Assessing the Influence of Land-Use Changes on Water Quality Using Remote Sensing and GIS: A Study in Cirata Reservoir, Indonesia
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Keywords:
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Cirata reservoir, GIS, Land-use changes, Remote sensing, TSS
Abstract
Environmental Changes in a round of reservoir have dramatic influences on the sedimentation and deterioration of water quality. A significant land-use change in Cibalagung sub-watershed has impact on the water quality in the Cirata reservoir. In this study, we used remote sensing and GIS to investigate the influence of land-use changes on water quality in Cibalagung sub-watershed, Cirata reservoir in 2004–2014. The influence of land-use changes on total suspended solids (TSS), as a main parameter of water quality, was determined by path analysis. This study indicated that 92.50 % of land-use changes through increasing mixed plantations, cropland, settlements, and grassland could affect the TSS content in the reservoir.
References
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Quantitative Data. Journal of Heredity, 90; 260–262
Dede, M., C. Asdak, and I. Setiawan (2021). Spatial Dynamics Model of Land Use and Land Cover Changes: A Compar- ison of CA, ANN, and ANN-CA. Register: Jurnal Ilmiah
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El-Askary, H., S. Abd El-Mawla, J. Li, M. El-Hattab, and M. El-Raey (2014). Change Detection of Coral Reef Habitat Using Landsat-5 TM, Landsat 7 ETM+ and Landsat 8 OLI Data in The Red Sea (Hurghada, Egypt). International Journal of Remote Sensing, 35(6); 2327–2346
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Li, S., S. Gu, W. Liu, H. Han, and Q. Zhang (2008). Water Quality in Relation to Land Use and Land Cover in The Upper Han River Basin, China. Catena, 75(2); 216–222
Mancino, G., A. Ferrara, A. Padula, and A. Nolè (2020). Cross-Comparison Between Landsat 8 (OLI) and Landsat 7 (ETM+) Derived Vegetation Indices in a Mediterranean Environment. Remote Sensing, 12(2); 291
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Muñoz, J. G., F. Montalban, J. Gras, P. G. Rubí, and F. Matador (2006). Environmental Integrated Rules in Dams with Water Quality Problems: The Santomera Dam, an Example on How to Integrate Water Quality and Water Quantity Needs. Dams and Reservoirs, Societies and Environment in The 21st century; 237–244
Nguyen, H. H., N. H. Nghia, H. T. T. Nguyen, A. T. Le, L. T. N. Tran, L. V. K. Duong, S. Bohm, and M. J. Fur- niss (2020). Classification Methods for Mapping Mangrove Extents and Drivers of Change in Thanh Hoa Province, Viet- nam During 2005-2018. Forest and Society, 4(1); 225–242
Nukazawa, K., S. Kajiwara, T. Saito, and Y. Suzuki (2020). Preliminary Assessment of The Impacts of Sediment Sluic- ing Events on Stream Insects in The Mimi River, Japan. Ecological Engineering, 145; 105726
Parikesit, S. H., E. Triharyanto, B. Gunawan, A. O. Sunardi, and R. Ohtsuka (2005). Multi-Source Water Pollution in The Upper Citarum Watershed, Indonesia, with Special Reference to its Spatiotemporal Variation. Environmental Sciences: an International Journal of Environmental Physiology and Toxicology, 12(3); 121–131
PJB BPWC (2019). Report on Feasibility Study for Ordering
and Arrangement of The Floating Net Cage of Cirata Reser- voir. Technical report, Bandung, Center for Environment and Sustainability Science, Universitas Padjadjaran
