Airline Crew Scheduling With Potts Neurons
نویسندگان
چکیده
A Potts feedback neural network approach for finding good solutions to resource allocation problems with a non-fixed topology is presented. As a target application the airline crew scheduling problem is chosen. The topological complication is handled by means of a propagator defined in terms of Potts neurons. The approach is tested on artificial random problems tuned to resemble realworld conditions. Very good results are obtained for a variety of problem sizes. The computer time demand for the approach only grows like (number of flights) 3 . A realistic problem typically is solved within minutes, partly due to a prior reduction of the problem size, based on an analysis of the local arrival/departure structure at the single airports. [email protected] [email protected] [email protected]
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A novel method is presented and explored within the framework of Potts neural networks for solving optimization problems with a non-trivial topology, with the airline crew scheduling problem as a target application. The key ingredient to handle the topological complications is a propagator de®ned in terms of Potts neurons. The approach is tested on arti®cial problems generated with two real-wor...
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ورودعنوان ژورنال:
- Neural Computation
دوره 9 شماره
صفحات -
تاریخ انتشار 1997