Satellites;
Artificial intelligence;
Sea measurements;
Water resources;
Water pollution;
Real-time systems;
Turbidity;
Artificial intelligence (AI);
coastal water contaminants;
earth observation;
machine learning;
onboard processing;
remote sensing (RS);
ARTIFICIAL-INTELLIGENCE;
D O I:
10.1109/JSTARS.2024.3455992
中图分类号:
TM [电工技术];
TN [电子技术、通信技术];
学科分类号:
0808 ;
0809 ;
摘要:
Differently from conventional procedures, the proposed solution advocates for a groundbreaking paradigm in water quality monitoring through the integration of satellite Remote Sensing data, Artificial Intelligence techniques, and onboard processing. While conventional procedures present several drawbacks mainly related to late intervention capabilities, the objective of what proposed is to offer nearly real-time detection of contaminants in coastal waters addressing a significant gap in the existing literature and allowing fast alerts and intervention. In fact, the expected outcomes include substantial advancements in environmental monitoring, public health protection, and resource conservation. Namely, the specific focus of our study is on the estimation of Turbidity and pH parameters, for their implications on human and aquatic health. Nevertheless, the designed framework can be extended to include other parameters of interest in the water environment and beyond. Originating from our participation in the European Space Agency OrbitalAI Challenge, this article describes the distinctive opportunities and issues for the contaminants' monitoring on the Phi sat-2 mission. The specific characteristics of this mission, with the tools made available, will be presented, with the methodology proposed by the authors for the onboard monitoring of water contaminants in near real-time. Preliminary promising results are presented, along with an introduction to ongoing and future work.
机构:
Indian Space Res Org, Natl Remote Sensing Ctr, Remote Sensing Applicat Area, Disaster Management Support Grp, Hyderabad 500037, IndiaIndian Space Res Org, Natl Remote Sensing Ctr, Remote Sensing Applicat Area, Disaster Management Support Grp, Hyderabad 500037, India
Sharma, S. V. Shiva Prasad
Rao, K. H. V. Durga
论文数: 0引用数: 0
h-index: 0
机构:
Indian Space Res Org, Natl Remote Sensing Ctr, Remote Sensing Applicat Area, Disaster Management Support Grp, Hyderabad 500037, IndiaIndian Space Res Org, Natl Remote Sensing Ctr, Remote Sensing Applicat Area, Disaster Management Support Grp, Hyderabad 500037, India
Rao, K. H. V. Durga
Shukla, Abhinav K.
论文数: 0引用数: 0
h-index: 0
机构:
Indian Space Res Org, Natl Remote Sensing Ctr, Remote Sensing Applicat Area, Disaster Management Support Grp, Hyderabad 500037, IndiaIndian Space Res Org, Natl Remote Sensing Ctr, Remote Sensing Applicat Area, Disaster Management Support Grp, Hyderabad 500037, India
机构:
Sultan Moulay Slimane Univ, Fac Sci & Tech, POB 523, Beni Mellal, MoroccoCatholic Univ Louvain, Earth & Life Inst, 2 Croix Sud Bte L7-05-16, B-1348 Louvain La Neuve, Belgium
El Harti, Abderrazak
Ezzahar, Jamal
论文数: 0引用数: 0
h-index: 0
机构:
