The quality of seawater needs to be continuously monitored due to its effect on human life and natural ecosystems. However, the balance of the extent, spatial pattern and maintenance costs of marine environmental monitoring remains a challenging issue which is crucial for decision-makers. The main contribution of this work suggests taking advantage of two minimization criteria (TMC: integrating minimization of Kriging variance and minimization of relative error at a given confidence level) to improve the design and optimization of a marine environmental monitoring network. To achieve this purpose, the spatial simulated annealing (SSA) method is applied to identify the best locations for monitoring network optimization. For the case study, phosphate (PO4) is used as an indicator to characterize the seawater quality in northern coastal waters of Zhejiang Province, China. The 122 existing sites have redundancies (about 78 sites) that can be effectively identified and removed to reduce costs with the given relative error (less than 10%) and confidence level (95%). Some new sites can be added and adjusted to improve the quality of costal environmental monitoring based on quantitative analysis. In addition, the relationship between the number of the monitoring sites and monitoring precision is analyzed. The results suggest that the present method using TMC can provide a scientific basis for marine environmental monitoring and management.
机构:
CNR IRSA, Natl Res Council, Water Res Inst, Viale De Blasio 5, I-70132 Bari, ItalyCNR IRSA, Natl Res Council, Water Res Inst, Viale De Blasio 5, I-70132 Bari, Italy
Barca, Emanuele
Bruno, Delia E.
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CNR IRSA, Natl Res Council, Water Res Inst, Viale De Blasio 5, I-70132 Bari, ItalyCNR IRSA, Natl Res Council, Water Res Inst, Viale De Blasio 5, I-70132 Bari, Italy
Bruno, Delia E.
Passarella, Giuseppe
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CNR IRSA, Natl Res Council, Water Res Inst, Viale De Blasio 5, I-70132 Bari, ItalyCNR IRSA, Natl Res Council, Water Res Inst, Viale De Blasio 5, I-70132 Bari, Italy
机构:
Univ Laval, Ecole Super Amenagement Terr & Dev Reg, Pavillon Felix Antoine Savard,Bur 1628, Quebec City, PQ G1V 0A6, CanadaUniv Laval, Ecole Super Amenagement Terr & Dev Reg, Pavillon Felix Antoine Savard,Bur 1628, Quebec City, PQ G1V 0A6, Canada
Behmel, S.
Damour, M.
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DATALEA, 74 Ave Tivoli,Batiment C, F-33110 Le Bouscat, FranceUniv Laval, Ecole Super Amenagement Terr & Dev Reg, Pavillon Felix Antoine Savard,Bur 1628, Quebec City, PQ G1V 0A6, Canada
Damour, M.
Ludwig, R.
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Univ Munich, Lehrstuhl Geog & Geog Fernerkundung, Luisenstr 37, D-80333 Munich, GermanyUniv Laval, Ecole Super Amenagement Terr & Dev Reg, Pavillon Felix Antoine Savard,Bur 1628, Quebec City, PQ G1V 0A6, Canada
Ludwig, R.
Rodriguez, M. J.
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Univ Munich, Lehrstuhl Geog & Geog Fernerkundung, Luisenstr 37, D-80333 Munich, GermanyUniv Laval, Ecole Super Amenagement Terr & Dev Reg, Pavillon Felix Antoine Savard,Bur 1628, Quebec City, PQ G1V 0A6, Canada
机构:
CNR IRSA, Natl Res Council, Water Res Inst, Viale De Blasio 5, I-70132 Bari, ItalyCNR IRSA, Natl Res Council, Water Res Inst, Viale De Blasio 5, I-70132 Bari, Italy
Barca, Emanuele
Bruno, Delia E.
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h-index: 0
机构:
CNR IRSA, Natl Res Council, Water Res Inst, Viale De Blasio 5, I-70132 Bari, ItalyCNR IRSA, Natl Res Council, Water Res Inst, Viale De Blasio 5, I-70132 Bari, Italy
Bruno, Delia E.
Passarella, Giuseppe
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h-index: 0
机构:
CNR IRSA, Natl Res Council, Water Res Inst, Viale De Blasio 5, I-70132 Bari, ItalyCNR IRSA, Natl Res Council, Water Res Inst, Viale De Blasio 5, I-70132 Bari, Italy
机构:
Univ Laval, Ecole Super Amenagement Terr & Dev Reg, Pavillon Felix Antoine Savard,Bur 1628, Quebec City, PQ G1V 0A6, CanadaUniv Laval, Ecole Super Amenagement Terr & Dev Reg, Pavillon Felix Antoine Savard,Bur 1628, Quebec City, PQ G1V 0A6, Canada
Behmel, S.
Damour, M.
论文数: 0引用数: 0
h-index: 0
机构:
DATALEA, 74 Ave Tivoli,Batiment C, F-33110 Le Bouscat, FranceUniv Laval, Ecole Super Amenagement Terr & Dev Reg, Pavillon Felix Antoine Savard,Bur 1628, Quebec City, PQ G1V 0A6, Canada
Damour, M.
Ludwig, R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Munich, Lehrstuhl Geog & Geog Fernerkundung, Luisenstr 37, D-80333 Munich, GermanyUniv Laval, Ecole Super Amenagement Terr & Dev Reg, Pavillon Felix Antoine Savard,Bur 1628, Quebec City, PQ G1V 0A6, Canada
Ludwig, R.
Rodriguez, M. J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Munich, Lehrstuhl Geog & Geog Fernerkundung, Luisenstr 37, D-80333 Munich, GermanyUniv Laval, Ecole Super Amenagement Terr & Dev Reg, Pavillon Felix Antoine Savard,Bur 1628, Quebec City, PQ G1V 0A6, Canada