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Lu Y, Chen J, Han Z, Xu Q, Peart M, Ng CN, Lee FYS, Hau BCH, Law WWY. Nonlinear and abnormal relationship between turbidity and suspended solids concentration in mountainous rivers: A case study of the Lai Chi Wo river in Hong Kong, China. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 947:174483. [PMID: 38969139 DOI: 10.1016/j.scitotenv.2024.174483] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/10/2024] [Revised: 06/30/2024] [Accepted: 07/02/2024] [Indexed: 07/07/2024]
Abstract
Suspended solids concentration (SSC) in a river is closely relevant to river water turbidity. Investigation of their relationship in this study is accompanied by observed turbidity and SSC values, which were obtained from the testing results of water samples and monitored conditions in streamflow. The water samples were collected from two observation stations with a broad range of sediment concentrations in the Lai Chi Wo catchment in Hong Kong, China. We classified the target rainfall events into single-peak event type and dual-peak event type for a distinguished discussion of the relationship between SSC and turbidity in this study. At a finer classification, each event is separated into defined processes for the analysis, where two main processes refer to the periods that SSC rises from a normal state to a peak state first and the followed periods that SSC recesses to ordinary status gradually. It is advised by the analysis results that the estimation of SSC through turbidity values should be based on the same rainfall types for the upstream station. However, the results show that the classification of rainfall types does not need to take downstream areas into consideration. Furthermore, current research implies that the individual established connections between SSC and turbidity value at different stages (particularly referring to the rising period and recessing period) could be applied to estimate SSC at the same station via continuous turbidity values for both this and other ungauged stations with similar topographical features in the future. Meanwhile, this research approach provides new insight exploring various behaviors of sediments at different stages during an integral rainfall event. A comparison of distinguished performances of sediment during corresponding stages in a rainfall event makes contributions to diverse relationship between SSC and turbidity in the mountainous river.
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Affiliation(s)
- Yi Lu
- Department of Civil Engineering, The University of Hong Kong, Pokfulam Road, Hong Kong, China; Department of Civil Engineering, Hong Kong Chu Hai College, Hong Kong, China.
| | - Ji Chen
- Department of Civil Engineering, The University of Hong Kong, Pokfulam Road, Hong Kong, China.
| | - Zhaofeng Han
- Department of Civil Engineering, The University of Hong Kong, Pokfulam Road, Hong Kong, China
| | - Qian Xu
- Space Intelligence and Informatics Research Center, Research Institute of Tsinghua University in Shenzhen, China
| | - Mervyn Peart
- Department of Geography, The University of Hong Kong, Pokfulam Road, Hong Kong, China
| | - Cho Nam Ng
- Department of Geography, The University of Hong Kong, Pokfulam Road, Hong Kong, China
| | - Frederick Y S Lee
- Faculty of Social Sciences, The University of Hong Kong, Hong Kong, China
| | - Billy C H Hau
- Faculty of Social Sciences, The University of Hong Kong, Hong Kong, China; Department of Biological Sciences, The University of Hong Kong, Hong Kong, China
| | - Winnie W Y Law
- Department of Biological Sciences, The University of Hong Kong, Hong Kong, China
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Vidyalashmi K, Chandana L M, Nandana JS, Azhikodan G, Priya KL, Yokoyama K, Paramasivam SK. Analysing the performance of the NARX model for forecasting the water level in the Chikugo River estuary, Japan. ENVIRONMENTAL RESEARCH 2024; 251:118531. [PMID: 38423499 DOI: 10.1016/j.envres.2024.118531] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/14/2023] [Revised: 02/01/2024] [Accepted: 02/20/2024] [Indexed: 03/02/2024]
Abstract
Estuaries are dynamic environments which are driven by various natural processes like river discharge, tides, waves, influx of saline water and sediments, etc. These ecosystems are the most sensitive to sea level rise and fluctuations in river discharge associated with climate change. A direct response of sea level rise and river discharge can be observed in the water level of estuaries. However, existing models have not considered these parameters for forecasting water level. This paper focuses on developing a water level forecast model for the Chikugo River estuary in Japan using Nonlinear Autoregressive with Exogenous inputs (NARX Model). NARX neural network was used to do the one-step-ahead prediction of water level considering the various parameters that can very well be influenced by climate change: previous water level, river discharge, and salinity. Accordingly, three models were developed: (i) Model I considering previous water level; (ii) Model II additionally considering river discharge; and (iii) Model III additionally considering salinity. All the models showed appreciable performance in forecasting the water level. Model III had the best correlation with the water level with a cross-correlation value of 0.6030, while the river discharge had only a cross-correlation of 0.1113 indicating that the Chikugo River estuary is tide-dominated. The model was trained using different combinations of available data - previous water level, river discharge, and salinity. Cross-correlation results showed a better correlation between water level and salinity than various other combinations trained. Therefore, tidal intrusion influences the water level in the estuary, thereby depicting that sea level rise can affect the water level, and its influence can be well predicted by the developed model. The water level significantly affects the flora and fauna and the predictability of future estuarine floods can help in taking necessary mitigation strategies.
