A review of assessment methods for cellular automata models of land-use change and urban growth

X Tong, Y Feng - International Journal of Geographical Information …, 2020 - Taylor & Francis
Cellular automata (CA) models are in growing use for land-use change simulation and
future scenario prediction. It is necessary to conduct model assessment that reports the …

Wastewater-irrigated vegetables are a significant source of heavy metal contaminants: toxicity and health risks

K Aftab, S Iqbal, MR Khan, R Busquets, R Noreen… - Molecules, 2023 - mdpi.com
Water contaminated with heavy metals constitutes an important threat. This threat is a real
problem with a negative impact in some develo** countries where untreated industrial …

Intensity Analysis and the Figure of Merit's components for assessment of a Cellular Automata–Markov simulation model

OG Varga, RG Pontius Jr, SK Singh, S Szabó - Ecological Indicators, 2019 - Elsevier
Some popular metrics to evaluate land change simulation models are misleading.
Therefore, land change scientists have called for the development of methods to evaluate …

Improving spatial accuracy of urban growth simulation models using ensemble forecasting approaches

H Shafizadeh-Moghadam - Computers, Environment and Urban Systems, 2019 - Elsevier
This paper aims to improve the spatial accuracy of urban growth simulation models and
clarify any associated uncertainties. Artificial Neural Networks (ANNs), Random Forest (RF) …

[HTML][HTML] How good is my map? A tool for semi-automated thematic map** and spatially explicit confidence assessment

PJ Mitchell, AL Downie, M Diesing - Environmental Modelling & Software, 2018 - Elsevier
Thematic maps are important for a range of disciplines including spatial planning and
ecosystem status assessments. Despite an increasing focus on accuracy assessment …

The land transformation model-cluster framework: Applying k-means and the Spark computing environment for large scale land change analytics

H Omrani, B Parmentier, M Helbich… - … modelling & software, 2019 - Elsevier
This study introduces a novel framework for land change simulation that combines the
traditional Land Transformation Model (LTM) with data clustering tools for the purposes of …

An ensemble of spatially explicit land-cover model projections: prospects and challenges to retrospectively evaluate deforestation policy

AV Bradley, IMD Rosa, A Brandão, S Crema… - Modeling Earth Systems …, 2017 - Springer
Ensemble techniques, common in many disciplines, have yet to be fully exploited with
spatially explicit projections from land-change models. We trial a land-change model …

Comparison of spatial modelling approaches to simulate urban growth: a case study on Udaipur city, India

B Mondal, S Chakraborti, DN Das, PK Joshi… - Geocarto …, 2020 - Taylor & Francis
Assessment of past and future urban growth processes helps the decision makers to
evaluate and formulate the policy documents. In an attempt to make such assessments, this …

Does planned retreat matter? Investigating land use change under the impacts of flooding induced by sea level rise

J Song, X Fu, R Wang, ZR Peng, Z Gu - Mitigation and Adaptation …, 2018 - Springer
Coastal regions worldwide are during the process of rapid urban expansion. However,
expanded urban settlements in land-sea interfaces have been faced with unprecedented …

Landuse classification of hyperspectral data by spectral angle mapper and support vector machine in humid tropical region of India

G Gopinath, N Sasidharan, U Surendran - Earth Science Informatics, 2020 - Springer
Hyperspectral images are being used in various fields. The main objective of the present
study was to use hyperspectral imagery from Hyperion with Spectral Angle Mapper (SAM) …