Agroforestry suitability evaluation using remote sensing in Jatiyoso Sub-district, Karanganyar District, Central Java, Indonesia
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Abstract. Negari SIT, Ningtyas SRA, Hanun Z, Sulton MN, Kusumaningrum L, Indrawan M, Sugiyarto, Sutomo, Setyawan AD. 2023. Agroforestry suitability evaluation using remote sensing in Jatiyoso Sub-district, Karanganyar District, Central Java, Indonesia. Biodiversitas 24: 6761-6769. Agroforestry systems are critical for biodiversity conservation, land degradation mitigation, and climate change mitigation. This agroforestry approach reduces forest degradation, boosts food security, and gradually raises farmers' income. This study uses remote sensing and Geographic Information System (GIS) modeling tools to analyze land potential and agroforestry status in Jatiyoso Sub-district, Karanganyar District, Central Java, Indonesia. The data used in the analysis support data for soil fertility index, rainfall, Shuttle Radar Topography Mission (SRTM) satellite image data, and Normalized Difference Vegetation Index (NDVI). Modeling was done by integrating various thematic layers in the GIS domain. Weighting was also carried out in the analysis of land suitability. The mapping results in Jatiyoso Sub-district, Karanganyar District, showed that 18.1% (13.49 km2) had high potential as agroforestry areas, 54.9% (40.95 km2) had medium potential, and 27% (20.18 km2) had low potential. As a result, using remote sensing and GIS to determine suitable land for agroforestry could significantly impact the community, particularly farmers, landowners, and foresters, in the decision-making process for developing agroforestry systems and practices and estimating important productivity indicators. The most promising and appropriate agroforestry plants developed in Jatiyoso Sub-district are medicinal plants, but agricultural commodities like cloves, bananas, and vegetables are also present.
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References
Ahmad F, Goparaju L, Qayum A. 2017. Agroforestry suitability analysis based upon nutrient availability mapping: A GIS based suitability mapping. AIMS Agric Food 2 (2): 201-220. DOI: 10.3934/agrfood.2017.2.201.
Ahmad F, Goparaju L. 2017. Geospatial approach for agroforestry suitability mapping: To enhance livelihood and reduce poverty, FAO based documented procedure (Case Study of Dumka District, Jharkhand, India). Biosci Biotechnol Res Asia 14 (2): 651-665. DOI: 10.13005/bbra/2491.
Ahmad F, Talukdar NR, Goparaju L, Biradar C, Dhyanti SK, Rizvi J. 2022. GIS-based assessment of land-potential of agroforestryity of Jharkhand State, India. Reg Sustain 3: 254-268. DOI: 10.1016/j.regsus.2022.10.004.
Ahmad F, Uddin MM, Goparaju L, Dhyani SK, Oli BN, Rizvi J. 2021. Tree suitability modeling and mapping in Nepal: A geospatial approach to scaling agroforestry. Model Earth Syst Environ 7:169-179. DOI: 10.1007/s40808-020-00922-7.
Ahmad F, Uddin MM, Goparaju L, Rivzi J, Biradar C. 2020. Quantifcation of the land potential for scaling agroforestry in South Asia. J Cartogr Geogr Inf 70:71-89. DOI: 10.1007/s42489-020-00045-0.
Ahmad F, Uddin MM, Goparaju L. 2019. Agroforestry suitability mapping of India: Geospatial approach based on FAO guidelines. Agrofor Syst 93: 1319-1336. DOI: 10.1007/s10457-018-0233-7.
Ahmed M, Ahmad S. 2019. Carbon dioxide enrichment and crop productivity. Agron Crop 2: 31-46. DOI: 10.1007/978-981-32-9783-8_3.
Anna K. 2021. Buku Ajar Kesuburan Tanah dan Pemupukan. Poltek LPP Press, Yogyakarta. [Indonesian]
Atangana A, Khas D, Chang S, Degrande A. 2014. Tropical Agroforestry. Springer, America Latin (US). DOI: 10.1007/978-94-007-7723-1.
Badan Pusat Statistik (BPS). 2021. Kecamatan Jatiyoso dalam Angka 2021. Badan Pusat Statistik Kabupaten Karanganyar, Karanganyar. [Indonesian]
Barokah U, Masyhuri M, Waluyati LR, Hartono S. 2015. Perilaku ekonomi rumah tangga petani lahan kering di Kabupaten Karanganyar. J Soc Agric Econ 8 (2): 40-46. DOI: 10.22146/agroekonomi.16830. [Indonesian]
Cabon A, Peters RL, Fonti P, Vilalta JM, De Caceres M. 2020. Temperature and water potential co-limit stem cambial activity along a steep elevational gradient. New Phytol 226: 1325-1340. DOI: 10.1111/nph.16456.