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Affiliation(s)
- K Vidyalashmi
- Department of Civil Engineering, TKM College of Engineering, Kollam, Kerala, India
| | - Megha Chandana L
- Department of Civil Engineering, TKM College of Engineering, Kollam, Kerala, India
| | - J S Nandana
- Department of Civil Engineering, TKM College of Engineering, Kollam, Kerala, India
| | - Gubash Azhikodan
- Department of Civil and Environmental Engineering, Tokyo Metropolitan University, 1-1, Minami-Osawa, Hachioji, Tokyo, 192-0397, Japan.
| | - K L Priya
- Department of Civil Engineering, TKM College of Engineering, Kollam, Kerala, India.
| | - Katsuhide Yokoyama
- Department of Civil and Environmental Engineering, Tokyo Metropolitan University, 1-1, Minami-Osawa, Hachioji, Tokyo, 192-0397, Japan
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Nwe LW, Yokoyama K, Azhikodan G. Phytoplankton habitats and size distribution during a neap-spring transition in the highly turbid macrotidal Chikugo River estuary. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 850:157810. [PMID: 35932862 DOI: 10.1016/j.scitotenv.2022.157810] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/26/2022] [Revised: 07/25/2022] [Accepted: 07/31/2022] [Indexed: 06/15/2023]
Abstract
The effect of neap-spring transition on the spatial and temporal changes in the cell size distribution of different phytoplankton species and their size-based habitats distribution were investigated in the highly turbid macrotidal Chikugo River estuary, Japan in 2021. The estuarine mixing changed from stratified to well-mixed over the transition from neap to spring tides and saltwater (1-5) intruded until 17 km with negligible effect from river discharge. The suspended sediment concentration (SSC) was low (<40 mg L-1) during neap tide and highest (1000 mg L-1) during spring tide associated with strong mixing, which led to the formation of an estuarine turbidity maximum (ETM) zone between 8 and 12 km. A total of 159 phytoplankton species were identified in the estuary and are classified into seven groups. The diatoms (freshwater and marine habitats) were found as significant groups (79-86 %). Principal component analysis (PCA) results showed that salinity (p < 0.05) and mixing (p < 0.05) were the major controlling factors in the phytoplankton habitats distribution. The diatoms abundance started to increase from neap tide and reached the maximum abundance (174.714 cells/mL) two days after neap tide, then decreased towards spring tide (69.257 cells/mL). Additionally, the cell sizes of dominant diatoms species (Skeletonema costatum and Nitzschia acicularis) increased from neap to intermediate tides and continued increasing until the spring tide. Spatially, the abundance of diatoms was lower in the middle estuary (67-86 cells/mL) than in other parts because of ETM formation, although larger size distribution occurred. This study concludes that the abundance and size distribution of phytoplankton are influenced by estuarine mixing, and the neap-spring transition phase is more essential for phytoplankton growth than individual neap and spring tides in tide-dominated estuaries. Furthermore, size-increasing patterns play an important role in sustaining their survival strategy under the strong turbulent conditions in addition to saltwater intrusion and ETM.
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Affiliation(s)
- Lett Wai Nwe
- Department of Civil and Environmental Engineering, Tokyo Metropolitan University, 1-1 Minami Osawa, Hachioji-shi, Tokyo 192-0397, Japan
| | - Katsuhide Yokoyama
- Department of Civil and Environmental Engineering, Tokyo Metropolitan University, 1-1 Minami Osawa, Hachioji-shi, Tokyo 192-0397, Japan.
| | - Gubash Azhikodan
- Department of Civil and Environmental Engineering, Tokyo Metropolitan University, 1-1 Minami Osawa, Hachioji-shi, Tokyo 192-0397, Japan.
