Identifying land use and land cover (LULC) change from 2000 to 2025 driven by tourism growth: A study case in Bali

Bali has been open to tourism since the beginning of the 20 th century and is known as the first tourist destination in Indonesia. The Denpasar, Badung, Gianyar, and Tabanan (Sarbagita) areas experience the most rapid growth of tourism activity in Bali. This rapid tourism growth has caused land use...

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Main Authors: A.B. Rimba, T. Atmaja, G. Mohan, S.K. Chapagain, A. Arumansawang, Carolyn Melissa Payus, K. Fukushi
Format: Article
Language:English
English
Published: 2020
Subjects:
Online Access:https://eprints.ums.edu.my/id/eprint/26255/1/Identifying%20land%20use%20and%20land%20cover%20%28LULC%29%20change%20from%202000%20to%202025%20driven%20by%20tourism%20growth.pdf
https://eprints.ums.edu.my/id/eprint/26255/2/Identifying%20land%20use%20and%20land%20cover%20%28LULC%29%20change%20from%202000%20to%202025%20driven%20by%20tourism%20growth1.pdf
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author A.B. Rimba
T. Atmaja
G. Mohan
S.K. Chapagain
A. Arumansawang
Carolyn Melissa Payus
K. Fukushi
author_facet A.B. Rimba
T. Atmaja
G. Mohan
S.K. Chapagain
A. Arumansawang
Carolyn Melissa Payus
K. Fukushi
author_sort A.B. Rimba
collection UMS
description Bali has been open to tourism since the beginning of the 20 th century and is known as the first tourist destination in Indonesia. The Denpasar, Badung, Gianyar, and Tabanan (Sarbagita) areas experience the most rapid growth of tourism activity in Bali. This rapid tourism growth has caused land use and land cover (LULC) to change drastically. This study mapped the land-use change in Bali from 2000 to 2025. The land change modeller (LCM) tool in ArcGIS was employed to conduct this analysis. The images were classified into agricultural land, open area, mangrove, vegetation/forest, and built-up area. Some Landsat images in 2000 and 2015 were exploited in predicting the land use and land cover (LULC) change in 2019 and 2025. To measure the accuracy of prediction, Landsat 8 OLI images for 2019 were classified and tested to verify the LULC model for 2019. The Multi-Layer Perceptron (MLP) neural network was trained with two influencing factors: elevation and road network. The result showed that the built-up growth direction expanded from the Denpasar area to the neighbouring areas, and land was converted from agriculture, open area and vegetation/forest to built-up for all observation years. The built-up was predicted growing up to 43 % from 2015 to 2025. This model could support decision-makers in issuing a policy for monitoring LULC since the Kappa coefficients were more than 80% for all models.
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spelling ums.eprints-262552021-01-06T00:40:50Z https://eprints.ums.edu.my/id/eprint/26255/ Identifying land use and land cover (LULC) change from 2000 to 2025 driven by tourism growth: A study case in Bali A.B. Rimba T. Atmaja G. Mohan S.K. Chapagain A. Arumansawang Carolyn Melissa Payus K. Fukushi GE Environmental Sciences QE Geology Bali has been open to tourism since the beginning of the 20 th century and is known as the first tourist destination in Indonesia. The Denpasar, Badung, Gianyar, and Tabanan (Sarbagita) areas experience the most rapid growth of tourism activity in Bali. This rapid tourism growth has caused land use and land cover (LULC) to change drastically. This study mapped the land-use change in Bali from 2000 to 2025. The land change modeller (LCM) tool in ArcGIS was employed to conduct this analysis. The images were classified into agricultural land, open area, mangrove, vegetation/forest, and built-up area. Some Landsat images in 2000 and 2015 were exploited in predicting the land use and land cover (LULC) change in 2019 and 2025. To measure the accuracy of prediction, Landsat 8 OLI images for 2019 were classified and tested to verify the LULC model for 2019. The Multi-Layer Perceptron (MLP) neural network was trained with two influencing factors: elevation and road network. The result showed that the built-up growth direction expanded from the Denpasar area to the neighbouring areas, and land was converted from agriculture, open area and vegetation/forest to built-up for all observation years. The built-up was predicted growing up to 43 % from 2015 to 2025. This model could support decision-makers in issuing a policy for monitoring LULC since the Kappa coefficients were more than 80% for all models. 2020 Article PeerReviewed text en https://eprints.ums.edu.my/id/eprint/26255/1/Identifying%20land%20use%20and%20land%20cover%20%28LULC%29%20change%20from%202000%20to%202025%20driven%20by%20tourism%20growth.pdf text en https://eprints.ums.edu.my/id/eprint/26255/2/Identifying%20land%20use%20and%20land%20cover%20%28LULC%29%20change%20from%202000%20to%202025%20driven%20by%20tourism%20growth1.pdf A.B. Rimba and T. Atmaja and G. Mohan and S.K. Chapagain and A. Arumansawang and Carolyn Melissa Payus and K. Fukushi (2020) Identifying land use and land cover (LULC) change from 2000 to 2025 driven by tourism growth: A study case in Bali. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences. pp. 1621-1627. https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-1621-2020
spellingShingle GE Environmental Sciences
QE Geology
A.B. Rimba
T. Atmaja
G. Mohan
S.K. Chapagain
A. Arumansawang
Carolyn Melissa Payus
K. Fukushi
Identifying land use and land cover (LULC) change from 2000 to 2025 driven by tourism growth: A study case in Bali
title Identifying land use and land cover (LULC) change from 2000 to 2025 driven by tourism growth: A study case in Bali
title_full Identifying land use and land cover (LULC) change from 2000 to 2025 driven by tourism growth: A study case in Bali
title_fullStr Identifying land use and land cover (LULC) change from 2000 to 2025 driven by tourism growth: A study case in Bali
title_full_unstemmed Identifying land use and land cover (LULC) change from 2000 to 2025 driven by tourism growth: A study case in Bali
title_short Identifying land use and land cover (LULC) change from 2000 to 2025 driven by tourism growth: A study case in Bali
title_sort identifying land use and land cover lulc change from 2000 to 2025 driven by tourism growth a study case in bali
topic GE Environmental Sciences
QE Geology
url https://eprints.ums.edu.my/id/eprint/26255/1/Identifying%20land%20use%20and%20land%20cover%20%28LULC%29%20change%20from%202000%20to%202025%20driven%20by%20tourism%20growth.pdf
https://eprints.ums.edu.my/id/eprint/26255/2/Identifying%20land%20use%20and%20land%20cover%20%28LULC%29%20change%20from%202000%20to%202025%20driven%20by%20tourism%20growth1.pdf
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