Title :
Simulated annealing variants for solving resource Constrained Project Scheduling Problem: A comparative study
Author :
Das, Partha Pratim ; Acharyya, Sriyankar
Author_Institution :
Comput. Sci. & Eng., West Bengal Univ. of Technol., Kolkata, India
Abstract :
Now-a-days different meta-heuristic approaches are being applied for solving Combinatorial Optimization Problems (COP). In this paper Resource Constrained Project Scheduling Problem (RCPSP) has been presented as a COP. This is a common problem for many construction projects. It is highly constrained and is categorized as a NP-hard problem. In our earlier work Simulated Annealing (SA_RCP) outperformed other meta-heuristics, like, Genetic Algorithm, Tabu Search, Particle Swarm Optimization and its variant in solving benchmark instances of this problem. Having been inspired by this result we have further applied new variants of Simulated Annealing for RCPSP. In this work, we have taken three more SA variants and applied them for solving a benchmark instance of this problem. The results show that Simulated Annealing incorporated with Tabu List and Greedy Selection Heuristic (GTSA_RCP) outperforms other methods in getting optimal results with maximum hit and minimum fluctuations.
Keywords :
combinatorial mathematics; computational complexity; construction industry; genetic algorithms; particle swarm optimisation; project management; scheduling; search problems; simulated annealing; NP-hard problem; combinatorial optimization problems; construction projects; genetic algorithm; greedy selection heuristic; metaheuristic approaches; particle swarm optimization; resource constrained project scheduling problem; simulated annealing variants; tabu list; tabu search; Annealing; Fluctuations; Schedules; Hybrid Methods; Local Search; Metaheuristics; Resource Constrained Project Scheduling; Simulated Annealing;
Conference_Titel :
Computer and Information Technology (ICCIT), 2011 14th International Conference on
Conference_Location :
Dhaka
Print_ISBN :
978-1-61284-907-2
DOI :
10.1109/ICCITechn.2011.6164835