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Ordered mesoporous materials for water pollution treatment:Adsorption and catalysis
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作者 Peng Zhang Mingming He +4 位作者 Wei Teng Fukuan Li Xinyuan Qiu Kexun Li Hao Wang 《Green Energy & Environment》 SCIE EI CAS CSCD 2024年第8期1239-1256,共18页
To meet the growing emission of water contaminants,the development of new materials that enhance the efficiency of the water treatment system is urgent.Ordered mesoporous materials provide opportunities in environment... To meet the growing emission of water contaminants,the development of new materials that enhance the efficiency of the water treatment system is urgent.Ordered mesoporous materials provide opportunities in environmental processing applications due to their exceptionally high surface areas,large pore sizes,and enough pore volumes.These properties might enhance the performance of materials concerning adsorption/catalysis capability,durability,and stability.In this review,we enumerate the ordered mesoporous materials as adsorbents/catalysts and their modifications in water pollution treatment from the past decade,including heavy metals(Hg^(2+),Pb^(2+),Cd^(2+),Cr^(6+),etc.),toxic anions(nitrate,phosphate,fluoride,etc.),and organic contaminants(organic dyes,antibiotics,etc.).These contributions demonstrate a deep understanding of the synergistic effect between the incorporated framework and homogeneous active centers.Besides,the challenges and perspectives of the future developments of ordered mesoporous materials in wastewater treatment are proposed.This work provides a theoretical basis and complete summary for the application of ordered mesoporous materials in the removal of contaminants from aqueous solutions. 展开更多
关键词 water pollution treatment Ordered mesoporous materials Toxic contaminants ADSORPTION CATALYSIS
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Health risk assessment of heavy metal pollution in groundwater of a karst basin,SW China
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作者 Fu-ning Lan Yi Zhao +1 位作者 Jun Li Xiu-qun Zhu 《Journal of Groundwater Science and Engineering》 2024年第1期49-61,共13页
To investigate the presence of metal elements and assess their health risk for the populace in the Nandong Underground River Basin(NURB),we conducted an analysis of eleven common heavy metals in the water body.A Healt... To investigate the presence of metal elements and assess their health risk for the populace in the Nandong Underground River Basin(NURB),we conducted an analysis of eleven common heavy metals in the water body.A Health risk assessment(HRA)model was employed to analyze 84 water samples from the NURB.The detection results revealed the following order of heavy metals concentrations:Fe>Al>Mn>Zn>As>Cd>Pb>Cr>Ni>Cu>Hg.Correlation analysis indicated a certain similarity in material source and migration transformation among these eleven metal elements.Our study identified that the health risks for local residents exposed to metal elements in the water of NURB primarily stem from carcinogenic risk(10^(−6)–10^(−4)a^(−1))through the drinking water pathway.Moreover,the health risk of heavy metal exposure for children through drinking water was notably higher than for adults.The maximum health risks of Cr in both underground and surface water exceeded the recommendation standard(5.0×10^(−5)a^(−1))from ICRP,surpassing the values recommended by the Swedish Environmental Protection Agency,the Dutch Ministry of Construction and Environment and the British Royal Society(5.0×10^(−6)a^(−1)).The results of the health risk assessment indicate that Cr in the water of NURB is the primary source of carcinogenic risk for local residents,followed by Cd and As.Consequently,it is imperative to control these three carcinogenic metals when the water was used as drinking water resource. 展开更多
关键词 water pollution Correlation Analysis Toxicity of Heavy Metal Elements Underground River Basin Carcinogenicity Potential
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Discussion on the Construction of Negotiation Mechanism of Cross-bounder Water Pollution Treatment in Changjiang River 被引量:9
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作者 陈坤 《Meteorological and Environmental Research》 CAS 2010年第12期91-95,共5页
In order to construct cooperation platform for the treatment of water pollution in Changjiang River,thoughts and revolution were performed from both central government and regional area two aspects.From the national l... In order to construct cooperation platform for the treatment of water pollution in Changjiang River,thoughts and revolution were performed from both central government and regional area two aspects.From the national level,Changjiang region water resources management cooperation counsel committee was constructed as the national cooperation platform;from the regional level,Changjiang region water resources management cooperation counsel committee was constructed as the platform of Changjiang cooperation platform.The two platforms built fine interaction mechanism to deal with the national water management and Changjiang regional water management. 展开更多
关键词 Changjiang River Cross-boundary water pollution NEGOTIATION China
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A Study on Water Pollution and Bioremediation in Hedi Reservoir
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作者 刘华 《Agricultural Science & Technology》 CAS 2013年第12期1852-1855,共4页
