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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Treleaven, K. Pavone, M. Frazzoli, E. |
| Copyright Year | 2012 |
| Description | Author affiliation: Department of Aeronautics and Astronautics, Stanford University, CA 94305, USA (Pavone, M.) || Laboratory for Information and Decision Systems, Department of Aeronautics and Astronautics, Massachusetts Institute of Technology, Cambridge, 02139, USA (Treleaven, K.; Frazzoli, E.) |
| Abstract | One of the most common combinatorial problems in logistics and transportation—after the Traveling Salesman Problem—is the Stacker Crane Problem (SCP), where commodities or customers are associated each with a pickup location and a delivery location, and the objective is to find a minimum-length tour ‘picking up’ and ‘delivering’ all items, while ensuring the number of items on-board never exceeds a given capacity. While vastly many SCPs encountered in practice are embedded in road or road-like networks, very few studies explicitly consider such environments. In this paper, first, we formulate an environment model capturing the essential features of a “small-neighborhood” road network, along with models for omni-directional vehicles and directed vehicles. Then, we formulate a stochastic version of the unit-capacity SCP, on our road network model, where pickup/delivery sites are random points along segments of the network. Our main contribution is a polynomial-time algorithm for the problem that is asymptotically constant-factor; i.e., it produces a solution no worse than k+o(1) times the length of the optimal one, where o(1) goes to zero as the number of items grows large, almost surely. The constant k is at most 3, and for omni-directional vehicles it is provably 1, i.e., optimal. Simulations show that with a number of pickup/delivery pairs as low as 50, the proposed algorithm delivers a solution whose cost is consistently within 10% of that of an optimal solution. |
| Starting Page | 5691 |
| Ending Page | 5698 |
| File Size | 568292 |
| Page Count | 8 |
| File Format | |
| ISBN | 9781467320658 |
| ISSN | 07431546 |
| e-ISBN | 9781467320665 |
| e-ISBN | 9781467320641 |
| DOI | 10.1109/CDC.2012.6426164 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2012-12-10 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Vehicles Roads Cranes Mathematical model Extraterrestrial measurements Approximation methods |
| Content Type | Text |
| Resource Type | Article |
| Subject | Control and Optimization Control and Systems Engineering Modeling and Simulation |
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