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Perspectives on water quality analysis emphasizing indexing,modeling,and application of artificial intelligence for comparison and trend forecasting
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作者 Rijurekha dasgupta subhasish das +1 位作者 Gourab Banerjee Asis Mazumdar 《River》 2025年第2期265-286,共22页
reshwater essential for civilization faces risk from untreated effluents discharged by industries,agriculture,urban areas,and other sources.Increasing demand and abstraction of freshwater deteriorate the pollution sce... reshwater essential for civilization faces risk from untreated effluents discharged by industries,agriculture,urban areas,and other sources.Increasing demand and abstraction of freshwater deteriorate the pollution scenario more.Hence,water quality analysis(WQA)is an important task for researchers and policymakers to maintain sustainability and public health.This study aims to gather and discuss the methods used for WQA by the researchers,focusing on their advantages and limitations.Simultaneously,this study compares different WQA methods,discussing their trends and future directions.Publications from the past decade on WQA are reviewed,and insights are explored to aggregate them in particular categories.Three major approaches,namely—water quality indexing,water quality modeling(WQM)and artificial intelligence-based WQM,are recognized.Different methodologies adopted to execute these three approaches are presented in this study,which leads to formulate a comparative discussion.Using statistical operations and soft computing techniques have been done by researchers to combat the subjectivity error in indexing.To achieve better results,WQMs are being modified to incorporate the physical processes influencing water quality more robustly.The utilization of artificial intelligence was primarily restricted to conventional networks,but in the last 5 years,implications of deep learning have increased rapidly and exhibited good results with the hybridization of feature extracting and time series modeling.Overall,this study is a valuable resource for researchers dedicated to WQA. 展开更多
关键词 deep learning water quality analysis water quality index water quality modeling
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Circulation characteristics of horseshoe vortex in scour region around circular piers 被引量:5
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作者 subhasish das Rajib das Asis MAZUMDAR 《Water Science and Engineering》 EI CAS CSCD 2013年第1期59-77,共19页
This paper presents an experimental investigation of the circulation of the horseshoe vortex system within the equilibrium scour hole at a circular pier, with the data measured by an acoustic Doppler velocimeter (ADV... This paper presents an experimental investigation of the circulation of the horseshoe vortex system within the equilibrium scour hole at a circular pier, with the data measured by an acoustic Doppler velocimeter (ADV). Velocity vector plots and vorticity contours of the flow field on the upstream plane of symmetry (y = 0 cm) and on the planes :e3 cm away from the plane of symmetry Cv = ~3 cm) are presented. The vorticity and circulation of the horseshoe vortices were determined using the forward difference technique and Stokes theorem, respectively. The results show that the magnitudes of circulations are similar on the planes y = 3 cm and y = -3 cm, which are less than those on the plane y = 0 cm. The circulation decreases with the increase of flow shallowness, and increases with the densimetric Froude number. It also increases with the pier Reynolds number at a constant densimetric Froude number, or at a constant flow shallowness. The relative vortex strength (dimensionless circulation) decreases with the increase of the pier Reynolds number. Some empirical equations are proposed based on the results. The predicted circulation values with these equations match the measured data, which indicates that these equations can be used to estimate the circulation in future studies. 展开更多
关键词 experimental investigation open channel turbulent flow scour horseshoe vortex "circulation circular pier forward difference technique Stokes theorem
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Nanomaterials in Soil Environment:A Review
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作者 Satya Sundar Bhattacharya subhasish das 《NASS Journal of Agricultural Sciences》 2019年第2期1-12,共12页
Nanomaterials(NMs)have become an integral part of our daily life,and their extensive production will only increase with the increasing time.These NMs exhibit significant contrast regarding dimension,reaction,and struc... Nanomaterials(NMs)have become an integral part of our daily life,and their extensive production will only increase with the increasing time.These NMs exhibit significant contrast regarding dimension,reaction,and structure.The most important aspect of the NMs is that these can be easily manipulated and engineered to custom-suit different functions/industries.Owing to their dynamic nature,these NMs behave differently when introduced in any medium.In soil,the behavior of NMs is significantly controlled by the interactions of nanomaterials with soil phases.Although NMs are deemed beneficial for human-use,yet these also carry lethal effects.Moreover,there is a dearth of adequate research for the interactions among nanomaterials and soil physicochemical properties;their accumulation-dissolution dynamics in soil-plant systems;and their long term influence on soil health.Several NMs induce physiological stress when introduced inside the body.Thus,various researchers have devised green pathways for producing NMs,although their wide applicability is still questionable.Although the domain of nanotechnology is greatly explored,yet there remain several grey areas which need to be addressed for sustainable utilization of these unique materials in the benefit of humankind. 展开更多
关键词 NANOMATERIALS TOXICITY SOIL STRESS BIOMAGNIFICATION
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