Cahyono SA ,Wuryanta A, Lastiantoro CY. 2021. The local knowledge to mitigate the landslide disaster in Beruk village, Jatiyoso Sub-district, Karanganyar Regency. IOP Conf Ser Earth Environ Sci 874: 1-9. DOI: 10.1088/1755-1315/874/1/012015.
de Mendonca, Cosat RCA, Parras R, de Oliveira LCM, Abdo MTVN, Pacheco FAL, Pissarra TCT. 2022. Spatial indicator of priority areas for implementation of agroforestry systems: An optimization strategy for agricultural landscapes restoration. Sci Total Environ 839: 156185. DOI: 10.1016/j.scitotenv.2022.156185.
de Raadt A, Warrens MJ, Bosker RJ, Kiers HAL. 2021. A comparison of reliability coefficients for ordinal rating scales. J Classif 38: 519-543. DOI: 10.1007/s00357-021-09386-5.
de Resseguier L, Mary S, Roux RL, Petitjean T, Quenol H, van Leeuwen. 2020. Temperature variability at local scale in the Bordeaux area: Relations with environmental factors and impact on vine phenology. Front Plant Sci 11 (515): 1-20. DOI: 10.3389/fpls.2020.00515.
Dettori JR, Norvell DC. 2020. Kappa and beyond: Is there agreement? Global Spine J 10 (4): 499-501. DOI: 10.1177/2192568220911648.
Dollinger J, Jose S. 2018. Agroforestry for soil health. Agrofor Syst 92: 213-219. DOI: 10.1007/s10457-018-0223-9.
Fatmawati I, Diana WH. 2022. Pemanfaatan lahan kering untuk budidaya jahe merah di Desa Manding Laok guna meningkatkan perekonomian petani. Darmabakti Jurnal Pengabdian dan Pemberdayaan Masyarakat 3 (2): 86-93. DOI: 10.31102/darmabakti.2022.3.2.086-093. [Indonesian]
Foody GM. 2020. Explaining the unsuitability of the kappa coefficient in the assessment and comparison of the accuracy of thematic maps obtained by image classification. Rem Sens Environ 239: 111630. DOI: 10.1016/j.rse.2019.111630.
Harinta YW, Basuki JS, Sukaryani S. 2018. Pemetaan dan pengembangan agribisnis komoditas unggulan sayuran di Kabupaten Karanganyar. Jurnal Sosial Ekonomi dan Kebijakan Pertanian 7 (1): 37-45. DOI: 10.21107/agriekonomika.v7i1.3201. [Indonesian]
Kay S, Gravesb A, Palmac JHN, Morenod G, Roces-Díaza JV, Avironf S, Chouvardasg D, Crous-Duranc J, Ferreiro-Domínguezh N, García de Jalónb S, M?cic??ani V, Mosquera-Losadah MR, Panteraj A, Santiago-Freijanesh JJ, Szerencsitsa E, Torralbak M, Burgessb PJ, Herzoga F. 2019. Agroforestry is paying off - Economic evaluation of ecosystem services in European landscapes with and without agroforestry systems. Ecosyst Serv 36: 1-10. DOI: 10.1016/j.ecoser.2019.100896.
Landis JR, Koch GG. 1977. The measurement of observer agreement for categorical data. Biometrics 22: 159-174. DOI: 10.2307/2529310.
Lemes AP, Garcia AR, Pezzopane JRM, Brandao FZ, Watanabe YF, Cooke RF, Sponchiado M, de Paz CCP, Camplesi AC, Binelli M, Gimenes LU. 2021. Silvopastoral system is an alternative to improve animal welfare and productive performance in meat production systems. Sci Rep 11: 14092. DOI: 10.1038/s41598-021-93609-7.
Lillesand TM, Ralph WK. 2002. Remote Sensing and Imag Interpretation. 4th Edition. University of Wisconsin, Madison.