Raje, D. and P. Mujumdar (2010). Reservoir Performance Un- der Uncertainty in Hydrologic Impacts of Climate Change. Advances in Water Resources, 33(3); 312–326
Razad, A. A., S. Samsudin, A. Setu, N. Abbas, L. M. Sidek, and H. Basri (2020). Investigating The Impact of Land Use Change on Sediment Yield for Hydropower Reservoirs Through GIS Application. In IOP Conference Series: Earth and Environmental Science, 540; 012037
Ridwansyah, I., M. Yulianti, S. I. Onodera, Y. Shimizu, H. Wi- bowo, and M. Fakhrudin (2020). The Impact of Land Use and Climate Change on Surface Runoff and Groundwater in Cimanuk Watershed, Indonesia. Limnology, 21(3); 487–498
Setiawan, I., M. Dede, D. Sugandi, and M. A. Widiawaty (2019). Investigating Urban Crime Pattern and Accessibility Using Geographic Information System in Bandung City. KnE Social Sciences, 3(21); 535–548
Shi, P., Y. Zhang, Z. Li, P. Li, and G. Xu (2017). Influence of Land Use and Land Cover Patterns on Seasonal Water Quality at Multi-Spatial Scales. Catena, 151; 182–190
Simonovic, S. P. (1992). Reservoir Systems Analysis: Closing Gap Between Theory and Practice. Journal of Water Resources Planning and Management, 118(3); 262–280
Siswanto, S. Y. and F. Francés (2019). How Land Use/Land Cover Changes Can Affect Water, Flooding and Sedimen- tation in a Tropical Watershed: A Case Study Using Dis- tributed Modeling in The Upper Citarum Watershed, In- donesia. Environmental Earth Sciences, 78(17); 1–15
Sunardi, S., M. Ariyani, M. Agustian, S. Withaningsih, P. Parikesit, H. Juahir, A. Ismail, and O. S. Abdoellah (2020). Water Corrosivity of Polluted Reservoir and Hydropower Sustainability. Scientific Reports, 10(1); 1–8
Sutono, S., S. Tala’ohu, O. Sopandi, and F. Agus (2002). Soil Loss as Affectes by Different Land Uses in Citarum River Basin, West Java. Proceedings of National Seminar on Multifunc- tionality and Conversion of Agricultural Land Bogor, 113-133
Teas, R. K., J. G. Wacker, and R. E. Hughes (1979). A Path Analysis of Causes and Consequences of Salespeople’s Per- ceptions of Role Clarity. Journal of Marketing Research, 16(3); 355–369
Varol, M. (2020). Spatio-Temporal Changes in Surface Wa- ter Quality and Sediment Phosphorus Content of a Large Reservoir in Turkey. Environmental Pollution, 259; 113860
Wahyudiana, Y. (2019). Perubahan Lingkungan Air dan Dampaknya Terhadap Produksi Listrik di PLTA Cirata. Ju- rnal TEDC, 13(3); 324–332. (in Indonesia)
Wang, Y. G., S. S. Wang, and J. Dunlop (2015). Statistical Modelling and Power Analysis for Detecting Trends in Total Suspended Sediment Loads. Journal of Hydrology, 520; 439– 447
Welde, K. and B. Gebremariam (2017). Effect of Land Use Land Cover Dynamics on Hydrological Response of Wa- tershed: Case Study of Tekeze Dam Watershed, Northern Ethiopia. International Soil and Water Conservation Research,
5(1); 1–16
Widiawaty, M. A. (2019). Mari Mengenal Sains Informasi Ge-
ografis. INA-Rxiv. (in Indonesia)
Widiawaty, M. A. and M. Dede (2018). Pemodelan Spasial
Bahaya dan Kerentanan Bencana Banjir di Wilayah Timur Kabupaten Cirebon. Jurnal Dialog Penanggulangan Bencana, 9(2); 142–153. (in Indonesia)
Widiawaty, M. A., A. Ismail, M. Dede, and N. Nurhanifah (2020a). Modeling Land Use and Land Cover Dynamic Using Geographic Information System and Markov-CA. Geosfera Indonesia, 5(2); 210–225
