{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,4]],"date-time":"2025-12-04T10:03:50Z","timestamp":1764842630348,"version":"build-2065373602"},"reference-count":56,"publisher":"MDPI AG","issue":"17","license":[{"start":{"date-parts":[[2022,8,28]],"date-time":"2022-08-28T00:00:00Z","timestamp":1661644800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Research Institute for Humanity and Nature","award":["RIHN 14200102"],"award-info":[{"award-number":["RIHN 14200102"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>The values (i.e., importance) that humans place on ecosystems are critical for sustainable socioecological management. Recently, the value pluralism approach with instrumental, intrinsic, and relational values using multiple disciplines that integrate qualitative and quantitative methodologies has been encouraged. However, these values have received little attention in environmental management. This study explored the values placed on cultural practices among groups experiencing different land cover transformations (LCTs) under the rapid shrinkage of the Limboto Lake, Gorontalo Province, Indonesia, using questionnaires and time-series Landsat and PlanetScope smallsat constellations (SSCs). The time series of LCTs and questionnaire data were computed, visualized, and analyzed statistically using the chi-square test for comparing the two village groups. Results show SSCs enabled a detailed analysis due to high spatiotemporal resolutions in tropical regions. This observation would help in monitoring natural disasters (floods) caused by the decreased lake\u2019s water storing capacity, agricultural damage, locality safety, and environmental protection in shorter cycles. Furthermore, we found that relational values originating from traditional beliefs and practices were the domain values in the land steady-type villages. Hence, integrating the cultural\u2013environmental values of localities with prior spatiotemporal analysis into environmental management policy and implementation processes would be a high-potential alternative for environmental conservation.<\/jats:p>","DOI":"10.3390\/rs14174249","type":"journal-article","created":{"date-parts":[[2022,8,30]],"date-time":"2022-08-30T01:37:55Z","timestamp":1661823475000},"page":"4249","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["Investigation of Cultural\u2013Environmental Relationships for an Alternative Environmental Management Approach Using Planet Smallsat Constellations and Questionnaire Datasets"],"prefix":"10.3390","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7137-7815","authenticated-orcid":false,"given":"Satomi","family":"Kimijima","sequence":"first","affiliation":[{"name":"Research Institute for Humanity and Nature, Kyoto 603-8047, Japan"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0625-762X","authenticated-orcid":false,"given":"Masahiko","family":"Nagai","sequence":"additional","affiliation":[{"name":"Graduate School of Science and Technology for Innovation, Yamaguchi University, Ube 755-8611, Japan"},{"name":"Center for Research and Application of Satellite Remote Sensing, Yamaguchi University, Ube 755-8611, Japan"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8188-6979","authenticated-orcid":false,"given":"Masayuki","family":"Sakakibara","sequence":"additional","affiliation":[{"name":"Research Institute for Humanity and Nature, Kyoto 603-8047, Japan"},{"name":"Graduate School of Science and Engineering, Ehime University, Matsuyama 790-8577, Japan"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9601-7269","authenticated-orcid":false,"given":"Mohamad","family":"Jahja","sequence":"additional","affiliation":[{"name":"Department of Physics, Universitas Negeri Gorontalo, Kota Gorontalo 96128, Indonesia"}]}],"member":"1968","published-online":{"date-parts":[[2022,8,28]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1890\/080025","article-title":"Ecosystem services in decision making: Time to deliver","volume":"7","author":"Daily","year":"2009","journal-title":"Front. Ecol. Environ."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"43","DOI":"10.5751\/ES-09812-220443","article-title":"Exploring intrinsic, instrumental, and relational values for sustainable management of social-ecological systems","volume":"22","year":"2017","journal-title":"Ecol. Soc."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"15","DOI":"10.5751\/ES-07977-210115","article-title":"The study of human values in understanding and managing social-ecological systems","volume":"21","author":"Jones","year":"2016","journal-title":"Ecol. Soc."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"1248","DOI":"10.1016\/j.jenvman.2010.12.007","article-title":"Lake area changes in the middle Yangtze region of China over the 20th century","volume":"92","author":"Du","year":"2011","journal-title":"J. Environ. Manag."