{"title":"Research on Remote Sensing Quantitative Inversion of Oil Spills and Emulsions Using Fusion of Optical and Thermal Characteristics","authors":"Zongchen Jiang;Jie Zhang;Yi Ma;Xingpeng Mao","doi":"10.1109/JSTARS.2025.3547719","DOIUrl":null,"url":null,"abstract":"Marine oil spill disasters significantly threaten the environment, economic development, and human health. Accurate quantification and inversion of oil spills and emulsions are essential for an effective emergency response. This study systematically investigated oil spill quantitative inversion from land-based to airborne and then to satellite-based, focusing on the optical and thermal response characteristics of nonemulsified crude oils (NEO) and fuel oils of varying thicknesses, as well as oil spill emulsions (OE) with different emulsification concentrations. A novel modular oil spill quantitative inversion model (OQIM) combining optical and thermal characteristics was developed, which comprehensively utilized the inversion advantages of optical and thermal infrared remote sensing in the thin and thick oil film ranges, respectively, enabling the simultaneous quantitative inversion of NEO and OE. The study demonstrates that the OQIM exhibited excellent quantitative inversion capabilities and stability under ideal land-based scenarios, with <italic>R</i><sup>2</sup>; values for NEO and OE exceeding 0.978 and 0.983, respectively. The OQIM effectively utilized the technical strengths of optical and thermal remote sensing, successfully mitigating the interference from sun glint, and inverting the thickness of NEO and fuel oil based on the UAV actual measurement data. By employing the oil–water brightness temperature difference polar coordinate thermal model, the absolute thickness of the oil-in-water emulsions was inverted with an average relative error below 12.7%. When applied to airborne and satellite remote sensing images of actual oil spill incidents, the OQIM model exhibited significant inversion potential and generalization capabilities in practical applications, offering crucial methodological support for emergency responses to marine oil spills.","PeriodicalId":13116,"journal":{"name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","volume":"18 ","pages":"8472-8489"},"PeriodicalIF":4.7000,"publicationDate":"2025-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10909410","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","FirstCategoryId":"5","ListUrlMain":"https://ieeexplore.ieee.org/document/10909410/","RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
引用次数: 0
Abstract
Marine oil spill disasters significantly threaten the environment, economic development, and human health. Accurate quantification and inversion of oil spills and emulsions are essential for an effective emergency response. This study systematically investigated oil spill quantitative inversion from land-based to airborne and then to satellite-based, focusing on the optical and thermal response characteristics of nonemulsified crude oils (NEO) and fuel oils of varying thicknesses, as well as oil spill emulsions (OE) with different emulsification concentrations. A novel modular oil spill quantitative inversion model (OQIM) combining optical and thermal characteristics was developed, which comprehensively utilized the inversion advantages of optical and thermal infrared remote sensing in the thin and thick oil film ranges, respectively, enabling the simultaneous quantitative inversion of NEO and OE. The study demonstrates that the OQIM exhibited excellent quantitative inversion capabilities and stability under ideal land-based scenarios, with R2; values for NEO and OE exceeding 0.978 and 0.983, respectively. The OQIM effectively utilized the technical strengths of optical and thermal remote sensing, successfully mitigating the interference from sun glint, and inverting the thickness of NEO and fuel oil based on the UAV actual measurement data. By employing the oil–water brightness temperature difference polar coordinate thermal model, the absolute thickness of the oil-in-water emulsions was inverted with an average relative error below 12.7%. When applied to airborne and satellite remote sensing images of actual oil spill incidents, the OQIM model exhibited significant inversion potential and generalization capabilities in practical applications, offering crucial methodological support for emergency responses to marine oil spills.
期刊介绍:
The IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing addresses the growing field of applications in Earth observations and remote sensing, and also provides a venue for the rapidly expanding special issues that are being sponsored by the IEEE Geosciences and Remote Sensing Society. The journal draws upon the experience of the highly successful “IEEE Transactions on Geoscience and Remote Sensing” and provide a complementary medium for the wide range of topics in applied earth observations. The ‘Applications’ areas encompasses the societal benefit areas of the Global Earth Observations Systems of Systems (GEOSS) program. Through deliberations over two years, ministers from 50 countries agreed to identify nine areas where Earth observation could positively impact the quality of life and health of their respective countries. Some of these are areas not traditionally addressed in the IEEE context. These include biodiversity, health and climate. Yet it is the skill sets of IEEE members, in areas such as observations, communications, computers, signal processing, standards and ocean engineering, that form the technical underpinnings of GEOSS. Thus, the Journal attracts a broad range of interests that serves both present members in new ways and expands the IEEE visibility into new areas.