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2015 | OriginalPaper | Buchkapitel

17. Stochastic Location Models with Congestion

verfasst von : Oded Berman, Dmitry Krass

Erschienen in: Location Science

Verlag: Springer International Publishing

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Abstract

In this chapter we describe facility location models where consumers generate streams of stochastic demands for service, and service times are stochastic. This combination leads to congestion, where some of the arriving demands cannot be served immediately and must either wait in queue or be lost to the system. These models have applications that range from emergency service systems (fire, ambulance, police) to networks of public and private facilities. One key issue is whether customers travel to facilities to obtain service, or mobile servers travel to customer locations (e.g., in case of police cars). For the most part, we focus on models with static (fixed) servers, as the underlying queueing systems are more tractable and thus a richer set of analytical results is available. After describing the main components of the system (customers, facilities, and the objective function), we focus on the customer-facility interaction, developing a classification of models based on the how customer demand is allocated to facilities and whether the demand is elastic or not. We use our description of system components and customer-response classification to organize the rich variety of models considered in the literature into four thematic groups that share common assumptions and structural properties. For each group we review the solution approaches and outline the main difficulties. We conclude with a review of some important open problems.

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Literatur
Zurück zum Zitat Aboolian R, Berman O, Krass D (2007) Competitive facility location model with concave demand. Eur J Oper Res 181:598–619CrossRef Aboolian R, Berman O, Krass D (2007) Competitive facility location model with concave demand. Eur J Oper Res 181:598–619CrossRef
Zurück zum Zitat Aboolian R, Berman O, Drezner Z (2008) Location and allocation of service units on a congested network. IIE Trans 40:422–433CrossRef Aboolian R, Berman O, Drezner Z (2008) Location and allocation of service units on a congested network. IIE Trans 40:422–433CrossRef
Zurück zum Zitat Aboolian R, Berman O, Drezner Z (2009) The multiple server center location problem. Ann Oper Res 167:337–352CrossRef Aboolian R, Berman O, Drezner Z (2009) The multiple server center location problem. Ann Oper Res 167:337–352CrossRef
Zurück zum Zitat Aboolian R, Berman O, Krass D (2012) Profit maximizing distributed service system design with congestion and elastic demand. Transp Sci 46:247–261CrossRef Aboolian R, Berman O, Krass D (2012) Profit maximizing distributed service system design with congestion and elastic demand. Transp Sci 46:247–261CrossRef
Zurück zum Zitat Abouee-Mehrizi H, Babri S, Berman O, Shavand H (2011) Optimizing capacity, pricing and location decisions on a congested network with balking. Math Method Oper Res 74:233–255CrossRef Abouee-Mehrizi H, Babri S, Berman O, Shavand H (2011) Optimizing capacity, pricing and location decisions on a congested network with balking. Math Method Oper Res 74:233–255CrossRef
Zurück zum Zitat Ashtiani H, Magnanti T (1981) Equilibria on a congested transportation network. SIAM J Algebra Discr 2:213–226CrossRef Ashtiani H, Magnanti T (1981) Equilibria on a congested transportation network. SIAM J Algebra Discr 2:213–226CrossRef
Zurück zum Zitat Baron O, Berman O, Krass D, Wang Q (2007) The equitable location problem on the plane. Eur J Oper Res 183:578–590CrossRef Baron O, Berman O, Krass D, Wang Q (2007) The equitable location problem on the plane. Eur J Oper Res 183:578–590CrossRef
Zurück zum Zitat Baron O, Berman O, Krass D (2008) Facility location with stochastic demand and constraints on waiting time. M&SOM-Manuf Serv Oper 10:484–505CrossRef Baron O, Berman O, Krass D (2008) Facility location with stochastic demand and constraints on waiting time. M&SOM-Manuf Serv Oper 10:484–505CrossRef
