Skip to main content
Erschienen in: OR Spectrum 2/2021

27.03.2021 | Original Article

The obnoxious facilities planar p-median problem

verfasst von: Pawel Kalczynski, Zvi Drezner

Erschienen in: OR Spectrum | Ausgabe 2/2021

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In this paper, we propose the planar obnoxious facilities p-median problem. In the p-median problem the objective is to find p locations for facilities that minimize the weighted sum of distances between communities and their closest facility. In the obnoxious version, we add constraints that each facility must be located at least a certain distance from a partial set of communities because they generate nuisance affecting these communities. The resulting problem is extremely non-convex and traditional nonlinear solvers such as SNOPT are not efficient. An efficient solution method based on Voronoi diagrams is proposed and tested. We also constructed the efficient frontiers of the test problems, showing the trade-off between the required distance and the p-median objective, to assist the planers in making location decisions.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Aneja Y, Parlar M (1994) Algorithms for Weber facility location in the presence of forbidden regions and/or barriers to travel. Transp Sci 28:70–76CrossRef Aneja Y, Parlar M (1994) Algorithms for Weber facility location in the presence of forbidden regions and/or barriers to travel. Transp Sci 28:70–76CrossRef
Zurück zum Zitat Antunes AP, Teixeira J, Coutinho M (2008) Managing solid waste through discrete location analysis: a case study in central Portugal. J Oper Res Soc 59:1038–1046CrossRef Antunes AP, Teixeira J, Coutinho M (2008) Managing solid waste through discrete location analysis: a case study in central Portugal. J Oper Res Soc 59:1038–1046CrossRef
Zurück zum Zitat Aurenhammer F, Klein R, Lee D-T (2013) Voronoi diagrams and delaunay triangulations. World Scientific, New JerseyCrossRef Aurenhammer F, Klein R, Lee D-T (2013) Voronoi diagrams and delaunay triangulations. World Scientific, New JerseyCrossRef
Zurück zum Zitat Batta R, Chiu S (1988) Optimal obnoxious paths on a network: transportation of hazardous materials. Oper Res 36:84–92CrossRef Batta R, Chiu S (1988) Optimal obnoxious paths on a network: transportation of hazardous materials. Oper Res 36:84–92CrossRef
Zurück zum Zitat Batta R, Ghose A, Palekar U (1989) Locating facilities on the Manhattan metric with arbitrarily shaped barriers and convex forbidden regions. Transp Sci 23:26–36CrossRef Batta R, Ghose A, Palekar U (1989) Locating facilities on the Manhattan metric with arbitrarily shaped barriers and convex forbidden regions. Transp Sci 23:26–36CrossRef
Zurück zum Zitat Berman O, Simchi-Levi D (1990) The conditional location problem on networks. Transp Sci 24:77–78CrossRef Berman O, Simchi-Levi D (1990) The conditional location problem on networks. Transp Sci 24:77–78CrossRef
Zurück zum Zitat Berman O, Drezner Z, Krass D (2011) Big segment small segment global optimization algorithm on networks. Networks 58:1–11CrossRef Berman O, Drezner Z, Krass D (2011) Big segment small segment global optimization algorithm on networks. Networks 58:1–11CrossRef
Zurück zum Zitat Brimberg J, Hansen P, Mladenović N, Taillard E (2000) Improvements and comparison of heuristics for solving the uncapacitated multisource Weber problem. Oper Res 48:444–460CrossRef Brimberg J, Hansen P, Mladenović N, Taillard E (2000) Improvements and comparison of heuristics for solving the uncapacitated multisource Weber problem. Oper Res 48:444–460CrossRef
Zurück zum Zitat Butt S, Cavalier T (1996) An efficient algorithm for facility location in the presence of forbidden regions. Eur J Oper Res 90:56–70CrossRef Butt S, Cavalier T (1996) An efficient algorithm for facility location in the presence of forbidden regions. Eur J Oper Res 90:56–70CrossRef
Zurück zum Zitat Calik H, Labbé M, Yaman H (2015) p-center problems. In: Location science. Springer, pp 79–92 Calik H, Labbé M, Yaman H (2015) p-center problems. In: Location science. Springer, pp 79–92
Zurück zum Zitat Carrizosa E, Toth B (2019) Anti-covering problems. In: Location science. Springer, pp 123–141 Carrizosa E, Toth B (2019) Anti-covering problems. In: Location science. Springer, pp 123–141
