1. A review of current calibration and validation practices in land-change modeling
- Author
-
Arnold K. Bregt, Peter H. Verburg, Jasper van Vliet, Daniel G. Brown, Hedwig van Delden, Scott Heckbert, Earth and Climate, and Amsterdam Global Change Institute
- Subjects
Environmental Engineering ,Calibration and validation ,010504 meteorology & atmospheric sciences ,Computer science ,Calibration (statistics) ,Land-use change ,Urban growth model ,Model accuracy ,Equifinality ,010501 environmental sciences ,Machine learning ,computer.software_genre ,01 natural sciences ,Laboratory of Geo-information Science and Remote Sensing ,Statistical analyses ,Credibility ,Fraction (mathematics) ,Model development ,Laboratorium voor Geo-informatiekunde en Remote Sensing ,Model evaluation ,0105 earth and related environmental sciences ,Land change ,Management science ,business.industry ,Ecological Modeling ,PE&RC ,SDG 11 - Sustainable Cities and Communities ,Artificial intelligence ,business ,computer ,Land-cover change ,Software - Abstract
Land-change models are increasingly used to explore land-change dynamics, as well as for policy analyses and scenario studies. In this paper we review calibration and validation approaches adopted for recently published applications of land-change models. We found that statistical analyses and automated procedures are the two most common calibration approaches, while expert knowledge, manual calibration, and transfer of parameters from other applications are less frequently used. Validation of model results is predominantly based on locational accuracy assessment, while a small fraction of the applications assessed the accuracy of the generated land-use or land-cover patterns. Of the reviewed model applications, thirty-one percent did not report any validation. We argue that to mature as a scientific tool, and to gain credibility for scenario studies and policy assessments, the validation of land-change models requires consideration of challenges posed by uncertainty, complexity, and non-stationarity of land-change processes, and equifinality and multifinality of land-change models.
- Published
- 2016
- Full Text
- View/download PDF