Zurück zum Zitat Berman O, Drezner Z (2006) Location of congested capacitated facilities with distance-sensitive demand. IIE Trans 38:213–221CrossRef Berman O, Drezner Z (2006) Location of congested capacitated facilities with distance-sensitive demand. IIE Trans 38:213–221CrossRef
Zurück zum Zitat Berman O, Drezner Z (2007) The multiple server location problem. J Oper Res Soc 58:91–99CrossRef Berman O, Drezner Z (2007) The multiple server location problem. J Oper Res Soc 58:91–99CrossRef
Zurück zum Zitat Berman O, Kaplan E (1987) Facility location and capacity planning with delay-dependent demand. Int J Prod Res 25:1773–1780 Berman O, Kaplan E (1987) Facility location and capacity planning with delay-dependent demand. Int J Prod Res 25:1773–1780
Zurück zum Zitat Berman O, Krass D (2002) Facility location problems with stochastic demands and congestion. In: Drezner Z, Hamacher H (eds) Facility location: application and theory. Springer, Berlin, Heidelberg, New York, pp 329–371CrossRef Berman O, Krass D (2002) Facility location problems with stochastic demands and congestion. In: Drezner Z, Hamacher H (eds) Facility location: application and theory. Springer, Berlin, Heidelberg, New York, pp 329–371CrossRef
Zurück zum Zitat Berman O, Krass D, Wang J (2006) Locating service facilities to reduce lost demand. IIE Trans 38:933–94CrossRef Berman O, Krass D, Wang J (2006) Locating service facilities to reduce lost demand. IIE Trans 38:933–94CrossRef
Zurück zum Zitat Berman O, Drezner T, Drezner Z, Krass D (2009a) Modeling competitive facility location problems: New approaches and results. In: Oskoorouchi M (ed) Tutorials in operations research, INFORMS, pp 156–181 Berman O, Drezner T, Drezner Z, Krass D (2009a) Modeling competitive facility location problems: New approaches and results. In: Oskoorouchi M (ed) Tutorials in operations research, INFORMS, pp 156–181
Zurück zum Zitat Berman O, Drezner Z, Tamir A, Wesolowsky G (2009b) Optimal location with equitable loads. Ann Oper Res 167:308–326CrossRef Berman O, Drezner Z, Tamir A, Wesolowsky G (2009b) Optimal location with equitable loads. Ann Oper Res 167:308–326CrossRef
Zurück zum Zitat Berman O, Krass D, Tong D (2014) Pricing, location and capacity planning on a network under congestion. Working Paper, University of Toronto Berman O, Krass D, Tong D (2014) Pricing, location and capacity planning on a network under congestion. Working Paper, University of Toronto
Zurück zum Zitat Boffey B, Galvão R, Espejo L (2006) A review of congestion models in the location of facilities with immobile servers. Eur J Oper Res 178:643–662CrossRef Boffey B, Galvão R, Espejo L (2006) A review of congestion models in the location of facilities with immobile servers. Eur J Oper Res 178:643–662CrossRef
Zurück zum Zitat Boffey B, Galvão R, Marianov V (2010) Location of single-server immobile facilities subject to a loss constraint. J Oper Res Soc 61:987–999CrossRef Boffey B, Galvão R, Marianov V (2010) Location of single-server immobile facilities subject to a loss constraint. J Oper Res Soc 61:987–999CrossRef
Zurück zum Zitat Brandeau M, Chiu S (1994) Facility location in a user-optimizing environment with market externalities: Analysis of customer equilibria and optimal public facility locations. Locat Sci 2:129–147 Brandeau M, Chiu S (1994) Facility location in a user-optimizing environment with market externalities: Analysis of customer equilibria and optimal public facility locations. Locat Sci 2:129–147
Zurück zum Zitat Brandeau M, Chiu S, Kumar S, Grossman T (1995) Location with market extermalities. In: Drezner Z (ed) Facility location, Springer, NewYork, pp 121–150CrossRef Brandeau M, Chiu S, Kumar S, Grossman T (1995) Location with market extermalities. In: Drezner Z (ed) Facility location, Springer, NewYork, pp 121–150CrossRef
Zurück zum Zitat Brimberg J, Mehrez A (1997) A note on the allocation of queueing facilities in a continuous space using a minisum criterion. J Oper Res Soc 48:195–201CrossRef Brimberg J, Mehrez A (1997) A note on the allocation of queueing facilities in a continuous space using a minisum criterion. J Oper Res Soc 48:195–201CrossRef
Zurück zum Zitat Brimberg J, Mehrez A, Wesolowsky G (1997) Allocation of queuing facilities using a minimax criterion. Locat Sci 5:89–101CrossRef Brimberg J, Mehrez A, Wesolowsky G (1997) Allocation of queuing facilities using a minimax criterion. Locat Sci 5:89–101CrossRef