Zurück zum Zitat Chen D, Chen R (2009) New relaxation-based algorithms for the optimal solution of the continuous and discrete \(p\)-center problems. Comput Oper Res 36:1646–1655CrossRef Chen D, Chen R (2009) New relaxation-based algorithms for the optimal solution of the continuous and discrete \(p\)-center problems. Comput Oper Res 36:1646–1655CrossRef
Zurück zum Zitat Church RL, Drezner Z (2020) Review of obnoxious facilities location problems. Review Church RL, Drezner Z (2020) Review of obnoxious facilities location problems. Review
Zurück zum Zitat Church RL, Garfinkel RS (1978) Locating an obnoxious facility on a network. Transp Sci 12:107–118CrossRef Church RL, Garfinkel RS (1978) Locating an obnoxious facility on a network. Transp Sci 12:107–118CrossRef
Zurück zum Zitat Church RL, Meadows B (1979) Location modelling using maximum service distance criteria. Geogr Anal 11:358–373CrossRef Church RL, Meadows B (1979) Location modelling using maximum service distance criteria. Geogr Anal 11:358–373CrossRef
Zurück zum Zitat CPLEX, IBM ILOG (2019) 12.10: User’s Manual for CPLEX. International Business Machines Corporation, Incline Village, NV CPLEX, IBM ILOG (2019) 12.10: User’s Manual for CPLEX. International Business Machines Corporation, Incline Village, NV
Zurück zum Zitat Daskin MS (1995) Network and discrete location: models, algorithms, and applications. Wiley, New YorkCrossRef Daskin MS (1995) Network and discrete location: models, algorithms, and applications. Wiley, New YorkCrossRef
Zurück zum Zitat Daskin MS, Maass KL (2015) The p-median problem. In: Laporte G, Nickel S, da Gama FS (eds) Location science. Springer, Berlin, pp 21–45CrossRef Daskin MS, Maass KL (2015) The p-median problem. In: Laporte G, Nickel S, da Gama FS (eds) Location science. Springer, Berlin, pp 21–45CrossRef
Zurück zum Zitat Drezner Z, Drezner TD (2020) Biologically inspired parent selection in genetic algorithms. Ann Oper Res 287:161–183CrossRef Drezner Z, Drezner TD (2020) Biologically inspired parent selection in genetic algorithms. Ann Oper Res 287:161–183CrossRef
Zurück zum Zitat Drezner Z, Suzuki A (2004) The big triangle small triangle method for the solution of non-convex facility location problems. Oper Res 52:128–135CrossRef Drezner Z, Suzuki A (2004) The big triangle small triangle method for the solution of non-convex facility location problems. Oper Res 52:128–135CrossRef
Zurück zum Zitat Drezner Z, Wesolowsky GO (1983) Minimax and maximin facility location problems on a sphere. Naval Res Logist Q 30:305–312CrossRef Drezner Z, Wesolowsky GO (1983) Minimax and maximin facility location problems on a sphere. Naval Res Logist Q 30:305–312CrossRef
Zurück zum Zitat Drezner Z, Wesolowsky GO (1996) Obnoxious facility location in the interior of a planar network. J Reg Sci 35:675–688CrossRef Drezner Z, Wesolowsky GO (1996) Obnoxious facility location in the interior of a planar network. J Reg Sci 35:675–688CrossRef
Zurück zum Zitat Drezner Z, Klamroth K, Schöbel A, Wesolowsky GO (2002) The Weber problem. In: Drezner Z, Hamacher HW (eds) Facility location: applications and theory. Springer, Berlin, pp 1–36CrossRef Drezner Z, Klamroth K, Schöbel A, Wesolowsky GO (2002) The Weber problem. In: Drezner Z, Hamacher HW (eds) Facility location: applications and theory. Springer, Berlin, pp 1–36CrossRef
Zurück zum Zitat Drezner T, Drezner Z, Scott CH (2009) Location of a facility minimizing nuisance to or from a planar network. Comput Oper Res 36:135–148CrossRef Drezner T, Drezner Z, Scott CH (2009) Location of a facility minimizing nuisance to or from a planar network. Comput Oper Res 36:135–148CrossRef
Zurück zum Zitat Drezner Z, Scott CH, Turner J (2016) Mixed planar and network single-facility location problems. Networks 68:271–282CrossRef Drezner Z, Scott CH, Turner J (2016) Mixed planar and network single-facility location problems. Networks 68:271–282CrossRef
Zurück zum Zitat Drezner T, Drezner Z, Schöbel A (2018) The Weber obnoxious facility location model: a big arc small arc approach. Comput Oper Res 98:240–250CrossRef Drezner T, Drezner Z, Schöbel A (2018) The Weber obnoxious facility location model: a big arc small arc approach. Comput Oper Res 98:240–250CrossRef