Widiawaty, M. A. and H. M. Nandi (2020). Physical and Social Factors of Shoreline Change in Gebang, Cirebon Regency 1915–2019. Geospatial Information, 4(1); 327–334
Widiawaty, M. A., N. Nandi, and H. Murtianto (2021). Dampak Fisik dan Sosial Perubahan Garis Pantai di Ke- camatan Gebang, Kabupaten Cirebon. Seminar Nasional Geomatika, 4; 667–678. (in Indonesia)
Widiawaty, M. A., N. Nurhanifah, A. Ismail, and M. Dede
(2020b). The Impact of Cirebon Coal-Fired Power Plants on Water Quality in Mundu Bay, Cirebon Regency. Sustinere: Journal of Environment and Sustainability, 4(3); 189–204
Widiyati, A. (2011). Rancang Bangun Model Pen- geleloan Waduk Berkelanjutan Berbasis Perikanan Budidaya Karamba Jaring Apung (Kasus Waduk Cirata Jawa Barat). Technical Report, IPB University. (in Indonesia)
Zaimes, G. N., D. Gounaridis, and D. Fotakis (2011). Assessing Riparian Land-Uses/Vegetation Cover Along The Nestos River in Greece. Fresenius Environmental Bulletin, 20(12); 3217–3225
Zaimes, G. N., D. Gounaridis, and E. Symenonakis (2019). Assessing The Impact of Dams on Riparian and Deltaic Vegetation Using Remotely-Sensed Vegetation Indices and Random Forests Modelling. Ecological Indicators, 103; 630– 641
Zhang, J., P. Li, and J. Wang (2014). Urban Built-Up Area Extraction from Landsat TM/ETM+ Images Using Spectral Information and Multivariate Texture. Remote Sensing, 6(8); 7339–7359
Al Fugara, A. M., B. Pradhan, and T. Ahmed Mohamed (2009). Improvement of Land-Use Classification Using Object-Oriented and Fuzzy Logic Approach. Applied Geo- matics, 1(4); 111–120
Annandale, G. W. (1987). Reservoir Sedimentation. Elsevier Arsyad, S. (2009). Konservasi Tanah dan Air. PT Penerbit IPB
Press. (in Indonesia)
Ben-David, A. (2008). Comparison of Classification Accu-
racy Using Cohen’s Weighted Kappa. Expert Systems with
Applications, 34(2); 825–832
Chen, R. S. and C. M. Tsai (2017). Development of an Eval-
uation System for Sustaining Reservoir Functions-a Case Study of Shiwen Reservoir in Taiwan. Sustainability, 9(8); 1387
Chen, S., L. Han, X. Chen, D. Li, L. Sun, and Y. Li (2015). Estimating Wide Range Total Suspended Solids Concentra- tions from MODIS 250-m imageries: An Improved Method. ISPRS Journal of Photogrammetry and Remote Sensing, 99; 58– 69
Congalton, R. G. (1991). A Review of Assessing The Accuracy of Classifications of Remotely Sensed Data. Remote Sensing of Environment, 37(1); 35–46
Congalton, R. G. and K. Green (2019). Assessing The Accuracy of Remotely Sensed Data: Principles and Practices. CRC Press
Cramer, C., T. Wehner, and S. Donaghy (1999). PATHSAS:
A SAS Computer Program for Path Coefficient Analysis of
Quantitative Data. Journal of Heredity, 90; 260–262
Dede, M., C. Asdak, and I. Setiawan (2021). Spatial Dynamics Model of Land Use and Land Cover Changes: A Compar- ison of CA, ANN, and ANN-CA. Register: Jurnal Ilmiah
Teknologi Sistem Informasi, 8(1); 38–49
Dede, M., M. A. Widiawaty, G. P. Pramulatsih, A. Ismail,
A. Ati, and H. Murtianto (2019). Integration of Participa- tory Mapping, Crowdsourcing and Geographic Information System in Flood Disaster Management (Case Study Cile- dug Lor, Cirebon). Journal of Information Technology and its Utilization, 2(2); 44–47
El-Askary, H., S. Abd El-Mawla, J. Li, M. El-Hattab, and M. El-Raey (2014). Change Detection of Coral Reef Habitat Using Landsat-5 TM, Landsat 7 ETM+ and Landsat 8 OLI Data in The Red Sea (Hurghada, Egypt). International Journal of Remote Sensing, 35(6); 2327–2346
