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Tabu Search

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Tabu-lists contains moves which have been made in the recent past but ... If the move Sk Sc is prohibited by a move on the tabu-list. then go to Step 2. 3 ... – PowerPoint PPT presentation

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Title: Tabu Search


1
Tabu Search
Contents 1. Basic Concepts 2. Algorithm 3.
Practical considerations
2
Basic Concepts
Tabu-lists contains moves which have been made in
the recent past butare forbidden for a certain
number of iterations. Algorithm Step 1. k1
Select an initial schedule S1 using some
heuristic and set Sbest S1 Step 2. Select
Sc?N(Sk) If the move Sk ? Sc is prohibited by a
move on the tabu-list then go to Step 2
3
If the move Sk ? Sc is not prohibited by a move
on the tabu-list then Sk1 Sc Enter reverse
move at the top of the tabu-list Push all other
entries in the tabu-list one position
down Delete the entry at the bottom of the
tabu-list If F(Sc) lt F(Sbest) then Sbest Sc Go
to Step 3. Step 3. k k1 If stopping
condition true then STOP else go to Step 2
4
Example.
Minimize total wighted tardiness, where the
tardiness of a job is the Amount it exceeds its
deadline (or 0 if it is on time) Neighbourhood
all schedules that can be obtained
throughadjacent pairwise interchanges. Tabu-lis
t pairs of jobs (j, k) that were swapped within
the lasttwo moves
5
  • S1 2, 1, 4, 3
  • F(S1) ?wjTj 128 1416 1212 1 36
    500 F(Sbest)
  • F(1, 2, 4, 3) 480
  • F(2, 4, 1, 3) 436 F(Sbest)
  • F(2, 1, 3, 4) 652
  • Tabu-list (1, 4)

6
S2 2, 4, 1, 3, F(S2) 436 F(4, 2, 1, 3)
460 F(2, 1, 4, 3) ( 500) tabu! F(2, 4, 3, 1)
608 Tabu-list (2, 4), (1, 4) S3 4, 2, 1,
3, F(S3) 460 F(2, 4, 1, 3) ( 436) tabu! F(4,
1, 2, 3) 440 F(4, 2, 3, 1) 632 Tabu-list
(2, 1), (2, 4) S4 4, 1, 2, 3, F(S4)
440 F(1, 4, 2, 3) 408 F(Sbest) F(4, 2, 1,
3) ( 460) tabu! F(4, 1, 3, 2) 586 Tabu-list
(4, 1), (2, 4) F(Sbest) 408
7
  • Practical considerations
  • Tabu tenure the length of time t for which a
    move is forbiden
  • t too small - risk of cycling
  • t too large - may restrict the search too much
  • t7 has often been found sufficient to prevent
    cycling
  • Number of tabu moves 5 - 9
  • If a tabu move is smaller than the aspiration
    level then we accept the move
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