Groundwater Recharge and Surface Runoff Modeling Response to Land Use and Land Cover Dynamics in a Mae Wong Watershed of Thailand

Main Article Content

Banchongsak Faksomboon
Pranee Lertkaeo
Bunchongsri Phunlao

Abstract

This study aims to develop efficient management strategies and assess the spatiotemporal dynamics of land use and land cover (LULC) on surface runoff modeling response dynamics for the long-term sustainability of watersheds. The soil and water assessment tool (SWAT) model was used to evaluate the LULC dynamics on GRSR in the Mae Wong Watershed (MWW) of Thailand. Using Landsat images, three different LULC maps (2011, 2021, and 2031) were created using the cellular automata markov chain (CA-Markov) model, and TerrSet 2020 geospatial monitoring and modeling software. In the overall MWW, the forestland has undergone deforestation and decreased by 2.10% of the total area and 2.72% of the total area has been transformed into agricultural lands due to human activity and population growth. The soil, LULC, weather, and the digital elevation model (DEM) were all used in the SWAT simulation procedure. To understand the groundwater recharge and surface runoff (GRSR) responses of each hydrologic response units (HRUs), the SWAT model was calibrated and verified using streamflow and the sequential uncertainty fitting (SUFI-2) technique from the SWAT calibration and uncertainty program (SWAT-CUP). The results indicate that there is a good agreement for both the calibration and validation phases of all LULC simulations. The study indicated that groundwater recharge has decreased over the last two decades while surface runoff has increased due to the forest area being converted to agricultural land. Thus, the study can support maximizing water management and strategies for systematically attaining sustainability.


 

Article Details

How to Cite
Faksomboon, B. ., Lertkaeo, P. ., & Phunlao, B. . (2024). Groundwater Recharge and Surface Runoff Modeling Response to Land Use and Land Cover Dynamics in a Mae Wong Watershed of Thailand. Applied Environmental Research, 46(1). https://doi.org/10.35762/AER.2024005
Section
Original Article

References

Guzha, A.C., Rufino, M.C., Okoth, S., Jacobs, S., Nóbrega, R.L.B. Impacts of land use and land cover change on surface runoff, discharge and low flows: Evidence from East Africa. Journal of Hydrology: Regional Studies, 2018, 15, 49–67.

Banchongsak, F., Wilailak, S., Nopparat, C., Pimprapai, K., Nares, K., Siraprapa, M., Saksri, S., Bunchongsri, P. Application of mathematical model with geoinformatics system for prediction of land use change in Pong Nam Ron Sub-Watershed, Khlong Lan District, Kamphaengphet Province. Srinakharinwirot University. Journal of Science and Technology, 2002, 14(27), 119-130.

Owuor, S.O., Butterbach-Bahl, K., Guzha, A.C., Rufino, M.C., Pelster, D.E., Díaz-Pinés, E., Breuer, L. Groundwater recharge rates and surface runoff response to land use and land cover changes in semi-arid environments. Journal of Ecological Processes, 2016, 5, 16.

Mensah, J.K., Ofosu, E.A., Yidana, S.M., Akpoti, K., Kabo-bah, A.T. Integrated modeling of hydrological processes and groundwater recharge based on land use land cover, and climate changes: A systematic review. Journal of Environmental Advances, 2022, 8, 100224.

Coelho, V.H.R., Montenegro, S., Almeida, C.N., Silva, B., Oliveira, L.M., Gusmão, A.C.V., Freitas, E.S., Montenegro, A.A.A. Alluvial groundwater recharge estimation in semi-arid environment using remotely sensed data. Journal of Hydrology, 2017, 548, 1–15.

Pavelic, P. Groundwater availability and use in Sub-Saharan Africa: A review of 15 countries, International Water Management Institute (IWMI): Colombo, Sri Lanka, 2012, ISBN 9789290907589.

Mengistu, T.D., Chung, I.-M., Chang, S.W., Yifru, B.A., Kim, M.G., Lee, J., Ware, H.H., Kim, I.-H. Challenges and prospects of advancing groundwater research in Ethiopian Aquifers: A review. Journal of Sustainability, 2021, 13, 11500.

