An Efficient Marginal-Return-Based Constructive Heuristic to Solve the Sensor-Weapon-Target Assignment Problem

  • Bin Xin*
  • , Yipeng Wang
  • , Jie Chen
  • *Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

In network-centric warfare, the interconnections among various combat resources enable an advanced operational pattern of cooperative engagement. The operational effectiveness and outcome strongly depends on the reasonable utilization of available sensors and weapons. In this paper, a mathematical model for the coallocation of sensors and weapons is built, taking into account the interdependencies between weapons and sensors, the resource constraints, the capability constraints, as well as the strategy constraints. A marginal-return-based constructive heuristic (MRBCH) is proposed to solve the formulated sensor-weapon-target assignment (S-WTA) problem. MRBCH exploits the marginal return of each sensor-weapon-target triplet and dynamically updates the threat value of all targets. It relies only on simple lookup operations to choose each assignment triplet, thus resulting in very low computational complexity. For performance evaluation, we build a general Monte Carlo simulation-based S-WTA framework. Furthermore, we employ a random sampling method and an extension of the state-of-the-art algorithm Swt_opt as competitors. The computational results show that MRBCH consistently performs very well in solving S-WTA instances of different scales, and it can generate assignment schemes much more efficiently than its competitors.

Original languageEnglish
Article number8249748
Pages (from-to)2536-2547
Number of pages12
JournalIEEE Transactions on Systems, Man, and Cybernetics: Systems
Volume49
Issue number12
DOIs
Publication statusPublished - Dec 2019

Keywords

  • Co-allocation
  • Swt_opt algorithm
  • constructive heuristics
  • cooperative engagement
  • sensor-weapon-target assignment (S-WTA)

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