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Angeli JLF, Sartoretto JR, Kim BSM, de Lima Ferreira PA, Benedetti B, de Mahiques MM, Figueira RCL. Historical mercury contamination in a major Latin American industrial and port complex: The case of the Santos estuary, Southeastern Brazil. MARINE POLLUTION BULLETIN 2022; 184:114100. [PMID: 36155413 DOI: 10.1016/j.marpolbul.2022.114100] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/17/2022] [Revised: 08/29/2022] [Accepted: 08/30/2022] [Indexed: 06/16/2023]
Abstract
The present study determined total mercury (Hg) in four 210Pb dated sediment cores to assess the historical anthropogenic Hg accumulation in the Santos estuary, Southeastern Brazil. Background levels were identified using the deepest sections of the cores, corresponding to pre-industrial ages. Mercury distribution in the sediment cores (0.02-2.64 mg kg-1) presented a large spatial and temporal variation. Contamination is highest in the upper estuary and indicates that the industrial hub, especially a chlor-alkali plant is the primary source of Hg. A contaminant trap effect is observed in this area associated with high fine sediment accumulation and Hg fluxes. The contamination pattern indicates that the regions not affected by direct inputs are influenced by reworking, resuspension, and transport of contaminated sediments by tidal flows. The Hg enrichment in the upper layers of the sediment cores demonstrates that the environmental actions fulfilled in the 1980s were insufficient to control Hg pollution in the Santos estuary.
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Affiliation(s)
- José Lourenço Friedmann Angeli
- Instituto Oceanográfico - Universidade de São Paulo (IOUSP), Pça. do Oceanográfico. 191, Butantã, São Paulo 05508-120, Brazil.
| | - Juliê Rosemberg Sartoretto
- Instituto Oceanográfico - Universidade de São Paulo (IOUSP), Pça. do Oceanográfico. 191, Butantã, São Paulo 05508-120, Brazil
| | - Bianca Sung Mi Kim
- Instituto Oceanográfico - Universidade de São Paulo (IOUSP), Pça. do Oceanográfico. 191, Butantã, São Paulo 05508-120, Brazil
| | - Paulo Alves de Lima Ferreira
- Instituto Oceanográfico - Universidade de São Paulo (IOUSP), Pça. do Oceanográfico. 191, Butantã, São Paulo 05508-120, Brazil
| | - Beatriz Benedetti
- Instituto Oceanográfico - Universidade de São Paulo (IOUSP), Pça. do Oceanográfico. 191, Butantã, São Paulo 05508-120, Brazil
| | | | - Rubens Cesar Lopes Figueira
- Instituto Oceanográfico - Universidade de São Paulo (IOUSP), Pça. do Oceanográfico. 191, Butantã, São Paulo 05508-120, Brazil
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Wang C, Tian L, Zhu B, Huang L, Wang C, Fang H, Jiang H. Production of bio-stable fluid sediment from accumulation of cyanobacterial bloom biomass under various water depths. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 827:154224. [PMID: 35240172 DOI: 10.1016/j.scitotenv.2022.154224] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/13/2021] [Revised: 02/11/2022] [Accepted: 02/25/2022] [Indexed: 06/14/2023]
Abstract
While fluid sediments normally formed through hydrodynamic erosion and transport was well known, the fluid sediments caused by organic matter accumulation and degradation in eutrophic lakes was rarely investigated. Here, the effects of cyanobacterial bloom biomass (CBB) accumulation and water depth on the occurrence of fluid sediments were studied. Within 30 days of experiments, the variation of sediment height firstly increased to the maximum with rising in water depth, then decreased due to the high hydraulic pressure. While the surface sediments density decreased slightly from 1.35 g cm-3 to around 1.32 g cm-3 without CBB accumulation, and CBB accumulation led to lower density (around 1.02 g cm-3) but higher shear stress of sediments. Through analyzing the extracellular polymeric substances (EPS), it was found that CBB accumulation improved the polysaccharide/protein ratios of sediment. The infrared analysis further indicated that the bound-EPS could protect fluid sediments bio-stabilization. Meanwhile, the enriched Acinetobacter, Pseudomonas in sediments with CBB accumulation might play roles in EPS production, which benefited the bio-stabilization of fluid sediments. Furthermore, the stability of fluid sediments increased with increase in water depth, and the resuspension of biological fluid sediments would occur more likely in the low water depth area. Altogether, this study reported the formation and stability of the biological fluid sediments in eutrophic shallow lakes, and could help provide clues against sediment resuspension in lake ecosystems.
