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Management Science 461 Lecture 8 – Vehicle Routing November 4, 2008
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2 Basic Vehicle Routing Problem Extend the TSP Given customer and depot locations, demands, vehicle capacity Find a set of tours that minimize the total cost Many potential constraints on tours… Two tasks: Assign customers to tours, optimize tours
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3 5 7 2 6 12 2 5 Vehicle Capacity =20 Route length = 8 hrs
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4 Cluster-Route
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5 Finding Clusters Seeding – choose some nodes, “grow” each cluster from the node Sweep – like a radar screen Grid – Overlay a grid, cluster based on the grid
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6 Route-Cluster (eg Sweep)
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7 Clarke-Wright Savings “Savings heuristic” Assume that each node served by a single truck For each pair, calculate the savings incurred by merging the two trips together Rank savings, keep merging Is this a greedy (myopic) heuristic?
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8 Savings Depot Cust 2 Cust 1 Depot Cust 2 Cust 1 Savings = d(Depot,1) + d(2,Depot) - d(2,1)
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9 Savings s ij = c ia + c aj - c ij c ai + c ia +c aj + c ja i j a c ai + c ja + c ij i j a vs.
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10 Savings Continued Rank savings from largest to smallest Run through the list and merge routes represented by the two nodes as long as: combined route length < MAX length combined weight < MAX weight other constraints as necessary nodes are not already on same route neither node is interior
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11 Interior customers Cust 2 Cust 1 Cust 3 Customer 2 is interior to the route
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12 An Optimization-Based Approach to Vehicle Routing Bramel, J. and D. Simchi-Levi, 1995, A Location Based Heuristic for General Routing Problems, Operations Research, 43, 649-660. Fisher, M. L. and R. Jaikumar, 1981, A Generalized Assignment Heuristic for Vehicle Routing, Networks, 11, 109-124.
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13 Comparison of Heuristics Accuracy (how close to optimal) Speed (computation time) Simplicity (ease of understanding and implementation) Flexibility (ease of adding other constraints – e.g., time windows, multiple depots)
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14 Comparison of Heuristics AccuracySpeedSimplicityFlexibility SavingsLowVery highLow SweepLowMedium- high HighMedium B&S-LMediumLow Meta- heuristics High to very high Medium High Cordeau, J.-F., M. Gendreau, G. Laporte, J.-Y. Potvin, F. Semet, 2002, “A Guide to Vehicle Routing Heuristics,” Journal of the Operational Research Society, 53, pp. 512-522.
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