Erol, A. and T. O. Randhir (2013). Watershed Ecosystem Modeling of Land-Use Impacts on Water Quality. Ecological Modelling, 270; 54–63
Espa, P., M. L. Brignoli, G. Crosa, G. Gentili, and S. Quadroni (2016). Controlled Sediment Flushing at The Cancano Reservoir (Italian Alps): Management of The Operation and Downstream Environmental Impact. Journal of Environmen- tal Management, 182; 1–12
Firdaus, R., N. Nakagoshi, et al. (2013). Assessment of The Relationship Between Land Use Land Cover and Water Quality Status of The Tropical Watershed: A Case of Batang Merao Watershed, Indonesia. Journal of Biodiversity and Environmental Sciences, 3(11); 21–30
George, M. W., R. H. Hotchkiss, and R. Huffaker (2017). Reservoir Sustainability and Sediment Management. Jour- nal of Water Resources Planning and Management, 143(3); 04016077
Giri, C. P. (2012). Remote Sensing of Land Use and Land Cover: Principles and Applications. CRC Press
Gounaridis, D., G. N. Zaimes, and S. Koukoulas (2014). Quan- tifying Spatio-Temporal Patterns of Forest Fragmentation in Hymettus Mountain, Greece. Computers, Environment and Urban Systems, 46; 35–44
Graf, W. L., E. Wohl, T. Sinha, and J. L. Sabo (2010). Sedi- mentation and Sustainability of Western American Reser- voirs. Water Resources Research, 46(12); W12535
Hassani, M., M. C. Chabou, M. Hamoudi, and M. S. Guet- touche (2015). Index of Extraction of Water Surfaces from Landsat 7 ETM+ Smages. Arabian Journal of Geosciences, 8(6); 3381–3389
Ho, M., U. Lall, M. Allaire, N. Devineni, H. H. Kwon, I. Pal, D. Raff, and D. Wegner (2017). The Future Role of Dams in The United States of America. Water Resources Research, 53(2); 982–998
Imen, S., N. B. Chang, and Y. J. Yang (2015). Developing The Remote Sensing-Based Early Warning System for Monitor- ing TSS Concentrations in Lake Mead. Journal of Environ- mental Management, 160; 73–89
Ismail, A., M. Dede, M. A. Widiawaty, et al. (2020). Urbanisasi Dan HIV di Kota Bandung (Perspektif Geografi Kesehatan). Buletin Penelitian Kesehatan, 48(2); 139–146. (in Indonesia)
Jiang, N. and L. Fu (1998). Problems of Reservoir Sedimenta- tion in China. Chinese Geographical Science, 8(2); 117–125
Kartamihardja, E. S. and K. Krismono (2016). Ekologi dan Pengelolaan Perikanan Waduk Kaskade Sungai Citarum. Purwakarta: Amafrad Press. (in Indonesia)
Lepage, H., M. Launay, J. Le Coz, H. Angot, C. Miège, S. Gairoard, O. Radakovitch, and M. Coquery (2020). Im- pact of Dam Flushing Operations on Sediment Dynamics and Quality in The Upper Rhône River, France. Journal of Environmental Management, 255; 109886
Li, Q., M. Yu, G. Lu, T. Cai, X. Bai, and Z. Xia (2011). Impacts of The Gezhouba and Three Gorges Reservoirs on The Sediment Regime in The Yangtze River, China. Journal of Hydrology, 403(3-4); 224–233
Li, S., S. Gu, W. Liu, H. Han, and Q. Zhang (2008). Water Quality in Relation to Land Use and Land Cover in The Upper Han River Basin, China. Catena, 75(2); 216–222
Mancino, G., A. Ferrara, A. Padula, and A. Nolè (2020). Cross-Comparison Between Landsat 8 (OLI) and Landsat 7 (ETM+) Derived Vegetation Indices in a Mediterranean Environment. Remote Sensing, 12(2); 291
Moelyo, M. T. and H. I. Januar (2012). Forecast Total Distribu- tion and Large Suspended Sediment Basis Point Sediment Particles Catchment of Cirata Reservoir. In In Proceedings of National Seminar on Limnology at Palembang
