Canonical correlation;
Visual analytics;
Temporal graphs;
Water resources;
Water stations;
MULTISTAGE ATTENTION-GAN;
BRAIN;
SEGMENTATION;
D O I:
10.1007/s11042-023-16926-1
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
In the last decades, urbanization and population growth substantially increased water consumption for agricultural, industrial, and residential purposes. Characterizing the interplay between environmental variables and water resources plays a critical role in establishing effective water management policies. In this paper, we apply Canonical Correlation Analysis (CCA) in a set of climate and hydrological indicators to investigate the behavior of these environmental variables over time in different geographical regions of California, as well as the relationship among these regions. CCA served as a base to establish a temporal graph that models the relationship between the stations over time, and advanced graph visualization techniques are used to produce patterns that aid in the comprehension of the underlying phenomena. Our results identified important temporal patterns, such as heterogeneous behavior in the dry season and lower correlation between the stations in La Nina years. We show that the combination of CCA and visual analytics can assist water experts in identifying important climate and hydrological events in different scenarios.
机构:
New York State Psychiat Inst & Hosp, Mental Hlth Data Sci, New York, NY USA
Columbia Univ, Dept Biostat & Psychiat, New York, NY USA
1051 Riverside Dr,Unit 48, New York, NY 10032 USANew York State Psychiat Inst & Hosp, Mental Hlth Data Sci, New York, NY USA
Lee, Seonjoo
Choi, Jongwoo
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机构:
New York State Psychiat Inst & Hosp, Mental Hlth Data Sci, New York, NY USANew York State Psychiat Inst & Hosp, Mental Hlth Data Sci, New York, NY USA
Choi, Jongwoo
Fang, Zhiqian
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机构:
New York State Psychiat Inst & Hosp, Mental Hlth Data Sci, New York, NY USANew York State Psychiat Inst & Hosp, Mental Hlth Data Sci, New York, NY USA
Fang, Zhiqian
Bowman, F. DuBois
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机构:
Univ Michigan, Dept Biostat, Ann Arbor, MI USANew York State Psychiat Inst & Hosp, Mental Hlth Data Sci, New York, NY USA
机构:
School of Electronic, Information and Electrical Engineering, Shanghai Jiaotong University, Shanghai 200240, ChinaSchool of Electronic, Information and Electrical Engineering, Shanghai Jiaotong University, Shanghai 200240, China
Yang, Hui-Jun
Jing, Zhong-Liang
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机构:
Institute of Aerospace Science and Technology, Shanghai Jiaotong University, Shanghai 200240, ChinaSchool of Electronic, Information and Electrical Engineering, Shanghai Jiaotong University, Shanghai 200240, China
Jing, Zhong-Liang
Zhao, Hai-Tao
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机构:
Institute of Aerospace Science and Technology, Shanghai Jiaotong University, Shanghai 200240, ChinaSchool of Electronic, Information and Electrical Engineering, Shanghai Jiaotong University, Shanghai 200240, China
机构:
ASTAR, Inst Infocomm Res I2R, Data Min Dept, Singapore 138632, Singapore
UCL, Dept Comp Sci, Ctr Computat Stat & Machine Learning, London WC1E 6BT, EnglandASTAR, Inst Infocomm Res I2R, Data Min Dept, Singapore 138632, Singapore
Hardoon, David R.
Shawe-Taylor, John
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机构:
UCL, Dept Comp Sci, Ctr Computat Stat & Machine Learning, London WC1E 6BT, EnglandASTAR, Inst Infocomm Res I2R, Data Min Dept, Singapore 138632, Singapore