Proceedings of the ARTEPOLIS 8 - the 8th Biannual International Conference (ARTEPOLIS 2020)

In Land Change Modelling: Design Cognition and Machine Learning

Authors
Medria Shekar Rani1, *, Wiwik Dwi Pratiwi1
1School of Architecture, Planning and Policy Development, Institut Teknologi Bandung, Indonesia
*Corresponding author. Email: medria.shekar@gmail.com; medriasr@ar.itb.ac.id
Corresponding Author
Medria Shekar Rani
Available Online 29 November 2021.
DOI
10.2991/assehr.k.211126.005How to use a DOI?
Keywords
Land change modeling; Machine learning; Design cognition
Abstract

The landscape is continuously changing due to natural disturbances and anthropogenic activities. The alteration can and simulated using models continuously being developed with different approaches, such as Machine learning and Cellular. This paper explores the use of Multi-layer perceptron (MLP) integrated with the Cellular Automata-Markov (CA-Markov) model to simulate the future land cover change based on development planning scenarios. An example of model applications and the potential elaboration using free online spatial datasets in Jakarta is also presented. The paper shows how different spatial policies and guidelines can be incorporated into the modeling process, allowing users to assign areas where new developments can occur in the future. It is argued that the generation of spatial plan alternatives and the possibility of including sketching as a tool in the activity is similar to design cognition.

Copyright
© 2021 The Authors. Published by Atlantis Press SARL.
Open Access
This is an open access article under the CC BY-NC license.

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Volume Title
Proceedings of the ARTEPOLIS 8 - the 8th Biannual International Conference (ARTEPOLIS 2020)
Series
Advances in Social Science, Education and Humanities Research
Publication Date
29 November 2021
ISBN
978-94-6239-469-8
ISSN
2352-5398
DOI
10.2991/assehr.k.211126.005How to use a DOI?
Copyright
© 2021 The Authors. Published by Atlantis Press SARL.
Open Access
This is an open access article under the CC BY-NC license.

Cite this article

TY  - CONF
AU  - Medria Shekar Rani
AU  - Wiwik Dwi Pratiwi
PY  - 2021
DA  - 2021/11/29
TI  - In Land Change Modelling: Design Cognition and Machine Learning
BT  - Proceedings of the ARTEPOLIS 8 - the 8th Biannual International Conference (ARTEPOLIS 2020)
PB  - Atlantis Press
SP  - 41
EP  - 47
SN  - 2352-5398
UR  - https://doi.org/10.2991/assehr.k.211126.005
DO  - 10.2991/assehr.k.211126.005
ID  - Rani2021
ER  -