Mousavi, S. M., S. Roostaei, and H. Rostamzadeh (2019). Estimation of Flood Land Use/Land Cover Mapping by Regional Modelling of Flood Hazard at Sub-Basin Level Case Study: Marand Basin. Geomatics, Natural Hazards and Risk, 10(1); 1155–1175
Muñoz, J. G., F. Montalban, J. Gras, P. G. Rubí, and F. Matador (2006). Environmental Integrated Rules in Dams with Water Quality Problems: The Santomera Dam, an Example on How to Integrate Water Quality and Water Quantity Needs. Dams and Reservoirs, Societies and Environment in The 21st century; 237–244
Nguyen, H. H., N. H. Nghia, H. T. T. Nguyen, A. T. Le, L. T. N. Tran, L. V. K. Duong, S. Bohm, and M. J. Fur- niss (2020). Classification Methods for Mapping Mangrove Extents and Drivers of Change in Thanh Hoa Province, Viet- nam During 2005-2018. Forest and Society, 4(1); 225–242
Nukazawa, K., S. Kajiwara, T. Saito, and Y. Suzuki (2020). Preliminary Assessment of The Impacts of Sediment Sluic- ing Events on Stream Insects in The Mimi River, Japan. Ecological Engineering, 145; 105726
Parikesit, S. H., E. Triharyanto, B. Gunawan, A. O. Sunardi, and R. Ohtsuka (2005). Multi-Source Water Pollution in The Upper Citarum Watershed, Indonesia, with Special Reference to its Spatiotemporal Variation. Environmental Sciences: an International Journal of Environmental Physiology and Toxicology, 12(3); 121–131
PJB BPWC (2019). Report on Feasibility Study for Ordering
and Arrangement of The Floating Net Cage of Cirata Reser- voir. Technical report, Bandung, Center for Environment and Sustainability Science, Universitas Padjadjaran
Raje, D. and P. Mujumdar (2010). Reservoir Performance Un- der Uncertainty in Hydrologic Impacts of Climate Change. Advances in Water Resources, 33(3); 312–326
Razad, A. A., S. Samsudin, A. Setu, N. Abbas, L. M. Sidek, and H. Basri (2020). Investigating The Impact of Land Use Change on Sediment Yield for Hydropower Reservoirs Through GIS Application. In IOP Conference Series: Earth and Environmental Science, 540; 012037
Ridwansyah, I., M. Yulianti, S. I. Onodera, Y. Shimizu, H. Wi- bowo, and M. Fakhrudin (2020). The Impact of Land Use and Climate Change on Surface Runoff and Groundwater in Cimanuk Watershed, Indonesia. Limnology, 21(3); 487–498
Setiawan, I., M. Dede, D. Sugandi, and M. A. Widiawaty (2019). Investigating Urban Crime Pattern and Accessibility Using Geographic Information System in Bandung City. KnE Social Sciences, 3(21); 535–548
Shi, P., Y. Zhang, Z. Li, P. Li, and G. Xu (2017). Influence of Land Use and Land Cover Patterns on Seasonal Water Quality at Multi-Spatial Scales. Catena, 151; 182–190
Simonovic, S. P. (1992). Reservoir Systems Analysis: Closing Gap Between Theory and Practice. Journal of Water Resources Planning and Management, 118(3); 262–280
Siswanto, S. Y. and F. Francés (2019). How Land Use/Land Cover Changes Can Affect Water, Flooding and Sedimen- tation in a Tropical Watershed: A Case Study Using Dis- tributed Modeling in The Upper Citarum Watershed, In- donesia. Environmental Earth Sciences, 78(17); 1–15
Sunardi, S., M. Ariyani, M. Agustian, S. Withaningsih, P. Parikesit, H. Juahir, A. Ismail, and O. S. Abdoellah (2020). Water Corrosivity of Polluted Reservoir and Hydropower Sustainability. Scientific Reports, 10(1); 1–8