Zurück zum Zitat Castillo I, Ignolfsson A, Sim T (2009) Social optimal location of facilities with fixed servers, stochastic demand and congestion. Prod Oper Manag 18:721–736CrossRef Castillo I, Ignolfsson A, Sim T (2009) Social optimal location of facilities with fixed servers, stochastic demand and congestion. Prod Oper Manag 18:721–736CrossRef
Zurück zum Zitat Drezner T, Drezner Z (2011) The gravity multiple server location problem. Comput Oper Res 38:694–701CrossRef Drezner T, Drezner Z (2011) The gravity multiple server location problem. Comput Oper Res 38:694–701CrossRef
Zurück zum Zitat Elhedhli S (2006) Service system design with immobile servers, stochastic demand, and congestion. M&SOM-Manuf Serv Oper 8:92–97CrossRef Elhedhli S (2006) Service system design with immobile servers, stochastic demand, and congestion. M&SOM-Manuf Serv Oper 8:92–97CrossRef
Zurück zum Zitat Gross D, Harris C (1985) Fundamentals of queueing theory, 2nd edn. Wiley, New York Gross D, Harris C (1985) Fundamentals of queueing theory, 2nd edn. Wiley, New York
Zurück zum Zitat Hamaguchi T, Nakade K (2010) Optimal location of facilities on a network in which each facility is operating as an M/G/1 queue. J Serv Sci Manag 3:287–297 Hamaguchi T, Nakade K (2010) Optimal location of facilities on a network in which each facility is operating as an M/G/1 queue. J Serv Sci Manag 3:287–297
Zurück zum Zitat Hopp WJ, Spearman M (2000) Factory physics, 2nd edn. McGraw Hill, New York Hopp WJ, Spearman M (2000) Factory physics, 2nd edn. McGraw Hill, New York
Zurück zum Zitat Ignolfsson A (2013) EMS planning and management. In: Zaric G (ed) Operations research and health care policy. Springer Science+Business Media, New York, pp 105–128CrossRef Ignolfsson A (2013) EMS planning and management. In: Zaric G (ed) Operations research and health care policy. Springer Science+Business Media, New York, pp 105–128CrossRef
Zurück zum Zitat Kakhki H, Moghadas F (2010) A semidefinite relaxation for the queueing covering location problem with an M/G/1 system. Proceedings of the European workshop on mixed integer nonlinear programming, pp 231–236 Kakhki H, Moghadas F (2010) A semidefinite relaxation for the queueing covering location problem with an M/G/1 system. Proceedings of the European workshop on mixed integer nonlinear programming, pp 231–236
Zurück zum Zitat Kim S (2013) A column generation heuristic for congested facility location problem with clearing functions. J Oper Res Soc 64:1780–1789CrossRef Kim S (2013) A column generation heuristic for congested facility location problem with clearing functions. J Oper Res Soc 64:1780–1789CrossRef
Zurück zum Zitat Larson R (1974) A hypercube queuing model for facility location and redistricting in urban emergency services. Comput Oper Res 1:67–95CrossRef Larson R (1974) A hypercube queuing model for facility location and redistricting in urban emergency services. Comput Oper Res 1:67–95CrossRef
Zurück zum Zitat Lee H, Cohen M (1985) Equilibrium analysis of disaggregate facility choice systems subject to congestion-elastic demand. Oper Res 33:293–311CrossRef Lee H, Cohen M (1985) Equilibrium analysis of disaggregate facility choice systems subject to congestion-elastic demand. Oper Res 33:293–311CrossRef
Zurück zum Zitat Marianov V, Rios (2000) A probabilistic quality of service constraint for a location model of switches in ATM communications networks. Ann Oper Res 96:237–243 Marianov V, Rios (2000) A probabilistic quality of service constraint for a location model of switches in ATM communications networks. Ann Oper Res 96:237–243
Zurück zum Zitat Marianov V, Serra D (1998) Probabilistic maximal covering location-allocation for congested system. J Reg Sci 38:401–424CrossRef Marianov V, Serra D (1998) Probabilistic maximal covering location-allocation for congested system. J Reg Sci 38:401–424CrossRef
Zurück zum Zitat Marianov V, Serra D (2011) Location of multiple-server common service centers or facilities, for minimizing general congestion and travel cost functions. Int Reg Sci Rev 34:323–338CrossRef Marianov V, Serra D (2011) Location of multiple-server common service centers or facilities, for minimizing general congestion and travel cost functions. Int Reg Sci Rev 34:323–338CrossRef
