{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,10]],"date-time":"2026-02-10T16:54:56Z","timestamp":1770742496861,"version":"3.49.0"},"reference-count":55,"publisher":"MDPI AG","issue":"3","license":[{"start":{"date-parts":[[2024,1,27]],"date-time":"2024-01-27T00:00:00Z","timestamp":1706313600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["42171379"],"award-info":[{"award-number":["42171379"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["42201422"],"award-info":[{"award-number":["42201422"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2022M713132"],"award-info":[{"award-number":["2022M713132"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["42171379"],"award-info":[{"award-number":["42171379"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["42201422"],"award-info":[{"award-number":["42201422"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["2022M713132"],"award-info":[{"award-number":["2022M713132"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"name":"National Earth System Science Data Center","award":["42171379"],"award-info":[{"award-number":["42171379"]}]},{"name":"National Earth System Science Data Center","award":["42201422"],"award-info":[{"award-number":["42201422"]}]},{"name":"National Earth System Science Data Center","award":["2022M713132"],"award-info":[{"award-number":["2022M713132"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Mangrove forests play a vital role in maintaining ecological balance in coastal regions. Accurately assessing changes in the ecosystem service value (ESV) of these mangrove forests requires more precise distribution data and an appropriate set of evaluation methods. In this study, we accurately mapped the spatial distribution data and patterns of mangrove forests in Guangxi province in 2016 and 2020, using 10 m spatial resolution Sentinel-2 imagery, and conducted a comprehensive evaluation of ESV provided by mangrove forests. The results showed that (1) from 2016 to 2020, mangrove forests in Guangxi demonstrated a positive development trend and were undergoing a process of recovery. The area of mangrove forests in Guangxi increased from 6245.15 ha in 2016 to 6750.01 ha in 2020, with a net increase of 504.81 ha, which was mainly concentrated in Lianzhou Bay, Tieshan Harbour, and Dandou Bay; (2) the ESV of mangrove forests was USD 363.78 million in 2016 and USD 390.74 million in 2020; (3) the value of fishery, soil conservation, wave absorption, and pollution purification comprises the largest proportions of the ESV of mangrove forests. This study provides valuable insights and information to enhance our understanding of the relationship between the spatial pattern of mangrove forests and their ecosystem service value.<\/jats:p>","DOI":"10.3390\/rs16030494","type":"journal-article","created":{"date-parts":[[2024,1,29]],"date-time":"2024-01-29T12:25:01Z","timestamp":1706531101000},"page":"494","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["Evaluating Ecosystem Service Value Changes in Mangrove Forests in Guangxi, China, from 2016 to 2020"],"prefix":"10.3390","volume":"16","author":[{"given":"Kedong","family":"Wang","sequence":"first","affiliation":[{"name":"School of Geomatics and Prospecting Engineering, Jilin Jianzhu University, Changchun 130118, China"},{"name":"Key Laboratory of Wetland Ecology and Environment, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun 130102, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4548-899X","authenticated-orcid":false,"given":"Mingming","family":"Jia","sequence":"additional","affiliation":[{"name":"Key Laboratory of Wetland Ecology and Environment, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun 130102, China"}]},{"given":"Xiaohai","family":"Zhang","sequence":"additional","affiliation":[{"name":"Haikou Marine Geological Survey Center, China Geological Survey, Haikou 571127, China"}]},{"given":"Chuanpeng","family":"Zhao","sequence":"additional","affiliation":[{"name":"Key