Bi-objective orienteering for personal activity scheduling

被引:9
|
作者
Matl, Piotr [1 ]
Nolz, Pamela C. [2 ]
Ritzinger, Ulrike [2 ]
Ruthmair, Mario [3 ]
Tricoire, Fabien [1 ]
机构
[1] Univ Vienna, Dept Business Adm, Oskar Morgenstern Pl 1, A-1090 Vienna, Austria
[2] Austrian Inst Technol, Mobil Dept Dynam Transportat Syst, Giefinggasse 2, A-1210 Vienna, Austria
[3] Univ Vienna, Dept Stat & Operat Res, Oskar Morgenstern Pl 1, A-1090 Vienna, Austria
关键词
Bi-objective metaheuristics; Large neighborhood search; Orienteering; Personal planning; MULTIPLE TIME WINDOWS; EPSILON-CONSTRAINT METHOD; COMBINATORIAL OPTIMIZATION; LOCAL SEARCH; PROFITS;
D O I
10.1016/j.cor.2017.01.009
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We propose and solve a rich, bi-objective extension of the orienteering problem with time windows (OPTW) to model a combined routing and scheduling problem. Our research is motivated by the problem faced by mobile freelancers who have to integrate irregular appointments and tasks into their daily routines. Those people have a number of tasks which they need to perform at various locations (e.g. meetings with different clients), subject to varying time constraints (e.g. opening hours), and with different levels of importance or urgency (e.g. submitting a deliverable versus cleaning the home office). Furthermore, sets of related tasks may be subject to precedence relations and time dependencies. We explicitly consider the trade-off between planning more tasks and enjoying more free time by means of a bi-objective model. The extension of the OPTW and the bi-objective formulation result in the Personal Planning Problem (PPP). We present a mathematical formulation of the PPP and a metanduristic based on Large Neighborhood Search (LNS) is developed to generate a set of non-dominated solutions to the problem. Solution quality is analyzed on real-world-inspired test instances. Exact reference sets based on a linear single-commodity flow model are used as benchmarks. Extensive computational experiments show that the proposed metaheuristic generates near-optimal solution sets and scales well to larger instances. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:69 / 82
页数:14
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