Zurück zum Zitat Marianov V, Boffey T, Galvão R (2009) Optimal location of multi-server congestible facilities operating as M/Er/m/N queues. J Oper Res Soc 60:674–684CrossRef Marianov V, Boffey T, Galvão R (2009) Optimal location of multi-server congestible facilities operating as M/Er/m/N queues. J Oper Res Soc 60:674–684CrossRef
Zurück zum Zitat McFadden D (1974) Conditional logit analysis of quantitative choice behavior. In: Zarembka A (ed) Frontiers in econometrics. Academic Press, New York McFadden D (1974) Conditional logit analysis of quantitative choice behavior. In: Zarembka A (ed) Frontiers in econometrics. Academic Press, New York
Zurück zum Zitat Nagurney A (1999) Network economics: A variational inequality approach. Kulwer Academic, BostonCrossRef Nagurney A (1999) Network economics: A variational inequality approach. Kulwer Academic, BostonCrossRef
Zurück zum Zitat Pasandideh S, Chambaria A (2010) A new model for location-allocation problem within queuing framework. J Ind Eng 6:53–61 Pasandideh S, Chambaria A (2010) A new model for location-allocation problem within queuing framework. J Ind Eng 6:53–61
Zurück zum Zitat Rabieyan R, Seifbarghy M (2010) Maximal benefit location problem for a congested system. J Ind Eng 5:73–83 Rabieyan R, Seifbarghy M (2010) Maximal benefit location problem for a congested system. J Ind Eng 5:73–83
Zurück zum Zitat Shen ZJ (2005) Multi-commodity supply chain design problem. IIE Trans 37:753–762CrossRef Shen ZJ (2005) Multi-commodity supply chain design problem. IIE Trans 37:753–762CrossRef
Zurück zum Zitat Suzuki A, Drezner Z (2009) The minimum equitable radius location problem with continuous demand. Eur J Oper Res 195:17–30CrossRef Suzuki A, Drezner Z (2009) The minimum equitable radius location problem with continuous demand. Eur J Oper Res 195:17–30CrossRef
Zurück zum Zitat Tong D (2011) Optimal pricing and capacity planning in operations managemnet. Ph.D. Thesis, University of Toronto, Toronto Tong D (2011) Optimal pricing and capacity planning in operations managemnet. Ph.D. Thesis, University of Toronto, Toronto
Zurück zum Zitat Vidyarthi N, Jayaswal S (2013) Efficient solution of a class of location-allocation problems with stochastic demand and congestion. Working paper Vidyarthi N, Jayaswal S (2013) Efficient solution of a class of location-allocation problems with stochastic demand and congestion. Working paper
Zurück zum Zitat Wang Q, Batta R, Rump C (2002) Algorithms for a facility location problem with stochastic customer demand and immobile servers. Ann Oper Res 111:17–34CrossRef Wang Q, Batta R, Rump C (2002) Algorithms for a facility location problem with stochastic customer demand and immobile servers. Ann Oper Res 111:17–34CrossRef
Zurück zum Zitat Wang Q, Batta R, Rump C (2004) Facility location models for immobile servers with stochastic demand. Nav Res Logist 51:138–152 Wang Q, Batta R, Rump C (2004) Facility location models for immobile servers with stochastic demand. Nav Res Logist 51:138–152
Zurück zum Zitat Whitt W (1992) Understanding the efficiency of multi-server service systems. Manag Sci 38:708–723CrossRef Whitt W (1992) Understanding the efficiency of multi-server service systems. Manag Sci 38:708–723CrossRef
Zurück zum Zitat Zhang Y, Berman O, Verter V (2009) Incorporating congestion in preventive healthcare facility network design. Eur J Oper Res 198:922–935CrossRef Zhang Y, Berman O, Verter V (2009) Incorporating congestion in preventive healthcare facility network design. Eur J Oper Res 198:922–935CrossRef
Zurück zum Zitat Zhang Y, Berman O, Marcotte P, Verter V (2010) A bilevel model for preventive healthcare facility network design with congestion. IIE Trans 42:865–880CrossRef Zhang Y, Berman O, Marcotte P, Verter V (2010) A bilevel model for preventive healthcare facility network design with congestion. IIE Trans 42:865–880CrossRef
Metadaten
Titel
Stochastic Location Models with Congestion
verfasst von
Oded Berman
Dmitry Krass
Copyright-Jahr
2015
DOI
https://doi.org/10.1007/978-3-319-13111-5_17

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