Laboratory of Wetland Ecology and Environment, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun 130102, China"}]},{"given":"Rong","family":"Zhang","sequence":"additional","affiliation":[{"name":"Key Laboratory of Wetland Ecology and Environment, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun 130102, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9865-8235","authenticated-orcid":false,"given":"Zongming","family":"Wang","sequence":"additional","affiliation":[{"name":"Key Laboratory of Wetland Ecology and Environment, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun 130102, China"}]}],"member":"1968","published-online":{"date-parts":[[2024,1,27]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"188","DOI":"10.2747\/1548-1603.45.2.188","article-title":"Identifying Mangrove Species and Their Surrounding Land Use and Land Cover Classes Using an Object-Oriented Approach with a Lacunarity Spatial Measure","volume":"45","author":"Myint","year":"2008","journal-title":"GIScience Remote Sens."},{"key":"ref_2","doi-asserted-by":"crossref","unstructured":"Mukherjee, N., Sutherland, W.J., Dicks, L., Hug\u00e9, J., Koedam, N., and Dahdouh-Guebas, F. (2014). Ecosystem Service Valuations of Mangrove Ecosystems to Inform Decision Making and Future Valuation Exercises. PLoS ONE, 9.","DOI":"10.1371\/journal.pone.0107706"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"1187702","DOI":"10.3389\/fmars.2023.1187702","article-title":"Monitoring the Light Pollution Changes of China\u2019s Mangrove Forests from 1992\u20132020 Using Nighttime Light Data","volume":"10","author":"Zeng","year":"2023","journal-title":"Front. Mar. Sci."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"111798","DOI":"10.1016\/j.rse.2020.111798","article-title":"Use of Public Earth Observation Data for Tracking Progress in Sustainable Management of Coastal Forest Ecosystems in Belize, Central America","volume":"245","author":"Cherrington","year":"2020","journal-title":"Remote Sens. Environ."},{"key":"ref_5","doi-asserted-by":"crossref","unstructured":"Lovelock, C.E., Barbier, E., and Duarte, C.M. (2022). Tackling the Mangrove Restoration Challenge. PLoS Biol., 20.","DOI":"10.1371\/journal.pbio.3001836"},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"183","DOI":"10.3354\/meps11111","article-title":"A Triage Approach to Improve the Relevance of Marine Ecosystem Services Assessments","volume":"530","author":"Pendleton","year":"2015","journal-title":"Mar. Ecol. Prog. Ser."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"208","DOI":"10.1016\/j.jenvman.2019.04.095","article-title":"Ecosystem Service Value Assessment of a Natural Reserve Region for Strengthening Protection and Conservation","volume":"244","author":"Sannigrahi","year":"2019","journal-title":"J. Environ. Manag."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"376","DOI":"10.3389\/fmars.2018.00376","article-title":"Mangrove Ecosystem Service Values and Methodological Approaches to Valuation: Where Do We Stand?","volume":"5","author":"Grose","year":"2018","journal-title":"Front. Mar. Sci."},{"key":"ref_9","doi-asserted-by":"crossref","unstructured":"Cao, L., Li, J., Ye, M., Pu, R., Liu, Y., Guo, Q., Feng, B., and Song, X. (2018). Changes of Ecosystem Service Value in a Coastal Zone of Zhejiang Province, China, during Rapid Urbanization. Int. J. Environ. Res. Public Health, 15.","DOI":"10.3390\/ijerph15071301"},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"188","DOI":"10.1080\/20964129.2018.1512839","article-title":"Evaluation of Tropical Coastal Land Cover and Land Use Changes and Their Impacts on Ecosystem Service Values","volume":"4","author":"Ligate","year":"2018","journal-title":"Ecosyst. Health Sustain."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"115028","DOI":"10.1016\/j.watres.2019.115028","article-title":"Donor-Side Evaluation of Coastal and Marine Ecosystem Services","volume":"166","author":"Yang","year":"2019","journal-title":"Water Res."