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"241","DOI":"10.1016\/j.jafrearsci.2005.10.013","article-title":"Disappearing Lake Alaotra: Monitoring catastrophic erosion, waterway silting, and land degradation hazards in Madagascar using Landsat imagery","volume":"44","author":"Bakoariniaina","year":"2006","journal-title":"J. Afr. Earth Sci."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"333","DOI":"10.1007\/BF00677993","article-title":"A high resolution record of storm-induced erosion from lake sediments, New Zealand","volume":"11","author":"Page","year":"1994","journal-title":"J. Paleolimnol."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1016\/j.gloplacha.2009.11.016","article-title":"Natural and human-induced environmental change in southern Albania for the last 300 years\u2014Constraints from the Lake Butrint sedimentary record","volume":"71","author":"Ariztegui","year":"2010","journal-title":"Glob. Planet. Chang."},{"key":"ref_8","unstructured":"United Nation (2020, September 03). Drying Lake Chad Basin Gives Rise to Crisis. Available online: https:\/\/www.un.org\/africarenewal\/magazine\/december-2019-march-2020\/drying-lake-chad-basin-gives-rise-crisis."},{"key":"ref_9","first-page":"23","article-title":"Tracing the Possible Root Causes for Fleeing Flamingos in Kenya\u2019s Lake Nakuru National Park","volume":"2","author":"Kiprutto","year":"2012","journal-title":"J. Nat. Sci. Res."},{"key":"ref_10","first-page":"104","article-title":"Behind the Myth: Indigenous Knowledge and Belief Systems in Natural Resource Conservation in North East Ghana","volume":"2","author":"Aniah","year":"2014","journal-title":"Int. J. Environ. Prot. Policy"},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"1023","DOI":"10.1016\/0305-750X(95)00026-9","article-title":"False forest history, complicit social analysis: Rethinking some West African environmental narratives","volume":"23","author":"Fairhead","year":"1995","journal-title":"World Dev."},{"key":"ref_12","unstructured":"Japan International Cooperation Agency (2002). The Study on Flood Control and Water Management Limboto-Bolango-Bone Basin in The Republic of Indonesia Volume-III Supporting Report: Part-A Existing Conditions, Japan International Cooperation Agency."},{"key":"ref_13","doi-asserted-by":"crossref","unstructured":"Druce, S.C. (2009). The Lands West of the Lakes, KITLV Press.","DOI":"10.1163\/9789004253827"},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"289","DOI":"10.1016\/0040-1951(78)90166-X","article-title":"Past Anr Present Getectonic Indonesia Position of Sulawesi, Indonesia","volume":"45","author":"Katili","year":"1978","journal-title":"Tectonophysic"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"2387","DOI":"10.1016\/j.jenvman.2009.02.017","article-title":"Challenges of soil erosion and sludge management for sustainable development in Indonesia","volume":"90","author":"Fulazzaky","year":"2009","journal-title":"J. Environ. Manag."},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Sulastri (2006). Inland water resources and limnology in Indonesia. Tropics, 15, 285\u2013295.","DOI":"10.3759\/tropics.15.285"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"79","DOI":"10.1080\/08873630709478212","article-title":"Indigenous Beliefs and Environmental Stewardship: A Rural Ghana Experience","volume":"24","year":"2007","journal-title":"J. Cult. Geogr."},{"key":"ref_18","unstructured":"Appiah-Opoku, S. (2006). Indigenous Knowledge and Environmental Management in Africa: Evidence from Ghana. Africa\u2019s Development in the Twenty-First Century: Pertinent Socio-Economic and Development, Ashgate Publishing, Ltd."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"16","DOI":"10.1186\/s40068-014-0016-8","article-title":"Conservation and management of sacred groves, myths and beliefs of tribal communities: A case study from north-India","volume":"3","author":"Kandari","year":"2014","journal-title":"Environ. Syst. Res."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"108","DOI":"10.1080\/14888386.2012.694596","article-title":"The role of spiritual beliefs in conserving wildlife species in religious shrines of Bangladesh","volume":"13","author":"Mukul","year":"2012","journal-title":"Biodiversity"},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Chunhabunyatip, P., Sasaki, N., Gr\u00fcnb\u00fchel, C., Kuwornu, J.K.M., and Tsusaka, T.W. (2018). Influence of Indigenous Spiritual Beliefs on Natural Resource Management and Ecological Conservation in Thailand. Sustainability, 10.","DOI":"10.3390\/su10082842"},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"43","DOI":"10.19182\/bft2011.310.a20458","article-title":"The role of secret societies in the conservation of sacred forests in Sierra Leone","volume":"310","author":"Martin","year":"2011","journal-title":"BOIS FORETS DES Trop."