Land Use, Built-Up, and Vegetation Index in North Halmahera Regency through Spatio-Temporal Analysis

Yerik Afrianto Singgalen

Abstract

Monitoring land use, buildings, and vegetation index of ecotourism areas in North Halmahera can support planning space utilization in urban areas for tourist areas as the concept of land use management and urban planning. This study offers ideas for analyzing the distribution of buildings, vegetation index, and land use in the mangrove ecotourism area of North Halmahera Regency using the spatio-temporal analysis method. The spatio-temporal analysis method comprises several stages: data selection, preprocessing, data integration, spatial analysis, temporal analysis, spatio-temporal analysis, data visualization, interpretation and understanding, and data visualization. The results of this study show that changes in the livelihood strategy of local people, from farmers and fishermen to traders, also affect land use patterns, from agricultural activities to economic activities, which triggers an increase in the number of buildings for production activities to product distribution. The implications of these findings on ecotourism development programs and policies and infrastructure development in the North Halmahera Regency are to consider community livelihoods and space or land use behavior in ecotourism areas based on vegetation, soil, and building index values. Thus, the intensification of building distribution and changes in vegetation index values from 2013-2023 reflect changes in people's livelihood strategies from agrarian activities to trade and from fishermen's activities to tourism transportation service providers.


 