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"50","DOI":"10.1016\/j.ecoser.2012.07.005","article-title":"Global Estimates of the Value of Ecosystems and Their Services in Monetary Units","volume":"1","author":"Brander","year":"2012","journal-title":"Ecosyst. Serv."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"62","DOI":"10.1016\/j.ecoser.2012.06.003","article-title":"Ecosystem Service Values for Mangroves in Southeast Asia: A Meta-Analysis and Value Transfer Application","volume":"1","author":"Brander","year":"2012","journal-title":"Ecosyst. Serv."},{"key":"ref_14","first-page":"51","article-title":"Applying Value Transfer Method for Eco-Service Valuation in China","volume":"1","author":"Gaodi","year":"2010","journal-title":"J. Resour. Ecol."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"852","DOI":"10.1007\/s00267-014-0332-9","article-title":"Effects of Land Use Changes on the Ecosystem Service Values of Coastal Wetlands","volume":"54","author":"Ghermandi","year":"2014","journal-title":"Environ. Manag."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"586","DOI":"10.1007\/s12665-018-7764-0","article-title":"Spatial\u2013Temporal Variation of Ecosystem Service Values in Ebinur Lake Wetland National Natural Reserve from 1972 to 2016, Xinjiang, Arid Region of China","volume":"77","author":"Yushanjiang","year":"2018","journal-title":"Environ. Earth Sci."},{"key":"ref_17","first-page":"108","article-title":"Evaluation of Value of Wetland Ecosystem Services of Zhangjiang Estuary Mangrove National Nature Reserve","volume":"11","author":"Zhang","year":"2013","journal-title":"Wetl. Sci."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"57","DOI":"10.1016\/S0065-2881(05)50002-6","article-title":"The Functional Value of Caribbean Coral Reef, Seagrass and Mangrove Habitats to Ecosystem Processes","volume":"Volume 50","author":"Harborne","year":"2006","journal-title":"Advances in Marine Biology"},{"key":"ref_19","doi-asserted-by":"crossref","unstructured":"Li, Y., Wen, H., and Wang, F. (2022). Analysis of the Evolution of Mangrove Landscape Patterns and Their Drivers in Hainan Island from 2000 to 2020. Sustainability, 15.","DOI":"10.3390\/su15010759"},{"key":"ref_20","doi-asserted-by":"crossref","unstructured":"Pham, T., Yokoya, N., Bui, D., Yoshino, K., and Friess, D. (2019). Remote Sensing Approaches for Monitoring Mangrove Species, Structure, and Biomass: Opportunities and Challenges. Remote Sens., 11.","DOI":"10.3390\/rs11030230"},{"key":"ref_21","first-page":"22","article-title":"Comparison of UAV and WorldView-2 Imagery for Mapping Leaf Area Index of Mangrove Forest","volume":"61","author":"Tian","year":"2017","journal-title":"Int. J. Appl. Earth Obs. Geoinf."},{"key":"ref_22","first-page":"535","article-title":"Monitoring Loss and Recovery of Mangrove Forests during 42 Years: The Achievements of Mangrove Conservation in China","volume":"73","author":"Jia","year":"2018","journal-title":"Int. J. Appl. Earth Obs. Geoinf."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"1463","DOI":"10.3390\/rs2061463","article-title":"Changes in Croplands as a Result of Large Scale Mining and the Associated Impact on Food Security Studied Using Time-Series Landsat Images","volume":"2","author":"Matejicek","year":"2010","journal-title":"Remote Sens."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"4185","DOI":"10.1109\/JSTARS.2021.3070810","article-title":"A Comparison of Gaofen-2 and Sentinel-2 Imagery for Mapping Mangrove Forests Using Object-Oriented Analysis and Random Forest","volume":"14","author":"Zhang","year":"2021","journal-title":"IEEE J. Sel. Top. Appl. Earth Obs. Remote Sens."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"113664","DOI":"10.1016\/j.rse.2023.113664","article-title":"Toward a Better Understanding of Coastal Salt Marsh Mapping: A Case from China Using Dual-Temporal Images","volume":"295","author":"Zhao","year":"2023","journal-title":"Remote Sens. Environ."