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Affiliation(s)
- Chunliu Wang
- State Key Laboratory of Lake Science and Environment, Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences, Nanjing 210008, China
| | - Linqi Tian
- State Key Laboratory of Lake Science and Environment, Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences, Nanjing 210008, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Bosong Zhu
- State Key Laboratory of High Performance Civil Engineering Materials, Jiangsu Sobute New Materials Co., Ltd., Nanjing, Jiangsu 210008, China
| | - Lei Huang
- State Key Laboratory of Hydroscience & Engineering, Department of Hydraulic Engineering, Tsinghua University, Beijing 100084, China
| | - Changhui Wang
- State Key Laboratory of Lake Science and Environment, Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences, Nanjing 210008, China
| | - Hongwei Fang
- State Key Laboratory of Hydroscience & Engineering, Department of Hydraulic Engineering, Tsinghua University, Beijing 100084, China
| | - Helong Jiang
- State Key Laboratory of Lake Science and Environment, Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences, Nanjing 210008, China.
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Wang C, Xu D, Bai L, Zhu B, Huang L, Jiang H. Effects of accumulated cyanobacterial bloom biomass contents on the characteristics of surface fluid sediments in a eutrophic shallow lake. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2022; 308:114644. [PMID: 35144061 DOI: 10.1016/j.jenvman.2022.114644] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/29/2021] [Revised: 01/24/2022] [Accepted: 01/30/2022] [Indexed: 06/14/2023]
Abstract
In eutrophic shallow lakes, cyanobacterial blooms will occur frequently and then accumulate on sediments, leading to the variation in the surface sediment properties. In this study, the influence of accumulated cyanobacterial blooms biomass (CBB) content on surface sediment properties was determined in microcosm experiments through monitoring surface sediment physicochemical and rheological properties. During one-month incubation, it was found that surface sediment volume increased, and the density decreased from 1.36 g cm-3 to 1.13 g cm-3 with increase in accumulated CBB contents. The results of particle size distribution indicated that CBB accumulation in sediments led to sediment flocculation and agglomeration. In the meantime, there were high ratios polysaccharide/protein in extracellular polymeric substances (EPS) with a decrease in bound EPS/colloid EPS under high CBB contents, which enhanced the sediment particle agglomeration and reduced fluid sediment stability. Further, the critical shear stress in rheological test for sediments on day 30 presented an exponential decay (R2 = 0.97) with increase in accumulated CBB contents. And a threshold value at 0.15% accumulated CBB content indicated sediments could be resuspended easier when accumulated CBB content was higher than 0.15%. Altogether, this study showed that the accumulated CBB content had a strong influence on surface fluid sediment properties. The results were important in sediment management since CBB affects sediment suspension for eutrophication shallow lakes.
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Affiliation(s)
- Chunliu Wang
- State Key Laboratory of Lake Science and Environment, Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences, Nanjing, 210008, China
| | - Da Xu
- College of Biology and the Environment, Nanjing Forestry University, Nanjing, 210037, China
| | - Leilei Bai
- State Key Laboratory of Lake Science and Environment, Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences, Nanjing, 210008, China
| | - Bosong Zhu
- State Key Laboratory of High Performance Civil Engineering Materials, Jiangsu Sobute New Materials Co., Ltd, Nanjing, Jiangsu, 210008, China
| | - Lei Huang
- State Key Laboratory of Hydroscience & Engineering, Department of Hydraulic Engineering, Tsinghua University, Beijing, 100084, China
| | - Helong Jiang
- State Key Laboratory of Lake Science and Environment, Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences, Nanjing, 210008, China.
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Suspended-Sediment Distribution Patterns in Tide-Dominated Estuaries on the Eastern Amazon Coast: Geomorphic Controls of Turbidity-Maxima Formation. WATER 2021. [DOI: 10.3390/w13111568] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
In tide-dominated estuaries, maximum-turbidity zones (MTZs) are common and prominent features, characterized by a peak in suspended-sediment concentration (SSC) associated with estuarine processes. The Brazilian Amazon coast includes many estuaries, experiencing macrotidal conditions. MTZs are expected to occur and are crucial for sediment delivery to the longest continuous mangrove belt of the world. The area is under influence of the Amazon River plume (ARP), the main SSC source, as local rivers do not deliver substantial sediment supply. To assess the processes that allow the ARP to supply sediment to the estuaries and mangrove belt along the Amazon coast, the results from previous individual studies within five Amazon estuaries (Mocajuba, Taperaçu, Caeté, Urumajó and Gurupi) were compared with regards to SSC, salinity, morphology and tidal propagation. This comparison reinforces that these estuaries are subject to similar regional climate and tidal variations, but that their dynamics differ in terms of distance from the Amazon River mouth, importance of the local river sediment source, and morphology of the estuarine setting. The Urumajó, Caeté and Gurupi are hypersynchronous estuaries where perennial, classic MTZs are observed with SSC > 1 g·L−1. This type of estuary results in transport convergence and MTZ formation, which are suggested to be the main processes promoting mud accumulation in the Amazonian estuaries and therefore the main means of mud entrapment in the mangrove belt. The Mocajuba and the Taperaçu estuaries showed synchronous and hyposynchronous processes, respectively, and do not present classic MTZs. In these cases, the proximity to the ARP for the Mocajuba and highly connected tidal channels for the Taperaçu estuary, assure substantial mud supply into these estuaries. This study shows the strong dependence of the estuaries and mangrove belt on sediment supply from the ARP, helping to understand the fate of Amazon River sediments and providing insights into the mechanisms providing sediment to estuaries and mangroves around the world, especially under the influence of big rivers.
