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K-OPT heuristic for TSP
                         and JSSP
                              Adriano Patrick




sábado, 16 de junho de 2012
Work Proposal


                              Traveling Salesman Problem

                              Job Shop Scheduling Problem




sábado, 16 de junho de 2012
Traveling Salesman
                                     Problem

                              The Traveling Salesman Problem consists in
                              finding a circuit that has the shortdistance,
                              starting in any city, among many, visiting each city
                              exactly once and returning to the starting city
                              (Nilsson, 1982).




sábado, 16 de junho de 2012
Job Shop Scheduling
                                    Problem


                              “Allocating machines and tasks to minimize the
                              total time (makespan) manufacturing a production
                              line.”




sábado, 16 de junho de 2012
Job Shop Scheduling
                                    Problem
                 Make 'n' tasks: J1, J2, ... , Jn (as wires), as follows:

                 Each task is processed by "m" machines M1, ..., Mm

                 The processing flow of the "n" tasks in "m" machines is the same for all tasks.

                 A machine processes only one operation at a time, and should not be
                 interrupted until its completion.

                 Are known processing times for each task by machine.

                  A task => "m" operations.

                 Objective: To minimize the completion time of all tasks.

                 There are n! different possible sequences

sábado, 16 de junho de 2012
K-OPT



                              Lin and Kernighan in 1973 developed the k-opt




sábado, 16 de junho de 2012
K-OPT


                              In this proposal, k arcs are replaced in the circuit,
                              other k arcs with the objective of reduce the
                              total distance traveled. The higher the value of k,
                              the better the accuracy of the method, but higher
                              is the computational effort.




sábado, 16 de junho de 2012
K-OPT in TSP




sábado, 16 de junho de 2012
K-OPT in TSP




sábado, 16 de junho de 2012
K-OPT in JSSP




sábado, 16 de junho de 2012
K-OPT in JSSP




sábado, 16 de junho de 2012
K-OPT in JSSP




sábado, 16 de junho de 2012
K-OPT in JSSP




sábado, 16 de junho de 2012
K-OPT in JSSP




sábado, 16 de junho de 2012
K-OPT in JSSP




sábado, 16 de junho de 2012
Conclusions

                              3-OPT generates a limited number of
                              threads in a short time

                              As the time passes increases the difficulty
                              of finding new threads heuristics

                              But with the implementation of the method
                              for generating new Shuffle random
                              sequences based on sequence before showing
                              the solution to more effectively the results


sábado, 16 de junho de 2012
Bibliography
                              Branco Ceron, Fábio José (2011); Um novo método heurístico construtivo de alto
                                             desempenho para o problema no idle flow shop.

                                                    Oliveira, José Fernando e Carravilla,
                                                    Combinatória:Modelos e Algoritmos.

                            De Paula, Mateus Rocha (2008); Heurísticas para a minimização dos atrasos
                         emsequenciamento de máquinas paralelas com temposde preparação dependentes da
                                                           sequência.

                          Lin, S. e B. W. Kernighan (1973). An Effective Heuristic Algorithm for the Traveling
                                        Salesman Problem, Operations Research, v.21, p.498-516.

                            Laporte, G.; M. Gendreau; J.Y. Potvin e F. Semet (2000) Classical and modern
                         heuristics for the vehicle routing problem, International Transactions in Operational
                                                    Research, v.7, n4/5, p.285-300.

                              Novaes, A. G. (2001). Logística e Gerenciamento da Cadeia de Distribuição. Rio de
                                                                Janeiro: Campus.

                                Reinelt, G. (1994) The Traveling Salesman – Computational Solutions for TSP
                                                    Applications. Berlin: Springer - Verlag.

                                Souza, P.S. (1993) Asynchronous organizations for multi-algorithms problems.
                              Pittsburgh: Carnegie Mellow University, Department of Electrical and Computer
                                                 Engineering. 139p. (Tese de Doutoramento).