},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Ghorbanian, A., Zaghian, S., Asiyabi, R.M., Amani, M., Mohammadzadeh, A., and Jamali, S. (2021). Mangrove Ecosystem Mapping Using Sentinel-1 and Sentinel-2 Satellite Images and Random Forest Algorithm in Google Earth Engine. Remote Sens., 13.","DOI":"10.3390\/rs13132565"},{"key":"ref_27","first-page":"134","article-title":"Discussion about the Eco-function of Mangrove Wetlands of Beibu gulf of Guangxi Zhuang Nationality Autonomous Region","volume":"16","author":"Zhang","year":"2010","journal-title":"Anhui Agri. Sci. Bull."},{"key":"ref_28","first-page":"47","article-title":"Quantitative distribution of mangroves in Guangxi Zhuang Autonmous Region","volume":"26","author":"Li","year":"2004","journal-title":"J. Beijing For. Univ."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"112285","DOI":"10.1016\/j.rse.2021.112285","article-title":"Rapid, Robust, and Automated Mapping of Tidal Flats in China Using Time Series Sentinel-2 Images and Google Earth Engine","volume":"255","author":"Jia","year":"2021","journal-title":"Remote Sens. Environ."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"1306","DOI":"10.1016\/j.scib.2023.05.004","article-title":"Mapping Global Distribution of Mangrove Forests at 10-m Resolution","volume":"68","author":"Jia","year":"2023","journal-title":"Sci. Bull."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"135","DOI":"10.1016\/j.rse.2011.07.009","article-title":"How Wetland Type and Area Differ through Scale: A GEOBIA Case Study in Alberta\u2019s Boreal Plains","volume":"117","author":"Powers","year":"2012","journal-title":"Remote Sens. Environ."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"226609","DOI":"10.1109\/ACCESS.2020.3046261","article-title":"Urban Impervious Surface Extraction Based on Multi-Features and Random Forest","volume":"8","author":"Guo","year":"2020","journal-title":"IEEE Access"},{"key":"ref_33","doi-asserted-by":"crossref","unstructured":"Liu, M., Mao, D., Wang, Z., Li, L., Man, W., Jia, M., Ren, C., and Zhang, Y. (2018). Rapid Invasion of Spartina Alterniflora in the Coastal Zone of Mainland China: New Observations from Landsat OLI Images. Remote Sens., 10.","DOI":"10.3390\/rs10121933"},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"24","DOI":"10.1016\/j.isprsjprs.2016.01.011","article-title":"Random Forest in Remote Sensing: A Review of Applications and Future Directions","volume":"114","author":"Belgiu","year":"2016","journal-title":"ISPRS J. Photogramm. Remote Sens."},{"key":"ref_35","first-page":"122","article-title":"How Much Does Multi-Temporal Sentinel-2 Data Improve Crop Type Classification?","volume":"72","author":"Vuolo","year":"2018","journal-title":"Int. J. Appl. Earth Obs. Geoinf."},{"key":"ref_36","first-page":"265","article-title":"Temporal Analysis on Spatial Structure of Mangrove Distribution in Guangxi, China from 1960 to 2010","volume":"13","author":"Li","year":"2015","journal-title":"Wetl. Sci."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"151122","DOI":"10.1016\/j.scitotenv.2021.151122","article-title":"Ecosystem Services Valuation in China: A Meta-Analysis","volume":"809","author":"Kang","year":"2022","journal-title":"Sci. Total Environ."},{"key":"ref_38","unstructured":"Zhang, Q. (2008). Research on the Biologic Seashore of South China Sea, Guangdong Economic Press."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"27","DOI":"10.1016\/j.ecss.2008.10.001","article-title":"The Reduction Effects of Mangrove Forest on a Tsunami Based on Field Surveys at Pakarang Cape, Thailand and Numerical Analysis","volume":"81","author":"Yanagisawa","year":"2009","journal-title":"Estuar. Coast. Shelf Sci."},{"key":"ref_40","first-page":"40","article-title":"The Ecological Values of Mangrove Ecosystems in China","volume":"19","author":"Han","year":"2000","journal-title":"Ecol. Sci."