Zurück zum Zitat Drezner T, Drezner Z, Kalczynski P (2019a) The planar multifacility collection depots location problem. Comput Oper Res 102:121–129CrossRef Drezner T, Drezner Z, Kalczynski P (2019a) The planar multifacility collection depots location problem. Comput Oper Res 102:121–129CrossRef
Zurück zum Zitat Drezner Z, Kalczynski P, Salhi S (2019b) The multiple obnoxious facilities location problem on the plane: a Voronoi based heuristic. OMEGA Int J Manag Sci 87:105–116CrossRef Drezner Z, Kalczynski P, Salhi S (2019b) The multiple obnoxious facilities location problem on the plane: a Voronoi based heuristic. OMEGA Int J Manag Sci 87:105–116CrossRef
Zurück zum Zitat Eiselt HA, Marianov V (2015) Location modeling for municipal solid waste facilities. Comput Oper Res 62:305–315CrossRef Eiselt HA, Marianov V (2015) Location modeling for municipal solid waste facilities. Comput Oper Res 62:305–315CrossRef
Zurück zum Zitat Erkut E, Neuman S (1989) Analytical models for locating undesirable facilities. Eur J Oper Res 40:275–291CrossRef Erkut E, Neuman S (1989) Analytical models for locating undesirable facilities. Eur J Oper Res 40:275–291CrossRef
Zurück zum Zitat Gill PE, Murray W, Saunders MA (2005) SNOPT: an SQP algorithm for large-scale constrained optimization. SIAM Rev 47:99–131CrossRef Gill PE, Murray W, Saunders MA (2005) SNOPT: an SQP algorithm for large-scale constrained optimization. SIAM Rev 47:99–131CrossRef
Zurück zum Zitat Goldman AJ, Dearing PM (1975a) Concepts of optimal location for partially noxious facilities. Bull Oper Res Soc Am 23:B85 Goldman AJ, Dearing PM (1975a) Concepts of optimal location for partially noxious facilities. Bull Oper Res Soc Am 23:B85
Zurück zum Zitat Goldman AJ, Dearing PM (1975b) Concepts of optimal location for partially noxious facilities. ORSA/TIMS NationalMeeting, Chicago Goldman AJ, Dearing PM (1975b) Concepts of optimal location for partially noxious facilities. ORSA/TIMS NationalMeeting, Chicago
Zurück zum Zitat Hamacher HW, Schöbel A (1997) A note on center problems with forbidden polyhedra. Oper Res Lett 20:165–169CrossRef Hamacher HW, Schöbel A (1997) A note on center problems with forbidden polyhedra. Oper Res Lett 20:165–169CrossRef
Zurück zum Zitat Hansen P, Peeters D, Thisse J-F (1981) On the location of an obnoxious facility. Sistemi Urbani 3:299–317 Hansen P, Peeters D, Thisse J-F (1981) On the location of an obnoxious facility. Sistemi Urbani 3:299–317
Zurück zum Zitat Hansen P, Jaumard B, Krau S (1995) An algorithm for Weber’s problem on the sphere. Loc Sci 3:217–237CrossRef Hansen P, Jaumard B, Krau S (1995) An algorithm for Weber’s problem on the sphere. Loc Sci 3:217–237CrossRef
Zurück zum Zitat Kariv O, Hakimi SL (1979) An algorithmic approach to network location problems. I: the \(p\)-centers. SIAM J Appl Math 37:513–538CrossRef Kariv O, Hakimi SL (1979) An algorithmic approach to network location problems. I: the \(p\)-centers. SIAM J Appl Math 37:513–538CrossRef
Zurück zum Zitat Katz I, Cooper L (1981) Facility location in the presence of forbidden regions i: Formulation and the case of Euclidean distance with one forbidden circle. Eur J Oper Res 6:166–173CrossRef Katz I, Cooper L (1981) Facility location in the presence of forbidden regions i: Formulation and the case of Euclidean distance with one forbidden circle. Eur J Oper Res 6:166–173CrossRef
Zurück zum Zitat Kuenne RE, Soland RM (1972) Exact and approximate solutions to the multisource Weber problem. Math Program 3:193–209CrossRef Kuenne RE, Soland RM (1972) Exact and approximate solutions to the multisource Weber problem. Math Program 3:193–209CrossRef
Zurück zum Zitat Lee DT, Schachter BJ (1980) Two algorithms for constructing a Delaunay triangulation. Int J Parallel Prog 9:219–242 Lee DT, Schachter BJ (1980) Two algorithms for constructing a Delaunay triangulation. Int J Parallel Prog 9:219–242
Zurück zum Zitat Love RF, Morris JG, Wesolowsky GO (1988) Facilities location: models and methods. North Holland, New York Love RF, Morris JG, Wesolowsky GO (1988) Facilities location: models and methods. North Holland, New York
Zurück zum Zitat Minieka E (1980) Conditional centers and medians on a graph. Networks 10:265–272CrossRef Minieka E (1980) Conditional centers and medians on a graph. Networks 10:265–272CrossRef