Mahmudi, Subiyanto, Sawitri, Yuwono D, Bambang, Prasetyo, Yudo, Sukmono, Abdi. 2015. Analisis Ketelitian DEM ASTER GDEM, SRTM, dan LIDAR untuk Identifikasi Area Pertanian Tebu Berdasarkan Parameter Kelerengan (Studi Kasus: Distrik Tubang, Kabupaten Merauke, Provinsi Papua). [Thesis]. Universitas Diponegoro, Semarang. [Indonesian]
Maponya P, Madakadze IC, Mbili N, Dube ZP, Nkuna T, Makhwedzhana M, Tahulela T, Mongwaketsi K, Isaacs L. 2022. Flattening the food insecurity curve through agroforestry: A case study of agrisilviculture community growers in Limpopo and Mpumalangan Provinces, South Africa. In: Kumar A, Singh J, Ferreira LFR (eds). Microbiome under Changing Climate. Woodhead Publishing, Cambridge. DOI: 10.1016/B978-0-323-90571-8.00006-7.
Maridi, Agustina P, Saputra A. 2015. Potential vegetation for soil and water conservation: Case study in Samin Watershed, Central Java. Proceeding International Conference on Science, Technology, and Humanity. Universitas Muhammadiyah Surakarta, Surakarta, 7-8 December 2015.
Modica G, Pollino M, Lanucara S, La Porta L, Pellicone G, Di Fazio S, Fichera CR. 2016. Land suitability evaluation for agroforestry: Definition of a web-based Multi-Criteria Spatial Decision Support System (MC-SDSS): Preliminary results. In: Gervasi O, Beniamino M, Misra S et al (eds). Computational Science and Its Applications-ICCSA 2016. ICCSA 2016. Lecture Notes in Computer Science, Springer, Cham. DOI: 10.1007/978-3-319-42111-7_31.
Mohamed ES, Ali A, El-Shirbeny M, Abutaleb K, Shaddad SM. 2020. Mapping soil moisture and their correlation with crop pattern using remotely sensed data in arid region. Egypt J Rem Sens Space Sci 23 (3): 347-353. DOI: 10.1016/j.ejrs.2019.04.003.
Mujiyo, Natiyanti S, Suntoro, Herawati A, Herdiansyah G, Irianto H, Riptanti EW, Qonita A. 2022. Soil fertility index based on altitude: A comprehensive assessment for the cassava development area in Indonesia. Ann Agric Sci 67: 158-165. DOI: 10.1016/j.aoas.2022.10.001.
Nath AJ, Kumar R, Devi NB, Rocky P, Giri K, Sahoof UK, Bajpai RK, Sahug N, Pandey R. 2021. Agroforestry land suitability analysis in the Eastern Indian Himalayan region. Environ Chall 4: 1-22. DOI: 10.1016/j.envc.2021.100199.
Nurida LN, Mulyani A, Widiastuti F, Agus F. 2018. Potensi dan model agroforestri untuk rehabilitasi lahan terdegradasi di Kabupaten Berau, Paser, dan Kutai Timur, Provinsi Kalimantan Timur. Jurnal Tanah dan Iklim 42 (1): 13-26. DOI: 10.21082/jti.v42n1.2018.13-26. [Indonesian]
Nyong AP, Ngankam TM, Felicite TL. 2020. Enhancement of resilience to climate variability and change through agroforestry practices in smallholder farming systems in Cameroon. Agrof Syst 94:687-705. DOI: 10.1007/s10457-019-00435-y.
Olivi R, Qurniati R, Firdasari. 2015. Kontribusi agroforestri terhadap pendapatan petani di Desa Sukoharjo Kecamatan Sukoharjo Kabupaten Pringsewu. Jurnal Sylva Lestari. 3 (2): 1-12. DOI: 10.23960/jsl231-12. [Indonesian]
Priyono P, Maulida EI. 2021. Mitigation of area prone to landslide in anticipating the impact of climate change. ASEANA Sci Educ J 1 (1): 17-26.
Pujiasmanto B, Triharyanto E, Widijanto H, Pardono, Harsono P, Sulandjari. 2021. Sosialisasi, penyuluhan, dan pelatihan budidaya Jahe Merah di Dusun Pelem, Desa Wonorejo, Kecamatan Jatiyoso, Kabupaten Karanganyar. J Community Empowering Serv 5 (1): 14-18. DOI: 10.20961/prima.v5i1.43990. [Indonesian]
Rehmamana R, Lanya I, Dibia IN. 2020. Aplikasi remote sensing dan geographic information system untuk perencanaan penggunaan lahan pertanian berbasis agroekosistem di Kota Denpasar. Jurnal Agroekoteknologi Tropika 9 (1): 32-42. [Indonesian]
Ritung S, Nugroho K, Mulyani A, Suryani E. 2011. Petunjuk Teknis Evaluasi Lahan untuk Komoditas Pertanian. Balai Besar Penelitian dan Pengembangan Sumberdaya Lahan Pertanian. Badan Penelitian dan Pengembangan Pertanian, Bogor. [Indonesian]
Ritung S, Wahyunto, Agus F, Hidayat H. 2007. Land Suitability Evaluation with a Case Map of Aceh Barat District. Indonesian Soil Research Institute and World Agroforestry Centre, Bogor.