Statistical work and analysis were made based on data of monitored wa- ter quality data in Hedi Reservoir during 2000-2010 and the results show that the content of nutritive salt was higher and water was moderate or l... Statistical work and analysis were made based on data of monitored wa- ter quality data in Hedi Reservoir during 2000-2010 and the results show that the content of nutritive salt was higher and water was moderate or light eutrophication. Based on status quo and practical survey research of the Reservoir, the causes for eutrophication deterioration were analyzed and countermeasures were proposed, providing scientific references for sustainable development of Hedi Reservoir. 展开更多
关键词 BIOREMEDIATION water pollution Change trend EUTROPHICATION Hedi Reservoir
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Model for water pollution remote sensing based on double scattering and its application in the Zhujiang River outfall 被引量:4
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作者 DENGRuru LIUQinhuo +2 位作者 KERuiping CHENGLei LIUXiaoping 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2004年第1期119-127,共9页
It is a valid route for quantitatively remote sensing on water pollution to build a model according to the physical mechanisms of scattering and absorbing of suspended substance, pollutant, and molecules of water. Re... It is a valid route for quantitatively remote sensing on water pollution to build a model according to the physical mechanisms of scattering and absorbing of suspended substance, pollutant, and molecules of water. Remote sensing model for water pollution based on single scattering is simple and easy to be used, but the precision is affected by turbidity of water. The characteristics of the energy composition of multiple scattering, are analyzed and it is proposed that, based on the model of single scattering, if the flux of the second scattering is considered additionally, the precision of the model will be remarkably improved and the calculation is still very simple. The factor of the second scattering is deduced to build a double scattering model, and the practical arithmetic for the calculation of the model is put forward. The result of applying this model in the water area around the Zhujiang(Pearl) River outfall shows that the precision is obviously improved. The result also shows that the seriously polluted water area is distributed in the northeast of Lingding Sea, the Victoria Bay of Hong Kong, and the Shengzhen Bay. 展开更多
关键词 remote sensing water pollution double scattering Zhujiang River outfall
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Numerical simulation of pollutant diffusion and decay process after a water pollution incident in the Three Gorges Reservoir 被引量:2
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作者 司鹄 毕海普 《Journal of Chongqing University》 CAS 2008年第1期1-7,共7页
We established a hydrodynamic model to simulate the pollutant transport and decay process in the case of a pollution incident in the sections of the Yangtze and the Jialing passing through the city area of Chongqing. ... We established a hydrodynamic model to simulate the pollutant transport and decay process in the case of a pollution incident in the sections of the Yangtze and the Jialing passing through the city area of Chongqing. The Boussinesq assumptions and the Navier-Stokes equations of incompressible fluid were applied to setting up the pollutant diffusion equations and the equations for the decay process. E. colt was taken as the example pollutant, and chloride dosage, light, temperature and ultraviolet intensity were considered in the equations for bacterial decay process. The calculated values of the fluid velocities in the two rivers agree well with corresponding measured results, indicating an ideal accuracy of the model. In simulation, the concentration of E. colt in water was assumed to be zero before the accident. The and 1.75 m/s for the Yangtze flow, and the downriver boundary was upriver boundary velocity was -1.35 m/s for the Jialing flow water depth set at 0. Simulation results show that the bacteria are transported downstream along the riverbank. A long and narrow pollutant belt develops at 12 h after the start of the accident ascribed to the quick longitudinal transfer. After the pollution sources are cut off, the pollutant concentration decreases slowly, mostly by advection and diffusion, suggesting inadequate self-purification ability of the rivers and the necessity of effective decontaminating measures in the case of a pollution incident, The model can be a useful tool for understanding the polluting situations of an improper discharge incident and evaluating the effects of decontaminating measures for the water body of the Three Gorges Reservoir. 展开更多
关键词 water pollution control Navier-Stokes equations river pollution emergency analysis of water pollution the Three Gorges Reservoir pollutant decay pollutant diffusion
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Reservoir operation schemes for water pollution accidents in Yangtze River 被引量:4
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作者 Xiao-kang XIN Wei YIN Meng WANG 《Water Science and Engineering》 EI CAS 2012年第1期59-66,共8页