Gessesse, A.A., Melesse, A.M., Abera, F.F., Abiy, A.Z. Modeling hydrological responses to land use dynamics, Choke, Ethiopia. Journal of Water Conservation Science and Engineering, 2019, 4, 201–212.

Wada, Y., van Beek, L.P.H., van Kempen, C.M., Reckman, J.W.T.M., Vasak, S., Bierkens, M.F.P. Global depletion of groundwater resources. Journal of Geophysical Research Letters, 2010, 37, L20402.

Moges, D.M., Bhat, H.G. An insight into land use and land cover changes and their impacts in Rib Watershed, north-western highland Ethiopia. Journal of Land Degradation and Development, 2018, 29, 3317–3330.

Demissie, F., Yeshitila, K., Kindu, M., Schneider, T. Land use/land cover changes and their causes in Libokemkem District of South Gonder, Ethiopia. Journal of Remote Sensing Applications: Society and Environment, 2017, 8, 224–230.

Banchongsak, F., Wilailak, S., Nopparat, C., Nares, K., Sineepa, B. Land use changes of head watershed area on streamflow, suspended sediment and water quality in Khlong Lan Watershed, Kamphaeng Phet Province. Burapha Science Journal, 2019, 24, 2, May-August.

Getu Engida, T., Nigussie, T.A., Aneseyee, A.B., Barnabas, J. Land use/land cover change impact on hydrological process in the Upper Baro Basin, Ethiopia. Journal of Applied and Environmental Soil Science, 2021, 6617541.

Regasa, M.S., Nones, M., Adeba, D. A review on land use and land cover change in Ethiopian Basins. Journal of Land, 2021, 10, 585.

Scanlon, B.R.; Reedy, R.C.; Stonestrom, D.A.; Prudic, D.E.; Dennehy, K.F. Impact of land use and land cover change on groundwater recharge and quality in the southwestern US. Journal of Global Change Biology, 2005, 11, 1577–1593.

Gashaw, T., Tulu, T., Argaw, M., Worqlul, A.W. Modeling the hydrological impacts of land use/land cover changes in the andassa watershed, Blue Nile Basin, Ethiopia. Journal of Science of the Total Environment, 2018, 1394–1408.

Jin, X., Jin, Y., Yuan, D., Mao, X. Effects of land-use data resolution on hydrologic modeling a case study in the upper reach of the Heihe River, Northwest China. Journal of Ecological Modelling, 2019, 404, 61–68.

Santhi, C., Allen, P.M., Muttiah, R.S., Arnold, J.G., Tuppad, P. Regional estimation of base flow for the conterminous united states by hydrologic landscape regions. Journal of Hydrology, 2008, 351, 139–153.

Zewdie, M., Worku, H., Bantider, A. Temporal dynamics of the driving factors of urban landscape change of addis ababa during the past three decades. Journal of Environmental Management, 2018, 61, 132–146.

Suryavanshi, S., Pandey, A., Chaube, U.C. Hydrological simulation of the Betwa River basin (India) using the SWAT model. Hydrological Sciences Journal, 2017, 62, 960–978.

Arnold, J.G., Srinivasan, R., Muttiah, R.S., Williams, J.R. Large area hydrologic modeling and assessment part I: model development. Journal of the American Water Resources Association, 1998, 34, 73–89.

Akoko, G., Le, T.H., Gomi, T., Kato, T. A review of SWAT model application in Africa. Journal of Water, 2021, 13, 1313.

Chen, Y., Niu, J., Sun, Y., Liu, Q., Li, S., Li, P., Sun, L., Li, Q. Study on streamflow response to land use change over the upper reaches of Zhanghe Reservoir in the Yangtze River Basin. Journal of Geoscience Letters, 2020, 7, 6.

Chen, Y., Nakatsugawa, M. Analysis of changes in land use/land cover and hydrological processes caused by earthquakes in the Atsuma River Basin in Japan. Journal of Sustainability, 2021, 13, 13041.

