologies for exchanging data with other devices and systems over the Internet. The spread of the Intern...

Improve the detection of dangerous objects in x-ray images in security and military inspections using image processing approaches

Detection of dangerous objects in images obtained by X-ray scanners in security inspections has played an important role in protecting the public space from security threats such as terrorism and the occurrence of danger...

The New Algorithm for The Blind Extraction of The Radio Frequency Fingerprint Using the Specific Features of High-Power Amplifier and Local Oscillator

Recently, the radio frequency fingerprint (RFF) has received attention in applications such as specific emiiter identification, detection of deception in navigation signals and detection of intrusion in wireless networks...

Detection of Interfering Signals and Estimation of Their Carrier Frequency in CNC Satellite Communications using Cyclic Spectrum Density

Satellite communication is considered a significant part of the enemy's communication information in electronic warfare due to its unique features and widespread use in communication systems. Therefore, from the electron...

Reducing the Destructive Effect of Misbehaving Users in Cooperative Spectrum Sensing using Reinforcement Learning

The presence of misbehaving users in Cognitive Radio Networks (CRN) can disrupt the process of spectrum sensing and detecting the status of the Primary User (PU). In order to reduce the destructive effect of this group o...

Download PDF file
  • EP ID EP730538
  • DOI -
  • Views 62
  • Downloads 0

How To Cite

Maryam Shokoohi, (2023). Distributed Solving of Weapon Target Assignment Problem using Learning Automata. Electronic and Cyber Defense, 11(1), -. https://europub.co.uk./articles/-A-730538