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Shen X, Lin M, Zhu Y, Ha HK, Fettweis M, Hou T, Toorman EA, Maa JPY, Zhang J. A quasi-Monte Carlo based flocculation model for fine-grained cohesive sediments in aquatic environments. WATER RESEARCH 2021; 194:116953. [PMID: 33657494 DOI: 10.1016/j.watres.2021.116953] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/23/2020] [Revised: 02/17/2021] [Accepted: 02/18/2021] [Indexed: 06/12/2023]
Abstract
The quasi-Monte Carlo (QMC) method was enhanced to solve the population balance model (PBM) including aggregation and fragmentation processes for simulating the temporal evolutions of characteristic sizes and floc size distributions (FSDs) of cohesive sediments. Ideal cases with analytical solutions were firstly adopted to validate this QMC model to illustrate selected pure aggregation, pure fragmentation, and combined aggregation and fragmentation systems. Two available laboratory data sets, one with suspended kaolinite and the other with a mixture of kaolinite and montmorillonite, were further used to monitor the FSDs of cohesive sediments in controlled shear conditions. The model results show reasonable agreements with both analytical solutions and laboratory experiments. Moreover, different QMC schemes were tested and compared with the standard Monte Carlo scheme and a Latin Hypercube Sampling scheme to optimize the model performance. It shows that all QMC schemes perform better in both accuracy and time consumption than standard Monte Carlo scheme. In particular, compared with other schemes, the QMC scheme using Halton sequence requires the least particle numbers in the simulated system to reach reasonable accuracy. In the sensitivity tests, we also show that the fractal dimension and the fragmentation distribution function have large impacts on the predicted FSDs. This study indicates a great advance in employing QMC schemes to solve PBM for simulating the flocculation of cohesive sediments.
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Affiliation(s)
- Xiaoteng Shen
- Key Laboratory of Ministry of Education for Coastal Disaster and Protection, Hohai University, Nanjing 210098, China; College of Harbour, Coastal and Offshore Engineering, Hohai University, Nanjing 210098, China; Engineering Research Center of Ministry of Education for Dredging Technology, Hohai University, Nanjing 210098, China
| | - Mingze Lin
- College of Harbour, Coastal and Offshore Engineering, Hohai University, Nanjing 210098, China
| | - Yuliang Zhu
- Key Laboratory of Ministry of Education for Coastal Disaster and Protection, Hohai University, Nanjing 210098, China; College of Harbour, Coastal and Offshore Engineering, Hohai University, Nanjing 210098, China; Engineering Research Center of Ministry of Education for Dredging Technology, Hohai University, Nanjing 210098, China.
| | - Ho Kyung Ha
- Department of Ocean Sciences, Inha University, Incheon 22212, Republic of Korea
| | - Michael Fettweis
- Operational Directorate Natural Environment, Royal Belgian Institute of Natural Sciences, Rue Vautier 29, 1000 Brussels, Belgium
| | - Tianfeng Hou
- Prediction Science Laboratory, RIKEN Cluster for Pioneering Research, Kobe, Japan; Data Assimilation Research Team, RIKEN Center for Computational Science, Kobe, Japan; RIKEN iTHEMS, Wako, Saitama 351-0198, Japan
| | - Erik A Toorman
- Hydraulics Laboratory, Department of Civil Engineering, KU Leuven, Kasteelpark Arenberg 40, B-3001 Leuven, Belgium
| | - Jerome P-Y Maa
- Virginia Institute of Marine Science, College of William & Mary, Gloucester Point, VA 23062, United States
| | - Jinfeng Zhang
- State Key Laboratory of Hydraulic Engineering Simulation and Safety, Tianjin University, Tianjin 300072, China
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