                              Helsgaun, K. (2000). An effective implementation of the Lin-Kernigham Traveling
                              Salesman Heuristic, European Journal of Operational Research, v.126, p.106-130.
sábado, 16 de junho de 2012

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Article K-OPT in JSSP

  • 1. K-OPT heuristic for TSP and JSSP Adriano Patrick sábado, 16 de junho de 2012
  • 2. Work Proposal Traveling Salesman Problem Job Shop Scheduling Problem sábado, 16 de junho de 2012
  • 3. Traveling Salesman Problem The Traveling Salesman Problem consists in finding a circuit that has the shortdistance, starting in any city, among many, visiting each city exactly once and returning to the starting city (Nilsson, 1982). sábado, 16 de junho de 2012
  • 4. Job Shop Scheduling Problem “Allocating machines and tasks to minimize the total time (makespan) manufacturing a production line.” sábado, 16 de junho de 2012
  • 5. Job Shop Scheduling Problem Make 'n' tasks: J1, J2, ... , Jn (as wires), as follows: Each task is processed by "m" machines M1, ..., Mm The processing flow of the "n" tasks in "m" machines is the same for all tasks. A machine processes only one operation at a time, and should not be interrupted until its completion. Are known processing times for each task by machine. A task => "m" operations. Objective: To minimize the completion time of all tasks. There are n! different possible sequences sábado, 16 de junho de 2012
  • 6. K-OPT Lin and Kernighan in 1973 developed the k-opt sábado, 16 de junho de 2012
  • 7. K-OPT In this proposal, k arcs are replaced in the circuit, other k arcs with the objective of reduce the total distance traveled. The higher the value of k, the better the accuracy of the method, but higher is the computational effort. sábado, 16 de junho de 2012
  • 8. K-OPT in TSP sábado, 16 de junho de 2012
  • 9. K-OPT in TSP sábado, 16 de junho de 2012
  • 10. K-OPT in JSSP sábado, 16 de junho de 2012
  • 11. K-OPT in JSSP sábado, 16 de junho de 2012
  • 12. K-OPT in JSSP sábado, 16 de junho de 2012
  • 13. K-OPT in JSSP sábado, 16 de junho de 2012
  • 14. K-OPT in JSSP sábado, 16 de junho de 2012
  • 15. K-OPT in JSSP sábado, 16 de junho de 2012
  • 16. Conclusions 3-OPT generates a limited number of threads in a short time As the time passes increases the difficulty of finding new threads heuristics But with the implementation of the method for generating new Shuffle random sequences based on sequence before showing the solution to more effectively the results sábado, 16 de junho de 2012
  • 17. Bibliography Branco Ceron, Fábio José (2011); Um novo método heurístico construtivo de alto desempenho para o problema no idle flow shop. Oliveira, José Fernando e Carravilla, Combinatória:Modelos e Algoritmos. De Paula, Mateus Rocha (2008); Heurísticas para a minimização dos atrasos emsequenciamento de máquinas paralelas com temposde preparação dependentes da sequência. Lin, S. e B. W. Kernighan (1973). An Effective Heuristic Algorithm for the Traveling Salesman Problem, Operations Research, v.21, p.498-516. Laporte, G.; M. Gendreau; J.Y. Potvin e F. Semet (2000) Classical and modern heuristics for the vehicle routing problem, International Transactions in Operational Research, v.7, n4/5, p.285-300. Novaes, A. G. (2001). Logística e Gerenciamento da Cadeia de Distribuição. Rio de Janeiro: Campus. Reinelt, G. (1994) The Traveling Salesman – Computational Solutions for TSP Applications. Berlin: Springer - Verlag. Souza, P.S. (1993) Asynchronous organizations for multi-algorithms problems. Pittsburgh: Carnegie Mellow University, Department of Electrical and Computer Engineering. 139p. (Tese de Doutoramento). Helsgaun, K. (2000). An effective implementation of the Lin-Kernigham Traveling Salesman Heuristic, European Journal of Operational Research, v.126, p.106-130. sábado, 16 de junho de 2012