},{"key":"ref_41","unstructured":"(2020). China Forestry and Grassland Statistical Yearbook."},{"key":"ref_42","first-page":"1262","article-title":"A study on the baseline value of the Chinese mangrove services and allocation of the value to individual tree","volume":"42","author":"Fan","year":"2022","journal-title":"Acta Ecol. Sin."},{"key":"ref_43","first-page":"557","article-title":"Estimating Forest Ecosystem Service Function of Carbon Sequestration and Oxygen Release in Guangxi Province","volume":"15","author":"Chen","year":"2016","journal-title":"J. Agro-For. Econ. Manag."},{"key":"ref_44","unstructured":"Lu, X. (2004). Wetland Protection and Management, Chemical Industry Press."},{"key":"ref_45","unstructured":"(2020). Guangxi Statistical Yearbook."},{"key":"ref_46","first-page":"1243","article-title":"Improvement of the Evaluation Method for Ecosystem Service Value Based on Per Unit Area","volume":"30","author":"Xie","year":"2015","journal-title":"J. Nat. Resour."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"870","DOI":"10.1007\/BF02886190","article-title":"Value of Ecosystem Services in China","volume":"45","author":"Chen","year":"2000","journal-title":"Chin. Sci. Bull."},{"key":"ref_48","first-page":"88","article-title":"Monitoring Mangrove Forest Change in China from 1990 to 2015 Using Landsat-Derived Spectral-Temporal Variability Metrics","volume":"73","author":"Hu","year":"2018","journal-title":"Int. J. Appl. Earth Obs. Geoinf."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"327","DOI":"10.3389\/fmars.2020.00327","article-title":"Mangrove Rehabilitation and Restoration as Experimental Adaptive Management","volume":"7","author":"Ellison","year":"2020","journal-title":"Front. Mar. Sci."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"253","DOI":"10.1038\/387253a0","article-title":"The Value of the World Ecosystem Services and Natural Capital","volume":"387","author":"Costanza","year":"1997","journal-title":"Nature"},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"676","DOI":"10.1016\/j.ecolind.2010.09.007","article-title":"Analysis of Historic Changes in Regional Ecosystem Service Provisioning Using Land Use Data","volume":"11","author":"Lautenbach","year":"2011","journal-title":"Ecol. Indic."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"3967","DOI":"10.1111\/gcb.13727","article-title":"Review of the Ecosystem Service Implications of Mangrove Encroachment into Salt Marshes","volume":"23","author":"Kelleway","year":"2017","journal-title":"Glob. Chang. Biol."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"114","DOI":"10.1016\/j.ecoser.2017.02.004","article-title":"Economic Analysis of Mangrove and Marine Fishery Linkages in India","volume":"24","author":"Anneboina","year":"2017","journal-title":"Ecosyst. Serv."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"1076","DOI":"10.1038\/s41893-021-00793-5","article-title":"Rebound in China\u2019s Coastal Wetlands Following Conservation and Restoration","volume":"4","author":"Wang","year":"2021","journal-title":"Nat. Sustain."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"3886","DOI":"10.1360\/TB-2020-1412","article-title":"Spatial-temporal changes of China\u2019s mangrove forests over the past 50 years: An analysis towards the Sustainable Development Goals (SDGs)","volume":"66","author":"Jia","year":"2021","journal-title":"Chin. Sci. Bull."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/16\/3\/494\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T13:50:24Z","timestamp":1760104224000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/16\/3\/494"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,1,27]]},"references-count":55,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2024,2]]}},"alternative-id":["rs16030494"],"URL":"https:\/\/doi.org\/10.3390\/rs16030494","relation":{},"ISSN":["2072-4292"],"issn-type":[{"value":"2072-4292","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,1,27]]}}}