References

Ahmadi, Irayanti, I., Pradana, C. A., Ayulestary, A. S., & Oping. (2023). Pemanfaatan limbah sabut kelapa sebagai upaya pemberdayaan perempuan pesisir. Resona, 7(1), 133–142. https://doi.org/10.35906/resona.v7i1.1397
Andriansyah, Nurwanda, A., & Rifai, B. (2023). Structural change and regional economic growth in Indonesia. Bulletin of Indonesian Economic Studies, 59(1), 91–117. https://doi.org/10.1080/00074918.2021.1914320
Apituley, L. G. F., & Eddyono, S. W. (2022). Women and violence in Hibualamo traditions (An analysis of restorative justice in resolving casses of domestic violence). Sasi, 28(3), 369–378. https://doi.org/10.47268/sasi.v28i3.972
Brock Porth, C., Porth, L., Zhu, W., Boyd, M., Tan, K. S., & Liu, K. (2020). Remote sensing applications for insurance: A predictive model for pasture yield in the presence of systemic weather. North American Actuarial Journal, 24(2), 333–354. https://doi.org/10.1080/10920277.2020.1717345
Centinaio, A., Comerio, N., & Pacicco, F. (2022). Arrivederci! An analysis of tourism impact in the Italian Provinces. International Journal of Hospitality and Tourism Administration, 24(4), 563–589. https://doi.org/10.1080/15256480.2021.2025187
Chen, F., Zhou, W., Tang, Y., Li, R., Lin, H., Balz, T., Luo, J., Shi, P., Zhu, M., & Fang, C. (2022). Remote sensing-based deformation monitoring of pagodas at the Bagan cultural heritage site, Myanmar. International Journal of Digital Earth, 15(1), 770–788. https://doi.org/10.1080/17538947.2022.2062466
Chu, L., Zou, Y., Masiliūnas, D., Blaschke, T., & Verbesselt, J. (2021). Assessing the impact of bridge construction on the land use/cover and socio-economic indicator time series: A case study of Hangzhou Bay Bridge. GIScience and Remote Sensing, 58(2), 199–216. https://doi.org/10.1080/15481603.2020.1868212
Dapilah, F., Nielsen, J. Ø., & Akongbangre, J. N. (2019). Peri-urban transformation and shared natural resources: The case of shea trees depletion and livelihood in Wa municipality, Northwestern Ghana. African Geographical Review, 38(4), 374–389. https://doi.org/10.1080/19376812.2018.1480395
Ding, S., Zhang, R., Liu, Y., Lu, P., & Liu, M. (2023). Visitor crowding at World Heritage Sites based on tourist spatial-temporal distribution: A case study of the Master-of-Nets Garden, China. Journal of Heritage Tourism, 18(5), 632657. https://doi.org/10.1080/1743873X.2023.2214680
Du, Z., Yu, L., Li, X., Zhao, J., Chen, X., Xu, Y., Yang, P., Yang, J., Peng, D., Xue, Y., & Gong, P. (2023). Integrating remote sensing temporal trajectory and survey statistics to update land use/land cover maps. International Journal of Digital Earth, 16(2), 4428–4445. https://doi.org/10.1080/17538947.2023.2274422
Dumade, S., Muhammad, M., & Ekaria, E. (2022). Kajian agribisnis komoditi kelapa dalam di Desa Simau Kecamatan Galela Induk Kabupaten Halmahera Utara. Jurnal Biosainstek, 4(2), 22–26. https://doi.org/10.52046/biosainstek.v4i2.1057
Fadlin, F., Kurniadin, N., & Prasetya, F. V. A. S. (2020). Analisis indeks kekritisan lingkungan di Kota Makassar menggunakan citra satelit Landsat 8 OLI/TIRS. Jurnal Geodesi dan Geomatika (ELIPSOIDA), 3(1), 55–63. https://doi.org/10.14710/elipsoida.2020.6232
Feng, J., Xie, S., Knight, D. W., Teng, S., & Liu, C. (2020). Tourism-induced landscape change along China’s rural-urban fringe: a case study of Zhangjiazha. Asia Pacific Journal of Tourism Research, 25(8), 914–930. https://doi.org/10.1080/10941665.2020.1802310
Flynn, S., Meaney, W., Leadbetter, A. M., Fisher, J. P., & Nic Aonghusa, C. (2021). Lessons from a marine spatial planning data management process for Ireland. International Journal of Digital Earth, 14(2), 139–157. https://doi.org/10.1080/17538947.2020.1808720
Gandharum, L., Mulyani, M. E., Hartono, D. M., Karsidi, A., & Ahmad, M. (2021). Remote sensing versus the area sampling frame method in paddy rice acreage estimation in Indramayu regency, West Java Province, Indonesia. International Journal of Remote Sensing, 42(5), 1738–1767. https://doi.org/10.1080/01431161.2020.1842541
García, D. H., Rezapouraghdam, H., Hall, C. M., Karatepe, O. M., & Koupaei, S. N. (2023). Spatio-temporal variability of the earth’s surface temperature and the changes in land user/land cover: implications for sustainable tourism development. Journal of Policy Research in Tourism, Leisure and Events, 1–28. https://doi.org/10.1080/19407963.2023.2242362
Gelbman, A. (2022). Seaside hotel location and environmental impact: Land use dilemmas. Journal of Tourism and Cultural Change, 20(4), 530–550. https://doi.org/10.1080/14766825.2021.1961797
Guha, S., Govil, H., & Besoya, M. (2020). An investigation on seasonal variability between LST and NDWI in an urban environment using Landsat satellite data. Geomatics, Natural Hazards and Risk, 11(1), 1319–1345. https://doi.org/10.1080/19475705.2020.1789762
