Title :
A two-stage dynamic decision support based optimal threat evaluation and defensive resource scheduling algorithm for multi air-borne threats: Asset-based dynamic weapon scheduling using artificial intelligence techinques
Author :
Naeem, Huma ; Masood, Asif
Author_Institution :
Dept. of Comput. Sci., Nat. Univ. of Sci. & Technol., Rawalpindi, Pakistan
Abstract :
This paper presents a two-stage flexible dynamic decision support based optimal threat evaluation and defensive resource scheduling algorithm for multi-target air-borne threats. The algorithm provides flexibility and optimality by swapping between two objective functions, based on preferential and subtractive defense strategies as and when required. To further enhance the solution quality, we outline and divide the critical parameters used in Threat Evaluation and Weapon Assignment (TEWA) into three broad categories (Triggering, Scheduling and Ranking parameters). Proposed algorithm uses a variant of many-to-many Stable Marriage Algorithm (SMA) to solve Threat Evaluation (TE) and Weapon Assignment (WA) problem. In TE stage, Threat Ranking and Threat-Asset pairing is done. Stage two is based on a flexible dynamic weapon scheduling algorithm, allowing multiple engagements using shoot-look-shoot strategy, to compute near-optimal solution for a range of scenarios. Analysis part of this paper presents the strengths and weaknesses of the proposed algorithm over an alternative greedy algorithm as applied to different offline scenarios.
Keywords :
artificial intelligence; decision support systems; greedy algorithms; military computing; optimisation; scheduling; weapons; alternative greedy algorithm; artificial intelligence techniques; asset based dynamic weapon scheduling; defensive resource scheduling algorithm; multi airborne threats; shoot-look-shoot strategy; stable marriage algorithm; threat evaluation and weapon assignment; two stage dynamic decision support; Algorithm design and analysis; Dynamic scheduling; Heuristic algorithms; Indexes; Proposals; Resource management; Weapons; Cybernetics Application; Decision Support System (DSS); Optimization Algorithm; Stable Marriage Algorithm (SMA); Threat Evaluation (TE) and Weapon Assignment (WA) Algorithm (TEWA); preferential and subtractive defense strategies;
Conference_Titel :
Cybernetic Intelligent Systems (CIS), 2010 IEEE 9th International Conference on
Conference_Location :
Reading
Print_ISBN :
978-1-4244-9023-3
Electronic_ISBN :
978-1-4244-9024-0
DOI :
10.1109/UKRICIS.2010.5898106