Astuti, I.S., Sahoo, K., Milewski, A., Mishra, D.R. Impact of land use land cover (LULC) change on surface runoff in an Increasingly Urbanized Tropical Watershed. Journal of Water Resources Management, 2019, 33, 4087–4103.

Ghoraba, S.M. Hydrological modeling of the simly dam watershed (Pakistan) using GIS and SWAT model. Alexandria Engineering Journal, 2015, 54, 583–594.

Qiu, W., Ma, T., Wang, Y., Cheng, J., Su, C., Li, J. Review on status of groundwater database and application prospect in deep-time digital earth plan. Journal of Geoscience Frontiers, 2022, 13, 101383.

Sime, C.H., Demissie, T.A., Tufa, F.G. Surface runoff modeling in Ketar Watershed, Ethiopia. Journal of Sedimentary Environments, 2020, 5, 151–162.

Neitsch, S.L., Arnold, J.G., Kiniry, J.R., Williams, J.R. Soil and water assessment tool theoretical documentation version 2009, Texas Water Resources Institute: Temple, TX, USA, 2011, 543.

Woldesenbet, T.A., Elagib, N.A., Ribbe, L., Heinrich, J. Hydrological responses to land use/cover changes in the source region of the Upper Blue Nile Basin, Ethiopia. Journal of Science of the Total Environment, 2017, 575, 724–741.

Leta, M.K., Demissie, T.A., Tränckner, J. Hydrological Responses of watershed to historical and future land use land cover change dynamics of Nashe Watershed, Ethiopia. Journal of Water, 2021, 13, 2372.

Gassman, P.W., Reyes, M.R., Green, C.H., Arnold, J.G. The soil and water assessment tool: Historical development, applications, and future research directions. Journal of Transactions of the ASABE, 2007, 50, 1211–1250.

Arnold, J.G., Moriasi, D.N., Gassman, P.W., Abbaspour, K.C., White, M.J., Srinivasan, R., Santhi, C., Harmel, R.D., Van Griensven, V.A., Van Liew, M.W., Kannan, N., Jha, M. K. SWAT: Model use, calibration, and validation. Journal of Transactions of the ASABE, 2012, 55, 1491–1508.

Eastman, J.R. (2009). Idrisi Taiga, a guide to GIS and image processing. Clark University.

Li, S., Jin, B., Wei, X., Jiang, Y., Wang, J. Using CA-Markov model to model the spatiotemporal change of land use/cover in Fuxian Lake for decision support. International workshop on spatiotemporal computing, ISPRS annals of the photogrammetry, Remote Sensing and Spatial Information Sciences, Virginia, United States, 2015, 13-15 July.

Guan, D., Li, H., Inohae, T., Su, W., Nagaie, T., Hokao, K. Modeling urban land-use change by the integration of cellular automaton and markov model. Journal of Ecological Modelling, 2011, 222(20–22), 3761–3772.

Mohamed, M., Brijesh, K.Y., Mwemezi, J.R., Isaac, L., Sekela, T. Analysis of land use and land-cover pattern to monitor dynamics of ngorongoro world heritage site (Tanzania) using hybrid cellular automata-markov model. Journal of Current Research in Environmental Sustainability, 2022, 4, 100126.

Sheldon M.R. Markov chains. In S.M. Ross (Ed.), Introduction to probability models. Academic Press is an Imprint of Elsevier, 2010, 191–290.

Sinha, P., Kimar, L. Markov land cover change modeling using pairs of time-series satellite images. Journal of Photogrammetric Engineering and Remote Sensing, 2013, 79(11), 1037–1051.

Varga, O.G., Pontious Jr., R.G., Singh, S.K., Szabo, S. Intensity analysis and the fig of merit’s components for an assessment of cellular automata-markov simulation model. Journal of Ecological Indicators, 2019, 101, 933–942.

Anthony, J., Viera, A.J.V. The kappa statistic. Journal of the American Medical Association, 1992, 268, 2513–2514.