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"657","DOI":"10.1038\/s41893-019-0341-z","article-title":"Indigenous knowledge for conservation","volume":"2","author":"Benyei","year":"2019","journal-title":"Nat. Sustain."},{"key":"ref_24","first-page":"103","article-title":"The Use and Transmission of Traditional Beliefs for Environmental Conservation in the Bueng Khong Long Wetland, Thailand","volume":"18","author":"Wongsiri","year":"2022","journal-title":"J. Mekong Soc."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"1462","DOI":"10.1073\/pnas.1525002113","article-title":"Opinion: Why protect nature? Rethinking values and the environment","volume":"113","author":"Chan","year":"2016","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"29","DOI":"10.3197\/096327118X15144698637513","article-title":"Widening the Evaluative Space for Ecosystem Services: A Taxonomy of Plural Values and Valuation Methods","volume":"27","year":"2018","journal-title":"Environ. Values"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"515","DOI":"10.1016\/j.ecoser.2017.07.011","article-title":"The means determine the end\u2014Pursuing integrated valuation in practice","volume":"29","author":"Jacobs","year":"2018","journal-title":"Ecosyst. Serv."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"141","DOI":"10.1016\/j.ecoser.2014.11.006","article-title":"Collaborative mapping of ecosystem services: The role of stakeholders' profiles","volume":"13","author":"Palomo","year":"2015","journal-title":"Ecosyst. Serv."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"118","DOI":"10.1016\/j.landusepol.2012.12.013","article-title":"Assessing, mapping, and quantifying cultural ecosystem services at community level","volume":"33","author":"Plieninger","year":"2013","journal-title":"Land Use Policy"},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"104","DOI":"10.1016\/j.ecoser.2012.09.001","article-title":"National Parks, buffer zones and surrounding lands: Mapping ecosystem service flows","volume":"4","author":"Palomo","year":"2013","journal-title":"Ecosyst. Serv."},{"key":"ref_31","doi-asserted-by":"crossref","unstructured":"Kimijima, S., and Nagai, M. (2017). Human Mobility Analysis for Extracting Local Interactions under Rapid Socio-Economic Transformation in Dawei, Myanmar. Sustainability, 9.","DOI":"10.3390\/su9091598"},{"key":"ref_32","doi-asserted-by":"crossref","unstructured":"Kimijima, S., Sakakibara, M., Nagai, M., and Gafur, N.A. (2021). Time-Series Assessment of Camp-Type Artisanal and Small-Scale Gold Mining Sectors with Large Influxes of Miners Using LANDSAT Imagery. Int. J. Environ. Res. Public Health, 18.","DOI":"10.3390\/ijerph18189441"},{"key":"ref_33","doi-asserted-by":"crossref","unstructured":"Kimijima, S., Sakakibara, M., Amin, A., Nagai, M., and Arifin, Y.I. (2020). Mechanism of the Rapid Shrinkage of Limboto Lake in Gorontalo, Indonesia. Sustainability, 12.","DOI":"10.3390\/su12229598"},{"key":"ref_34","doi-asserted-by":"crossref","unstructured":"Kimijima, S., Sakakibara, M., and Nagai, M. (2022). Investigation of Long-Term Roving Artisanal and Small-Scale Gold Mining Activities Using Time-Series Sentinel-1 and Global Surface Water Datasets. Int. J. Environ. Res. Public Health, 19.","DOI":"10.3390\/ijerph19095530"},{"key":"ref_35","doi-asserted-by":"crossref","unstructured":"Kimijima, S., Sakakibara, M., and Nagai, M. (2022). Characterizing Time-Series Roving Artisanal and Small-Scale Gold Mining Activities in Indonesia Using Sentinel-1 Data. Int. J. Environ. Res. Public Health, 19.","DOI":"10.3390\/ijerph19106266"},{"key":"ref_36","doi-asserted-by":"crossref","unstructured":"Kimijima, S., Sakakibara, M., and Nagai, M. (2021). Detection of Artisanal and Small-Scale Gold Mining Activities and Their Transformation Using Earth Observation, Nighttime Light, and Precipitation Data. Int. J. Environ. Res. Public Health, 18.","DOI":"10.3390\/ijerph182010954"},{"key":"ref_37","unstructured":"Planet Labs (2022, June 08). PlanetScope. Available online: https:\/\/developers.planet.com\/docs\/data\/planetscope\/#:~:text=lastupdated%3AJune01%2C2022,200millionkm2%2Fday."