Time-Based Decomposition for Optimization of Master Planning Problems
A system and method is disclosed for optimization of master planning problems. The system provides for accessing supply chain data describing the flow of one or more items through the supply chain network and accessing constraints and a planning problem associated with one or more entities associated with the supply chain network. The system further provides for modeling a planning problem for a planning horizon based on at least a portion of the accessed supply chain data and the constraints. The system still further provides for decomposing the planning horizon into multiple sub-horizons and optimizing the planning problem for each of the multiple sub-horizons. The system yet further provides for generating an optimal supply chain plan for the planning problem, based on the optimization of the multiple sub-horizons.
1 . A system for optimizing master planning problems associated with a supply chain network, comprising a server associated with one or more software components collectively operable to:
access supply chain data describing the flow of one or more items through the supply chain network;
access constraints associated with one or more entities;
access a planning problem associated with the one or more entities;
model the planning problem for a planning horizon based on at least a portion of the accessed supply chain data and the constraints;
decompose the planning horizon into multiple sub-horizons;
optimize the planning problem for each of the multiple sub-horizons; and
generate an optimal supply chain plan for the planning problem, based on the optimization of the multiple sub-horizons.
2 . The system of claim 1 , wherein the supply chain data is stored in one or more databases by the one or more entities associated with the supply chain network.
3 . The system of claim 1 , wherein the constraints are stored in one or more databases by the one or more entities associated with the supply chain network.
4 . The system of claim 1 , wherein the planning problem is stored in one or more databases by the one or more entities associated with the supply chain network.
5 . The system of claim 1 , wherein decomposing the planning horizon comprises dividing the planning horizon into windows of time based on a time-based decomposition technique.
6 . The system of claim 1 , wherein the multiple sub-horizons comprise multiple time buckets.
7 . The system of claim 1 , wherein the one or more entities are entities selected from the group consisting of one or more manufactures, one or more manufacturing plants, one or more distribution centers, one or more work-centers, and one or more customers.
8 . The system of claim 1 , further operable to:
communicate the optimal supply chain plan to the one or more entities associated with the supply chain network.
9 . The system of claim 1 , wherein a column generation technique is used to optimize the planning problem for each of the multiple sub-horizons.
10 . A method for optimizing master planning problems associated with a supply chain network, the method comprising:
accessing supply chain data describing the flow of one or more items through the supply chain network;
accessing constraints associated with one or more entities;
accessing a planning problem associated with the one or more entities;
modeling the planning problem for a planning horizon based on at least a portion of the accessed supply chain data and the constraints;
decomposing the planning horizon into multiple sub-horizons;
optimizing the planning problem for each of the multiple sub-horizons; and
generating an optimal supply chain plan for the planning problem, based on the optimization of the multiple sub-horizons.
11 . The method of claim 10 , wherein the supply chain data is stored in one or more databases by the one or more entities associated with the supply chain network.
12 . The method of claim 10 , wherein the constraints are stored in one or more databases by the one or more entities associated with the supply chain network.
13 . The method of claim 10 , wherein the planning problem is stored in one or more databases by the one or more entities associated with the supply chain network.
14 . The method of claim 10 , wherein decomposing the planning horizon comprises dividing the planning horizon into windows of time based on a time-based decomposition technique.
15 . The method of claim 10 , wherein the multiple sub-horizons comprise multiple time buckets.
16 . The method of claim 10 , wherein the one or more entities are entities selected from the group consisting of one or more manufactures, one or more manufacturing plants, one or more distribution centers, one or more work-centers, and one or more customers.
17 . The method of claim 10 , further comprising:
communicating the optimal supply chain plan to the one or more entities associated with the supply chain network.
18 . The method of claim 10 , wherein a column generation technique is used to optimize the planning problem for each of the multiple sub-horizons.
19 . Software for optimizing master planning problems associated with a supply chain network, the software embodied in a computer-readable medium and, when executed, operable to:
access supply chain data describing the flow of one or more items through the supply chain network;
access constraints associated with one or more entities;
access a planning problem associated with the one or more entities;
model the planning problem for a planning horizon based on at least a portion of the accessed supply chain data and the constraints;
decompose the planning horizon into multiple sub-horizons;
optimize the planning problem for each of the multiple sub-horizons; and
generate an optimal supply chain plan for the planning problem, based on the optimization of the multiple sub-horizons.
20 . The software of claim 17 , wherein the supply chain data is stored in one or more databases by the one or more entities associated with the supply chain network.
21 . The software of claim 17 , wherein the constraints are stored in one or more databases by the one or more entities associated with the supply chain network.
22 . The software of claim 17 , wherein the planning problem is stored in one or more databases by the one or more entities associated with the supply chain network.
23 . The software of claim 17 , wherein decomposing the planning horizon comprises dividing the planning horizon into windows of time based on a time-based decomposition technique.
24 . The software of claim 17 , wherein the multiple sub-horizons comprise multiple time buckets.
25 . The software of claim 17 , wherein the one or more entities are entities selected from the group consisting of one or more manufactures, one or more manufacturing plants, one or more distribution centers, one or more work-centers, and one or more customers.
26 . The software of claim 17 , further operable to:
communicate the optimal supply chain plan to the one or more entities associated with the supply chain network.
27 . The software of claim 17 , wherein a column generation technique is used to optimize the planning problem for each of the multiple sub-horizons.