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Operation Loop-Based Optimization Model for Resource Allocation to Military Countermeasures versus Probabilistic Threat
- Source :
- Applied Sciences; Volume 8; Issue 2; Pages: 214, Applied Sciences, Vol 8, Iss 2, p 214 (2018)
- Publication Year :
- 2018
- Publisher :
- Multidisciplinary Digital Publishing Institute, 2018.
-
Abstract
- Weapons development planning is an unstructured and complex multi-criteria decision-making problem, especially in antagonistic environments. In this paper, the defender’s decision was modelled as a high complexity non-linear optimization problem with limited resources. An operation loop with realistic link rules was first proposed to model the cooperation relationships among weapons in the defense system. The system dynamics principle was used to characterize the dynamic behavior of the nodes in a complex weapons network. Then, we used cumulative threat and development risk to measure different planning solutions by considering the opponent and uncertainties in the development process. Next, an improved Differential Evolution (DE) and Non-Dominated Sorting Differential Evolution (NSDE) were designed to determine the optimal planning solutions for a single objective and multi-objective. The compromise solution, based on the Technique for Order Preference by Similarity to an Ideal Solution (TOPSIS), was used to evaluate the Pareto solution set of the multi-objective. Finally, an illustrative case was studied to verify the feasibility and validity of the proposed model.
- Subjects :
- development risk
Mathematical optimization
Optimization problem
NSGA-II
Computer science
0211 other engineering and technologies
02 engineering and technology
lcsh:Technology
DE
lcsh:Chemistry
0202 electrical engineering, electronic engineering, information engineering
General Materials Science
threat
TOPSIS
lcsh:QH301-705.5
Instrumentation
weapons development planning
Fluid Flow and Transfer Processes
021103 operations research
lcsh:T
Process Chemistry and Technology
optimization model
General Engineering
Probabilistic logic
Sorting
Ideal solution
operation loop
resources constraint
lcsh:QC1-999
Computer Science Applications
System dynamics
lcsh:Biology (General)
lcsh:QD1-999
lcsh:TA1-2040
Differential evolution
Resource allocation
020201 artificial intelligence & image processing
lcsh:Engineering (General). Civil engineering (General)
lcsh:Physics
Subjects
Details
- Language :
- English
- ISSN :
- 20763417
- Database :
- OpenAIRE
- Journal :
- Applied Sciences; Volume 8; Issue 2; Pages: 214
- Accession number :
- edsair.doi.dedup.....483628d20a4d2e7df2648e3f72348fbf
- Full Text :
- https://doi.org/10.3390/app8020214