Sutono, S., S. Tala’ohu, O. Sopandi, and F. Agus (2002). Soil Loss as Affectes by Different Land Uses in Citarum River Basin, West Java. Proceedings of National Seminar on Multifunc- tionality and Conversion of Agricultural Land Bogor, 113-133
Teas, R. K., J. G. Wacker, and R. E. Hughes (1979). A Path Analysis of Causes and Consequences of Salespeople’s Per- ceptions of Role Clarity. Journal of Marketing Research, 16(3); 355–369
Varol, M. (2020). Spatio-Temporal Changes in Surface Wa- ter Quality and Sediment Phosphorus Content of a Large Reservoir in Turkey. Environmental Pollution, 259; 113860
Wahyudiana, Y. (2019). Perubahan Lingkungan Air dan Dampaknya Terhadap Produksi Listrik di PLTA Cirata. Ju- rnal TEDC, 13(3); 324–332. (in Indonesia)
Wang, Y. G., S. S. Wang, and J. Dunlop (2015). Statistical Modelling and Power Analysis for Detecting Trends in Total Suspended Sediment Loads. Journal of Hydrology, 520; 439– 447
Welde, K. and B. Gebremariam (2017). Effect of Land Use Land Cover Dynamics on Hydrological Response of Wa- tershed: Case Study of Tekeze Dam Watershed, Northern Ethiopia. International Soil and Water Conservation Research,
5(1); 1–16
Widiawaty, M. A. (2019). Mari Mengenal Sains Informasi Ge-
ografis. INA-Rxiv. (in Indonesia)
Widiawaty, M. A. and M. Dede (2018). Pemodelan Spasial
Bahaya dan Kerentanan Bencana Banjir di Wilayah Timur Kabupaten Cirebon. Jurnal Dialog Penanggulangan Bencana, 9(2); 142–153. (in Indonesia)
Widiawaty, M. A., A. Ismail, M. Dede, and N. Nurhanifah (2020a). Modeling Land Use and Land Cover Dynamic Using Geographic Information System and Markov-CA. Geosfera Indonesia, 5(2); 210–225
Widiawaty, M. A. and H. M. Nandi (2020). Physical and Social Factors of Shoreline Change in Gebang, Cirebon Regency 1915–2019. Geospatial Information, 4(1); 327–334
Widiawaty, M. A., N. Nandi, and H. Murtianto (2021). Dampak Fisik dan Sosial Perubahan Garis Pantai di Ke- camatan Gebang, Kabupaten Cirebon. Seminar Nasional Geomatika, 4; 667–678. (in Indonesia)
Widiawaty, M. A., N. Nurhanifah, A. Ismail, and M. Dede
(2020b). The Impact of Cirebon Coal-Fired Power Plants on Water Quality in Mundu Bay, Cirebon Regency. Sustinere: Journal of Environment and Sustainability, 4(3); 189–204
Widiyati, A. (2011). Rancang Bangun Model Pen- geleloan Waduk Berkelanjutan Berbasis Perikanan Budidaya Karamba Jaring Apung (Kasus Waduk Cirata Jawa Barat). Technical Report, IPB University. (in Indonesia)
Zaimes, G. N., D. Gounaridis, and D. Fotakis (2011). Assessing Riparian Land-Uses/Vegetation Cover Along The Nestos River in Greece. Fresenius Environmental Bulletin, 20(12); 3217–3225
Zaimes, G. N., D. Gounaridis, and E. Symenonakis (2019). Assessing The Impact of Dams on Riparian and Deltaic Vegetation Using Remotely-Sensed Vegetation Indices and Random Forests Modelling. Ecological Indicators, 103; 630– 641
Zhang, J., P. Li, and J. Wang (2014). Urban Built-Up Area Extraction from Landsat TM/ETM+ Images Using Spectral Information and Multivariate Texture. Remote Sensing, 6(8); 7339–7359
Authors
Sunardi, S., Nursamsi, I., Dede, M., Paramitha, A., Chandra Wirawan Arief, M., Ariyani, M., & Santoso, P. (2022). Assessing the Influence of Land-Use Changes on Water Quality Using Remote Sensing and GIS: A Study in Cirata Reservoir, Indonesia. Science and Technology Indonesia, 7(1), 106–114. https://doi.org/10.26554/sti.2022.7.1.106-114
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