Gultom, I. S., Anggoro, T. D., Handadari, A. S. K., Wicaksono, P., & Nugraha, R. B. A. (2023). Nilai ekonomi ekosistem mangrove di kawasan pesisir Lantebung Kota Makassar. Jurnal Sosial Ekonomi Kelautan dan Perikanan, 18(1), 1–16. https://doi.org/10.15578/jsekp.v18i1.11577
Handiani, D. N., Heriati, A., & Gunawan, W. A. (2022). Comparison of coastal vulnerability assessment for Subang Regency in North Coast West Java-Indonesia. Geomatics, Natural Hazards and Risk, 13(1), 1178–1206. https://doi.org/10.1080/19475705.2022.2066573
Hardianto, Jaya, L. M. G., Nurgiantoro, & Khairisa, N. H. (2021). Perbandingan metode indeks vegetasi NDVI, SAVI, dan EVI terkoreksi atmosfer iCOR. Jurnal Geografi Aplikasi dan Teknologi, 5(1), 53–62. https://doi.org/10.33772/jagat.v5i1.17841
Huang, L., Liao, C., Guo, X., Liu, Y., & Liu, X. (2023). Analysis of the impact of livelihood capital on livelihood strategies of leased-in farmland households: A case study of Jiangxi Province, China. Sustainability, 15(13), 10245. https://doi.org/10.3390/su151310245
Johann, M., Mishra, S., Malhotra, G., & Tiwari, S. R. (2022). Participation in active sport tourism: Impact assessment of destination involvement and perceived risk. Journal of Sport and Tourism, 26(2), 101–123. https://doi.org/10.1080/14775085.2021.2017326
Kantakumar, L. N., Kumar, S., & Schneider, K. (2019). SUSM: A scenario-based urban growth simulation model using remote sensing data. European Journal of Remote Sensing, 52(sup2), 26–41. https://doi.org/10.1080/22797254.2019.1585209
Ma, M., Tang, J., & Dombrosky, J. M. (2022). Coupling relationship of tourism urbanization and rural revitalization: A case study of Zhangjiajie, China. Asia Pacific Journal of Tourism Research, 27(7), 673–691. https://doi.org/10.1080/10941665.2022.2105158
Maaiah, B., Al-Badarneh, M., & Al-Shorman, A. (2023). Mapping potential nature based tourism in Jordan using AHP, GIS and remote sensing. Journal of Ecotourism, 22(2), 260–280. https://doi.org/10.1080/14724049.2021.1968879
Marsaoly, S., Barora, S., & Tutupoho, M. (2018). The right protection of indigenous people in the spatial planning policy during the regional autonomy era of North Halmahera Regency in North Maluku Province. KHAIRUN: Law Journal, 1(2), 73–83. https://doi.org/10.33387/klj.v1i2.1878
Miradj, S., & Tohe, A. (2021). Peran Hibualamo dalam penyelesaian konflik antar umat beragama di Kabupaten Halmahera Utara. Al-Tadabbur, 7(1), 112–130. https://doi.org/10.46339/altadabbur.v7i1.565
Morf, A., Moodie, J., Cedergren, E., Eliasen, S. Q., Gee, K., Kull, M., Mahadeo, S., Husa, S., & Vološina, M. (2022). Challenges and enablers to integrate land-sea-interactions in cross-border marine and coastal planning: Experiences from the Pan Baltic scope collaboration. Planning Practice and Research, 37(3), 333–354. https://doi.org/10.1080/02697459.2022.2074112
Muhammad, M., & Buturu, A. (2019). Analisis nilai tambah dan pemasaran kelapa di Desa Simau Kecamatan Galela Induk Kabupaten Halmahera Utara. Jurnal Biosainstek, 1(1), 31–37. https://doi.org/10.52046/biosainstek.v1i01.210
Munanura, I. E., & Kline, J. D. (2023). Residents’ support for tourism: The role of tourism impact attitudes, forest value orientations, and quality of life in Oregon, United States. Tourism Planning and Development, 20(4), 566–582. https://doi.org/10.1080/21568316.2021.2012713
Niavis, S. (2020). Evaluating the spatio-temporal performance of tourist destinations: The case of Mediterranean coastal regions. Journal of Sustainable Tourism, 28(9), 1310–1331. https://doi.org/10.1080/09669582.2020.1736087
Pandya, R., Dev, H. S., Rai, N. D., & Fletcher, R. (2023). Rendering land touristifiable: (Eco)tourism and land use change. Tourism Geographies, 25(4), 1068–1084. https://doi.org/10.1080/14616688.2022.2077425
Pramudiana, I. D. (2018). Dampak konversi lahan petanian terhadap kondisi sosial ekonomi petani di Kecamatan Tikung Kabupaten Lamongan. Asketik, 1(2), 129–136. https://doi.org/10.30762/ask.v1i2.525
Rendana, M., Razi Idris, W. M., Abdul Rahim, S., Ghassan Abdo, H., Almohamad, H., Abdullah Al Dughairi, A., & Albanai, J. A. (2023). Effects of the built-up index and land surface temperature on the mangrove area change along the southern Sumatra coast. Forest Science and Technology, 19(3), 179–189. https://doi.org/10.1080/21580103.2023.2220576
Samili, A. O., & Hasim, J. (2021). Analisis pendapatan petani kelapa (Cocos nucivera) Desa Madopolo Kecamatan Obi Utara Kabupaten Halmahera Selatan. Jurnal Geocivic, 4(1), 1–7. https://doi.org/10.33387/geocivic.v4i1.3055
Singgalen, Y. A. (2020). Mangrove forest utilization for sustainable livelihood through community-based ecotourism in Kao Village of North Halmahera District. Jurnal Manajemen Hutan Tropika, 26(2), 155–168. https://doi.org/10.7226/jtfm.26.2.155
Singgalen, Y. A. (2022). Vegetation index and mangrove forest utilization through ecotourism development in Dodola and Guraping of North Maluku Province. Jurnal Manajemen Hutan Tropika, 28(2), 150–161. https://doi.org/10.7226/jtfm.28.2.150