Abbaspour, K.C., Rouholahnejad, E., Vaghefi, S., Srinivasan, R., Yang, H., Kløve, B. A continental-scale hydrology and water quality model for Europe: Calibration and uncertainty of a high-resolution large-scale SWAT model. Journal of Hydrology, 2015, 524, 733–752.

Setegn, S.G., Srinivasan, R., Melesse, A.M., Dargahi, B. SWAT model application and prediction uncertainty analysis in the Lake Tana Basin, Ethiopia. Journal of Hydrological Processes, 2009, 24, 357–367.

Kouchi, D.H., Esmaili, K., Faridhosseini, A., Sanaeinejad, S.H., Khalili, D., Abbaspour, K.C. Sensitivity of calibrated parameters and water resource estimates on different objective functions and optimization algorithms. Journal of Water, 2017, 9, 384.

Meaurio, M., Zabaleta, A., Uriarte, J.A., Srinivasan, R., Antigüedad, I. Evaluation of SWAT models performance to simulate streamflow spatial origin. The case of a small-forested watershed. Journal of Hydrology, 2015, 525, 326–334.

Abbaspour, K.C. Calibration of hydrologic models: When is a model calibrated? In proceedings of the MODSIM05: International congress on modelling and simulation: advances and applications for management and decision making, Melbourne, Australia, 2005, 12–15, 2449–2455

Refsgaard, J.C., Knudsen, J. Operational validation and intercomparison of different types of hydrological models. Journal of Water Resources Research, 1996, 32, 2189–2202.

Arnold, J.G., Kiniry, J.R., Srinivasan, R., Williams, J.R., Haney, E.B., Neitsch, S.L. Input/Output documentation soil and water assessment tool. 2012. Available online: https://swat.tamu.edu/media/69296/swat-io-documentation-2012.pdf, accessed on October 2022.

Arnold, JG., Kiniry, J.R., Williams, J.R., Haney, S., Neitsch, S.L. Soil and water assessment tool, Texas Water Resources Institute: Temple, TX, USA, 2012.

Gyamfi, C., Ndambuki, J.M., Anornu, G.K., Kifanyi, G.E. Groundwater recharge modelling in a large-scale basin: An example using the SWAT hydrologic model. Journal of Modeling Earth Systems and Environment, 2017, 3, 1361–1369.

Thomas, C.C.H., Kwong, F.A.L. Effects of land use change on sediment and water yields in Yang Ming Shan National Park, Taiwan. Environments, 2015, 2, 32–42.

Mengistu, A.G., van Rensburg, L.D., Woyessa, Y.E. Techniques for calibration and validation of SWAT model in data scarce arid and semi-arid catchments in South Africa. Journal of Hydrology: Regional Studies, 2019, 25, 100621.

Bewket, W., Sterk, G. Dynamics in land cover and its effect on stream flow in the chemoga watershed, Blue Nile Basin, Ethiopia. Journal of Hydrological Processes, 2005, 19, 445–458.

Zeleke, G., Hurni, H. Implications of land use and land cover dynamics for mountain resource degradation in the northwestern ethiopian highlands. Journal of Mountain Research and Development, 2001, 21, 184–191.

Gessesse, B., Bewket, W., Bräuning, A. Model-based characterization and monitoring of runoff and soil erosion in response to land use/land cover changes in the Modjo Watershed, Ethiopia. Journal of Land Degradation and Development, 2015, 26, 711–724.

Birhanu, A., Masih, I., van der Zaag, P., Nyssen, J., Cai, X. Impacts of land use and land cover changes on hydrology of the Gumara Catchment, Ethiopia. Journal of Physics and Chemistry of the Earth, 2019, 112, 165–174.

Banchongsak, F., Bualert, S., Dampin, N., Thangtham, N. Dynamic modeling of water storage capacity for the dilution of waste water of land utilization in the Upper Tha Chin Watershed, Thailand, Journal of EnvironmentAsia, 2017, 10(2), 33-42.