Multiobjective path finding in stochastic dynamic networks, with application to routing hazardous materials shipments

被引:68
作者
Chang, TS [1 ]
Nozick, LK
Turnquist, MA
机构
[1] Natl Dong Hwa Univ, Inst Global Operat Strategy & Logist Management, Hualien, Taiwan
[2] Cornell Univ, Sch Civil & Environm Engn, Ithaca, NY 14853 USA
关键词
hazardous materials; stochastic dynamic networks; multiobjective analysis; routing;
D O I
10.1287/trsc.1040.0094
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
We describe a method for finding nondominated paths for multiple routing objectives in networks where the routing attributes are uncertain, and the probability distributions that describe those attributes vary by time of day This problem is particularly important in routing and scheduling of shipments of very hazardous materials. Our method extends and integrates the work of several previous authors, resulting in a new algorithm that propagates means and variances of the uncertain attributes along paths and compares partial paths that arrive at a given node within a user-specified time window. The comparison uses an approximate stochastic dominance criterion. We illustrate the effects of changing primary parameters of the algorithm using a small test network, and we show how the nondominated solution set achieved is larger than the set that would be identified if the uncertainty in routing attributes were ignored. We then demonstrate how the algorithm creates an effective solution set in a case study using a large network.
引用
收藏
页码:383 / 399
页数:17
相关论文
共 42 条
[21]   SHORTEST PATHS IN NETWORKS WITH EXPONENTIALLY DISTRIBUTED ARC LENGTHS [J].
KULKARNI, VG .
NETWORKS, 1986, 16 (03) :255-274
[22]  
Lee C. K., 1994, TRANSPORT RES, V2, P185
[23]   MODELING AND ANALYSIS FOR HAZARDOUS MATERIALS TRANSPORTATION - RISK ANALYSIS, ROUTING SCHEDULING AND FACILITY LOCATION [J].
LIST, GF ;
MIRCHANDANI, PB ;
TURNQUIST, MA ;
ZOGRAFOS, KG .
TRANSPORTATION SCIENCE, 1991, 25 (02) :100-114
[24]   OPTIMAL PATHS IN GRAPHS WITH STOCHASTIC OR MULTIDIMENSIONAL WEIGHTS [J].
LOUI, RP .
COMMUNICATIONS OF THE ACM, 1983, 26 (09) :670-676
[25]  
MCSHANE W, 1976, TRANSPORT RES REC, V596, P33
[26]   Optimal routing of hazardous materials in stochastic, time-varying transportation networks [J].
Miller-Hooks, E ;
Mahmassani, HS .
FORECASTING, TRAVEL BEHAVIOR, AND NETWORK MODELING, 1998, (1645) :143-151
[27]   Least possible time paths in stochastic, time-varying networks [J].
Miller-Hooks, ED ;
Mahmassani, HS .
COMPUTERS & OPERATIONS RESEARCH, 1998, 25 (12) :1107-1125
[28]   Least expected time paths in stochastic, time-varying transportation networks [J].
Miller-Hooks, ED ;
Mahmassani, HS .
TRANSPORTATION SCIENCE, 2000, 34 (02) :198-215
[29]  
NEMBHARD DA, 1994, THESIS U MICHIGAN AN
[30]   Integrated routing and scheduling in hazardous materials transportation [J].
Nozick, LK ;
List, GF ;
Turnquist, MA .
TRANSPORTATION SCIENCE, 1997, 31 (03) :200-215