Singgalen, Y. A., Sasongko, G., & Wiloso, P. G. (2019). Ritual capital for rural livelihood and sustainable tourism development in Indonesia. Jurnal Manajemen Hutan Tropika, 25(2), 115–125. https://doi.org/10.7226/jtfm.25.2.115
Subramaniam, P., Ahmed, A. N., Fai, C. M., Abdul Malek, M., Kumar, P., Huang, Y. F., Sherif, M., & Elshafie, A. (2023). Integrated GIS and multivariate statistical approach for spatial and temporal variability analysis for lake water quality index. Cogent Engineering, 10(1), 2190490. https://doi.org/10.1080/23311916.2023.2190490
Sun, C., Li, J., Liu, Y., Cao, L., Zheng, J., Yang, Z., Ye, J., & Li, Y. (2022). Ecological quality assessment and monitoring using a time-series remote sensing-based ecological index (ts-RSEI). GIScience and Remote Sensing, 59(1), 1793–1816. https://doi.org/10.1080/15481603.2022.2138010
Vargas, T. F., Vázquez, I. T., & Gómez, R. A. (2021). Remote sensing based forest canopy opening and their spatial representation. Forest Science and Technology, 17(4), 214–224. https://doi.org/10.1080/21580103.2021.2002198
Wahyono, E., Prayoga, R. A., Hakim, F. N., Solekha, N., Fatimah, S., & Purbandini, L. (2023). Economic mitigation institutions: A new approach to livelihood systems in disaster-prone areas. Society, 11(1), 52–63. https://doi.org/10.33019/society.v11i1.538
Wang, T., He, J., & Ning, Z. (2023). Observations on the development of townships around mega-tourist attraction caused by land use change—the case of Zhangjiajie, China. Journal of Asian Architecture and Building Engineering, 22(5), 3006–3027. https://doi.org/10.1080/13467581.2023.2167494
Wang, Z., Xu, N., Wang, B., Liu, Y., & Zhang, S. (2022). Urban building extraction from high-resolution remote sensing imagery based on multi-scale recurrent conditional generative adversarial network. GIScience and Remote Sensing, 59(1), 861–884. https://doi.org/10.1080/15481603.2022.2076382
Wen, Y., Guo, B., Zang, W., Ge, D., Luo, W., & Zhao, H. (2020). Desertification detection model in Naiman Banner based on the albedo-modified soil adjusted vegetation index feature space using the Landsat8 OLI images. Geomatics, Natural Hazards and Risk, 11(1), 544–558. https://doi.org/10.1080/19475705.2020.1734100
Wong, D. W. H., Tai, A. C. L., Chan, D. Y. T., & Lee, H. F. (2023). Can tourism development and economic growth mutually reinforce in small countries? Evidence from Singapore. Current Issues in Tourism. https://doi.org/10.1080/13683500.2023.2213879
Wu, H., Kim, S., & Wong, A. K. F. (2020). Residents’ perceptions of desired and perceived tourism impact in Hainan Island. Asia Pacific Journal of Tourism Research, 25(6), 573–591. https://doi.org/10.1080/10941665.2020.1752749
Wu, T.-P., Wu, H.-C., Wu, Y.-Y., Liu, Y.-T., & Wu, S.-T. (2022a). Causality between tourism and economic growth nexus. Journal of China Tourism Research, 18(1), 88–105. https://doi.org/10.1080/19388160.2020.1801545
Wu, T., Zhao, X., Wang, S., Zhang, X., Liu, K., & Yang, J. (2022b). Phenology-based cropland retirement remote sensing model: A case study in Yan’an, Loess Plateau, China. GIScience and Remote Sensing, 59(1), 1103–1120. https://doi.org/10.1080/15481603.2022.2100043
Yin, S., Yang, X., & Chen, J. (2023). Response and adaptation of farmers’ livelihood transformation under the background of rural transformation: Evidence from the Qinling Mountains, China. Sustainability, 15(17), 13004. https://doi.org/10.3390/su151713004
Zhang, Y., Shi, K., Sun, X., Zhang, Y., Li, N., Wang, W., Zhou, Y., Zhi, W., Liu, M., Li, Y., Zhu, G., Qin, B., Jeppesen, E., Zhou, J., & Li, H. (2022). Improving remote sensing estimation of Secchi disk depth for global lakes and reservoirs using machine learning methods. GIScience and Remote Sensing, 59(1), 1367–1383. https://doi.org/10.1080/15481603.2022.2116102
Zhou, M., Li, D., Liao, K., & Lu, D. (2023). Integration of Landsat time-series vegetation indices improves consistency of change detection. International Journal of Digital Earth, 16(1), 1276–1299. https://doi.org/10.1080/17538947.2023.2200040
Zhu, H., Yu, W., & Li, J. (2023). The spatial injustice in tourism-led historic urban area renewal: An analytical framework from stakeholder analysis. Current Issues in Tourism. https://doi.org/10.1080/13683500.2023.2203849
Žížala, D., Juřicová, A., Zádorová, T., Zelenková, K., & Minařík, R. (2019). Mapping soil degradation using remote sensing data and ancillary data: South-East Moravia, Czech Republic. European Journal of Remote Sensing, 52(sup1), 108–122. https://doi.org/10.1080/22797254.2018.1482524

Authors

Yerik Afrianto Singgalen
yerik.afrianto@atmajaya.ac.id (Primary Contact)
SinggalenY. A. (2024). Land Use, Built-Up, and Vegetation Index in North Halmahera Regency through Spatio-Temporal Analysis. Jurnal Manajemen Hutan Tropika, 30(1), 70. https://doi.org/10.7226/jtfm.30.1.70

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