Zurück zum Zitat Ogryczak W, Zawadzki M (2002) Conditional median: a parametric solution concept for location problems. Ann Oper Res 110:167–181CrossRef Ogryczak W, Zawadzki M (2002) Conditional median: a parametric solution concept for location problems. Ann Oper Res 110:167–181CrossRef
Zurück zum Zitat Ohya T, Iri M, Murota K (1984) Improvements of the incremental method of the Voronoi diagram with computational comparison of various algorithms. J Oper Res Soc Jpn 27:306–337 Ohya T, Iri M, Murota K (1984) Improvements of the incremental method of the Voronoi diagram with computational comparison of various algorithms. J Oper Res Soc Jpn 27:306–337
Zurück zum Zitat Okabe A, Boots B, Sugihara K, Chiu SN (2000) Spatial tessellations: concepts and applications of Voronoi diagrams. Wiley Series in Probability and Statistics. Wiley, HobokenCrossRef Okabe A, Boots B, Sugihara K, Chiu SN (2000) Spatial tessellations: concepts and applications of Voronoi diagrams. Wiley Series in Probability and Statistics. Wiley, HobokenCrossRef
Zurück zum Zitat ReVelle CS, Swain RW (1970) Central facilities location. Geogr Anal 2:30–42CrossRef ReVelle CS, Swain RW (1970) Central facilities location. Geogr Anal 2:30–42CrossRef
Zurück zum Zitat Schöbel A, Scholz D (2010) The big cube small cube solution method for multidimensional facility location problems. Comput Oper Res 37:115–122CrossRef Schöbel A, Scholz D (2010) The big cube small cube solution method for multidimensional facility location problems. Comput Oper Res 37:115–122CrossRef
Zurück zum Zitat Shamos M, Hoey D (1975) Closest-point problems. In: Proceedings 16th Annual Symposium on the Foundations of Computer Science, Berkeley, CA, pp 151–162 Shamos M, Hoey D (1975) Closest-point problems. In: Proceedings 16th Annual Symposium on the Foundations of Computer Science, Berkeley, CA, pp 151–162
Zurück zum Zitat Sugihara K, Iri M (1992) Construction of the voronoi diagram for one million generators in single-precision arithmetic. Proc IEEE 80:1471–1484CrossRef Sugihara K, Iri M (1992) Construction of the voronoi diagram for one million generators in single-precision arithmetic. Proc IEEE 80:1471–1484CrossRef
Zurück zum Zitat Suzuki A (2019) Big triangle small triangle method for the Weber problem on the sphere. In: Eiselt HA, Marianov V (eds) Contributions to Location Analysis—In Honor of Zvi Drezner’s 75th Birthday. Springer, pp 109–123 Suzuki A (2019) Big triangle small triangle method for the Weber problem on the sphere. In: Eiselt HA, Marianov V (eds) Contributions to Location Analysis—In Honor of Zvi Drezner’s 75th Birthday. Springer, pp 109–123
Zurück zum Zitat Suzuki A, Okabe A (1995) Using Voronoi diagrams. In: Drezner Z (ed) Facility location: a survey of applications and methods. Springer, New York, pp 103–118CrossRef Suzuki A, Okabe A (1995) Using Voronoi diagrams. In: Drezner Z (ed) Facility location: a survey of applications and methods. Springer, New York, pp 103–118CrossRef
Zurück zum Zitat Voronoï G (1908) Nouvelles applications des paramètres continus à la théorie des formes quadratiques. deuxième mémoire. recherches sur les parallélloèdres primitifs. J Reine Angew Math 134:198–287CrossRef Voronoï G (1908) Nouvelles applications des paramètres continus à la théorie des formes quadratiques. deuxième mémoire. recherches sur les parallélloèdres primitifs. J Reine Angew Math 134:198–287CrossRef
Zurück zum Zitat Weber A (1909) Über den Standort der Industrien, 1. Teil: Reine Theorie des Standortes. English Translation: on the Location of Industries. University of Chicago Press, Chicago, IL. Translation published in 1929 Weber A (1909) Über den Standort der Industrien, 1. Teil: Reine Theorie des Standortes. English Translation: on the Location of Industries. University of Chicago Press, Chicago, IL. Translation published in 1929
Zurück zum Zitat Wesolowsky GO (1993) The Weber problem: history and perspectives. Loc Sci 1:5–23 Wesolowsky GO (1993) The Weber problem: history and perspectives. Loc Sci 1:5–23
Metadaten
Titel
The obnoxious facilities planar p-median problem
verfasst von
Pawel Kalczynski
Zvi Drezner
Publikationsdatum
27.03.2021
Verlag
Springer Berlin Heidelberg
Erschienen in
OR Spectrum / Ausgabe 2/2021
Print ISSN: 0171-6468
Elektronische ISSN: 1436-6304
DOI
https://doi.org/10.1007/s00291-021-00626-z

Weitere Artikel der Ausgabe 2/2021

OR Spectrum 2/2021 Zur Ausgabe