A center-based modeling approach to solve the districting problem. Issue 2 (1st February 2019)
- Record Type:
- Journal Article
- Title:
- A center-based modeling approach to solve the districting problem. Issue 2 (1st February 2019)
- Main Title:
- A center-based modeling approach to solve the districting problem
- Authors:
- Kong, Yunfeng
Zhu, Yanfang
Wang, Yujing - Abstract:
- ABSTRACT: This article deals with the districting problem arising in applications such as political districting, police patrol area delineation and sales territory design. The aim of districting is to group basic areal units into geographic districts such that some set of criteria are satisfied, with basic criteria being district balance, compactness and contiguity. This article proposes a center-based mixed-integer linear programming model to solve the districting problem. Given the central units of districts, the model optimizes weighted objectives of district balance and compactness while satisfying contiguous constraints on districts. The performance of the model was tested using three study areas with 297, 324 and 1297 areal units, respectively. Experimentation shows that, using the district centers identified by a multistart weighted K-medoids algorithm, the model instances can be solved optimally or near-optimally. Compared with local search-based algorithms, the center-based approach outperforms metaheuristics such as simulated annealing, variable neighborhood descent, iterative local search and old bachelor acceptance search in terms of solution quality.
- Is Part Of:
- International journal of geographical information science. Volume 33:Issue 2(2019)
- Journal:
- International journal of geographical information science
- Issue:
- Volume 33:Issue 2(2019)
- Issue Display:
- Volume 33, Issue 2 (2019)
- Year:
- 2019
- Volume:
- 33
- Issue:
- 2
- Issue Sort Value:
- 2019-0033-0002-0000
- Page Start:
- 368
- Page End:
- 384
- Publication Date:
- 2019-02-01
- Subjects:
- Districting problem -- mixed-integer linear programming -- weighted K-medoids algorithm -- center-based approach
Geography -- Data processing -- Periodicals
Information storage and retrieval systems -- Periodicals
Géomatique -- Périodiques
Systèmes d'information -- Périodiques
910.285 - Journal URLs:
- http://www.tandfonline.com/loi/tgis20 ↗
http://www.tandfonline.com/ ↗ - DOI:
- 10.1080/13658816.2018.1474472 ↗
- Languages:
- English
- ISSNs:
- 1365-8816
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4542.266150
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 11782.xml