},{"key":"ref_38","doi-asserted-by":"crossref","unstructured":"Frazier, A.E., and Hemingway, B.L. (2021). A Technical Review of Planet Smallsat Data: Practical Considerations for Processing and Using PlanetScope Imagery. Remote Sens., 13.","DOI":"10.3390\/rs13193930"},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Yunginger, R., Bijaksana, S., Dahrin, D., Zulaikah, S., Hafidz, A., Kirana, K.H., Sudarningsih, S., Mariyanto, M., and Fajar, S.J. (2018). Lithogenic and Anthropogenic Components in Surface Sediments from Lake Limboto as Shown by Magnetic Mineral Characteristics, Trace Metals, and REE Geochemistry. Geosciences, 8.","DOI":"10.3390\/geosciences8040116"},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"012029","DOI":"10.1088\/1757-899X\/567\/1\/012029","article-title":"Trophic status of Limboto lake in Gorontalo Province","volume":"567","author":"Noor","year":"2019","journal-title":"IOP Conf. Series: Mater. Sci. Eng."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"288","DOI":"10.5614\/j.eng.technol.sci.2016.48.3.4","article-title":"Characteristics of Rainfall-Discharge and Water Quality at Limboto Lake, Gorontalo, Indonesia","volume":"48","author":"Subehi","year":"2016","journal-title":"J. Eng. Technol. Sci."},{"key":"ref_42","first-page":"92","article-title":"Management of Public Assets Study Management of Lake Limboto Gorontalo District","volume":"23","author":"Lamangida","year":"2018","journal-title":"IOSR J. Humanit. Soc. Sci."},{"key":"ref_43","unstructured":"Human Rights Watch (2021). \u2018Why Our Land ?\u2019 Oil Palm Expansion in Indonesia Risks Peatlands and Livelihoods, Human Rights Watch."},{"key":"ref_44","first-page":"181","article-title":"Creating Harmony in Multi-Ethnic and Religious Community: Evidence from the Transmigration Land of Raharja Village, Indonesia","volume":"3","author":"Hunowu","year":"2020","journal-title":"East Afr. Sch. Multidiscip. Bull."},{"key":"ref_45","unstructured":"The Jakarta Post (2022, July 01). Painting Messages on Lake Limboto. Available online: https:\/\/www.thejakartapost.com\/news\/2013\/10\/07\/painting-messages-lake-limboto.html."},{"key":"ref_46","first-page":"642","article-title":"Folklore Dalam Legenda Danau Limboto","volume":"10","author":"Baruadi","year":"2018","journal-title":"PROSIDING"},{"key":"ref_47","unstructured":"BPS\u2014Statistics Indonesia (2022, April 30). Statistic Indonesia. Available online: https:\/\/www.bps.go.id\/."},{"key":"ref_48","unstructured":"Japan Association on Remote Sensing (1996). Remote Sensing Note, Japan Association on Remote Sensing."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"259","DOI":"10.1007\/s10858-010-9429-5","article-title":"13C-direct detected NMR experiments for the sequential J-based resonance assignment of RNA oligonucleotides","volume":"47","author":"Richter","year":"2010","journal-title":"J. Biomol. NMR"},{"key":"ref_50","unstructured":"BPS Statistics Indonesia (2022, April 30). Production (Tons), 2001\u20132003. Available online: https:\/\/www.bps.go.id\/indicator\/53\/23\/5\/production.html."},{"key":"ref_51","unstructured":"BPS Statistics Indonesia (2022, April 30). Harvested Area, Productivity, and Production of Paddy by Province 2019\u20132021. Available online: https:\/\/www.bps.go.id\/indicator\/53\/1498\/1\/harvested-area-productivity-and-production-of-paddy-by-province.html."},{"key":"ref_52","unstructured":"BPS Statistics Indonesia (2022, April 30). Average Population Growth by Province, 1971\u20132019. Available online: https:\/\/www.bps.go.id\/statictable\/2009\/02\/20\/1268\/rata-rata-laju-pertumbuhan-penduduk-menurut-provinsi-1971---2019.html."},{"key":"ref_53","unstructured":"Planet Labs (2022, May 01). Planet Explore. Available online: https:\/\/www.planet.com\/expl."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"566","DOI":"10.3390\/mining2030030","article-title":"Monitoring Coexisting Rapid Small-scale and Large-scale Gold Mining Developments Using Planet Smallsats Constellations","volume":"2","author":"Kimijima","year":"2022","journal-title":"Mining"},{"key":"ref_55","unstructured":"Lebbie, A., and Guries, R. (2008). The Role of Sacred Groves in Biodiversity in Sierra Leone, Ohio University Press."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"146644","DOI":"10.1016\/j.scitotenv.2021.146644","article-title":"The large footprint of small-scale artisanal gold mining in Ghana","volume":"781","author":"Barenblitt","year":"2021","journal-title":"Sci. Total Environ."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/14\/17\/4249\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T00:19:11Z","timestamp":1760141951000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/14\/17\/4249"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,8,28]]},"references-count":56,"journal-issue":{"issue":"17","published-online":{"date-parts":[[2022,9]]}},"alternative-id":["rs14174249"],"URL":"https:\/\/doi.org\/10.3390\/rs14174249","relation":{},"ISSN":["2072-4292"],"issn-type":[{"type":"electronic","value":"2072-4292"}],"subject":[],"published":{"date-parts":[[2022,8,28]]}}}