Univ Cadi Ayyad, Ecole Natl Sci Appl Safi, Safi 46000, Morocco
Fac Sci Semlalia, Ctr Geber, Lab Mixte Int TREMA, Marrakech 40000, MoroccoCatholic Univ Louvain, Earth & Life Inst, 2 Croix Sud Bte L7-05-16, B-1348 Louvain La Neuve, Belgium
Ezzahar, Jamal
Kussul, Nataliia
论文数: 0引用数: 0
h-index: 0
机构:
Natl Acad Sci Ukraine, Space Res Inst, 40 Prosp Glushkov,Build 4-1, UA-03680 Kiev, Ukraine
State Space Agcy Ukraine, 40 Prosp Glushkov,Build 4-1, UA-03680 Kiev, UkraineCatholic Univ Louvain, Earth & Life Inst, 2 Croix Sud Bte L7-05-16, B-1348 Louvain La Neuve, Belgium
Kussul, Nataliia
Labbassi, Kamal
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chouaib Doukkali, El Jadida, MoroccoCatholic Univ Louvain, Earth & Life Inst, 2 Croix Sud Bte L7-05-16, B-1348 Louvain La Neuve, Belgium
Labbassi, Kamal
Lebourgeois, Valentine
论文数: 0引用数: 0
h-index: 0
机构:
CIRAD, UMR TETIS, Maison Teledetect,500 Rue JF Breton, F-34093 Montpellier, France
Univ Montpellier, AgroParisTech, CNRS, TETIS,CIRAD,Irstea, Montpellier, FranceCatholic Univ Louvain, Earth & Life Inst, 2 Croix Sud Bte L7-05-16, B-1348 Louvain La Neuve, Belgium
Lebourgeois, Valentine
Miao, Zhang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Olymp Village Sci Pk,West Beichen Rd, Beijing 100101, Peoples R ChinaCatholic Univ Louvain, Earth & Life Inst, 2 Croix Sud Bte L7-05-16, B-1348 Louvain La Neuve, Belgium
Miao, Zhang
Newby, Terrence
论文数: 0引用数: 0
h-index: 0
机构:
Agr Res Council South Africa, Private Bag X79, ZA-0001 Pretoria, South AfricaCatholic Univ Louvain, Earth & Life Inst, 2 Croix Sud Bte L7-05-16, B-1348 Louvain La Neuve, Belgium
Newby, Terrence
Nyamugama, Adolph
论文数: 0引用数: 0
h-index: 0
机构:
Agr Res Council South Africa, Private Bag X79, ZA-0001 Pretoria, South AfricaCatholic Univ Louvain, Earth & Life Inst, 2 Croix Sud Bte L7-05-16, B-1348 Louvain La Neuve, Belgium
Nyamugama, Adolph
Salh, Norakhan
论文数: 0引用数: 0
h-index: 0
机构:
Minist Agr, Juba, SudanCatholic Univ Louvain, Earth & Life Inst, 2 Croix Sud Bte L7-05-16, B-1348 Louvain La Neuve, Belgium
Salh, Norakhan
Shelestov, Andrii
论文数: 0引用数: 0
h-index: 0
机构:
Natl Acad Sci Ukraine, Space Res Inst, 40 Prosp Glushkov,Build 4-1, UA-03680 Kiev, Ukraine
State Space Agcy Ukraine, 40 Prosp Glushkov,Build 4-1, UA-03680 Kiev, UkraineCatholic Univ Louvain, Earth & Life Inst, 2 Croix Sud Bte L7-05-16, B-1348 Louvain La Neuve, Belgium
Shelestov, Andrii
论文数: 引用数:
h-index:
机构:
Simonneaux, Vincent
Traore, Pierre Sibiry
论文数: 0引用数: 0
h-index: 0
机构:
Int Crops Res Inst Semi Arid Trop, POB 320, Bamako, MaliCatholic Univ Louvain, Earth & Life Inst, 2 Croix Sud Bte L7-05-16, B-1348 Louvain La Neuve, Belgium
Traore, Pierre Sibiry
Traore, Souleymane S.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Econ Rurale, Bamako, MaliCatholic Univ Louvain, Earth & Life Inst, 2 Croix Sud Bte L7-05-16, B-1348 Louvain La Neuve, Belgium
Traore, Souleymane S.
Koetz, Benjamin
论文数: 0引用数: 0
h-index: 0
机构:
ESA, ESRIN, Via Galileo Galilei,Casella Postale 64, I-00044 Rome, ItalyCatholic Univ Louvain, Earth & Life Inst, 2 Croix Sud Bte L7-05-16, B-1348 Louvain La Neuve, Belgium