Roshetko. 2013. Kebutuhan Penyuluhan Agroforestri pada Tingkat Masyarakat di lokasi proyek AgFor di Sulawesi Selatan dan Tenggara, Indonesia. Seri Agroforestri dan Kehutanan di Sulawesi. World Agroforestry Centre, Bogor. DOI: 10.5716/wp13044.pdf. [Indonesian]
Rwanga SS, Ndambuki JM. 2017. Accuracy assessment of land use/land cover classification using remote sensing and GIS. Intl J Geosci 8: 611-622. DOI: 10.4236/ijg.2017.84033.
Sharma P, Bhardwaj DR, Singh MK, Nigam R, Pala NA, Kumar A, Verma K, Kumar D, Thakur P. 2022. Geospatial technology in agroforestry: status, prospects, and constraints. Environ Sci Pollut Res 30 (55). DOI: 10.1007/s11356-022-20305-y.
Sharma P, Singh MK, and Tiwari P. 2017. Agroforestry: A land degradation control and mitigation approach. Bull Environ Pharmacol Life Sci 5: 312-317.
Stovall AEL, Shugart H, Yang X. 2019. Tree height explains mortality risk during an intense drought. Nature Commun 10 (4385): 1-6. DOI: 10.1038/s41467-019-12380-6.
Subedi PB, Mahara S, Paudel S, Bhandari J, Thagunna RS. 2022. Potential of agroforestry of Kanchanpur District, Nepal using remote sensing and Geographic Information System. Asian J For 6 (2): 65-74. DOI: 10.13057/asianjfor/r060202.
Sulton MN, Putri NRA, Nugraheni RS, Afifah RN, Fadilah RN, Indrawan M, Kusumaningrum L, Sutarno, Sunarto, Sugiyarto, Pradhan P, Setyawan AD. 2023. Estimating carbon storage using remote sensing in the Selo Resort forest area of Mount Merbabu National Park, Central Java, Indonesia. Biodiversitas 24: 6264-6270. DOI: 10.13057/biodiv/d241149.
Swain S, Wardlow BD, Narumalani S, Rundquist DC, Hayes MJ. 2013. Relationships between vegetation indices and root zone soil moisture under maize and soybean canopies in the US Corn Belt: A comparative study using a close-range sensing approach. Intl J Rem Sens 34 (8): 2814-2828. DOI: 10.1080/01431161.2012.750020.
Taloor AK, Kumar V, Singh VK, Singh AK, Kale RV, Sharma R, Chowdhary NH. 2020. Land use land cover dynamics using remote sensing and GIS techniques in Western Doon Valley, Uttarakhand, India. In: Sahdev S, Singh R, Kumar M (eds). Geoecology of Landscape Dynamics. Springer, Singapore. DOI: 10.1007/978-981-15-2097-6_4.
Tjatjo NT, Basir M, Umar H. 2015. Karakteristik pola agroforestri masyarakat di sekitar hutan Desa Namo, Kecamatan Kulawi, Kabupaten Sigi. Jurnak Sains dan Teknologi Tadulako 4 (3): 55-64. [Indonesian]
Tsufac AR, Awazi NP, Yerima BPK. 2021. Characterization of agroforestry systems and their effectiveness in soil fertility enhancement in the South-West Region of Cameroon. Curr Res Environ Sustain 3:100024. DOI: 10.1016/j.crsust.2020.100024.
Widianto, Hairiah K, Suharjito D, Sardjono MA. 2003. Fungsi dan Peran Agroforestri: Buku Ajar. World Agroforestry Centre (ICRAF) Southeast Asia. Bogor. [Indonesian]
Widiyanto A, Suhartono. 2017. Kesesuaian lahan untuk sistem agroforestry di Kabupaten Purworejo berdasarkan potensi pertanian setempat. Agricore 2 (2): 291-357. DOI: 10.24198/agricore.v2i2.15146. [Indonesian]
Zhang H, Chang J, Zhang L, Wang Y, Li Y, Wang X. 2018. NDVI dynamic changes and their relationship with meteorological factors and soil moisture. Environ Earth Sci 77: 1-11. DOI: 10.1007/s12665-018-7759-x.
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