After the Three Gorges Reservoir starts running, it can not only take into consideration the interest of departments such as flood control, power generation, water supply, and shipping, but also reduce or eliminate th... After the Three Gorges Reservoir starts running, it can not only take into consideration the interest of departments such as flood control, power generation, water supply, and shipping, but also reduce or eliminate the adverse effects of pollutants by discharge regulation. The evolution of pollutant plumes under different operation schemes of the Three Gorges Reservoir and three kinds of pollutant discharge types were calculated with the MIKE 21 AD software. The feasibility and effectiveness of the reservoir emergency operation when pollution accidents occur were investigated. The results indicate that the emergency operation produces significant effects on the instantaneous discharge type with lesser effects on the constant discharge type, the impact time is shortened, and the concentration of pollutant is reduced. Meanwhile, the results show that the larger the discharge is and the shorter the operation duration is, the more favorable the result is. 展开更多
关键词 water pollution accident emergency operation water environment model Three Gorges Reservoir
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Prediction of Trend between Water Environment Pollution of D Lake and Death Rate of Malignancy in Population 被引量:2
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作者 李龙 吴春松 《Journal of Huazhong University of Science and Technology(Medical Sciences)》 SCIE CAS 2003年第4期420-422,共3页
Grey system analysis method was used to study the correlation between water pollution in D Lake area and death rate of malignancy with death rate of malignancy as effect sequence and a variety of water pollution index... Grey system analysis method was used to study the correlation between water pollution in D Lake area and death rate of malignancy with death rate of malignancy as effect sequence and a variety of water pollution index as factor sequence. On the basis of grey correlation analysis, grey system predication model was established for death rate of malignancy in population in D Lake area including GM (1, N) model for death rate of malignancy [ MR (t+1) =(9.9987E 1+5.0001E 2 +10.8994E 3+1.1114E 4+165.1029) ·e -0.0070t -9.9987E 1-5.0001E 2-10.8994E 3-1.1114E 4 ] and GM (1, 1) model for related factors [ E 1(t+1) =52.1214-46.9468e -0.0058t , E 2(t+1) =4.6114-4.5664e 0.0015t, E 3(t+1) =1.1389-1.1212e 0.0065t , E 4(t+1) = 554.5867-549.8006e 0.0016t ], and the trend of death rate of malignancy from 2000 to 2010 was predicted. 展开更多
关键词 death rate of malignancy grey system water environment pollution
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Advances of studies on biomonitoring of water pollution in China 被引量:1
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作者 Wang Deming and Yu ShuwenInstitute of Hydrobiology,Academia Sinica,WuhanShanghai Institute of Plant Physiology,Academia Sinica,Shanghai 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 1989年第2期10-14,共5页
The progress of biomonitoring on water pollution in recent years in China has been summarized in this paper.
关键词 BIOMONITORING water pollution China
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Analysis of Rural Water Pollution Sources of Lushui Reservoir in Hubei Province 被引量:2
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作者 Lanjing LI Mo CHEN 《Asian Agricultural Research》 2021年第7期35-37,44,共4页
Pollution resulting from increased human activities is threatening the drinking water quality in China.Lushui Reservoir was selected as a typical example to represent polluted drinking water sources with rapid social ... Pollution resulting from increased human activities is threatening the drinking water quality in China.Lushui Reservoir was selected as a typical example to represent polluted drinking water sources with rapid social economic development.This study analyzed the pollution load of Lushui Reservoir from rural areas by estimating the chemical oxygen demand(COD),ammonia nitrogen,total nitrogen and total phosphorus contributed by domestic sewage,agricultural activity,livestock breeding and aquaculture activity.Results show that the annual chemical oxygen demand,ammonia nitrogen,total nitrogen and total phosphorus loads in Lushui Reservoir were 180.44,22.99,33.15,and 3.99 t,respectively.The highest contribution to pollution load in all four aspects is domestic sewage,which was 89%,96%,82%,and 79%,respectively.Therefore,policies for sustainable development in the region should be directed primarily towards a reduction of domestic pollution. 展开更多
关键词 water pollution Environmental assessment Rural areas Lushui Reservoir
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Pollution of water resources due to industrialization in arid zone of Rajasthan, India 被引量:1
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《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2001年第2期218-223,共6页
关键词 INDIA pollution of water resources due to industrialization in arid zone of Rajasthan
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THE STUDY ON NOVEL MICROELECTRODE ARRAY CHIPS FOR THE DETECTION OF HEAVY METALS IN WATER POLLUTION 被引量:1
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作者 HUI-XIN ZHAO WEI CAI +2 位作者 DA HA HAO WAN PING WANG 《Journal of Innovative Optical Health Sciences》 SCIE EI CAS 2012年第1期11-17,共7页
Qualitative and quantitative analysis of trace heavy metals in aqueous environment are rapidly assuming significance along with the rapid development of industry.In this paper,gold microelectrode array(MEA)plated with... Qualitative and quantitative analysis of trace heavy metals in aqueous environment are rapidly assuming significance along with the rapid development of industry.In this paper,gold microelectrode array(MEA)plated with mercury film was used for simultaneous voltammetric detection of zinc,cadmium,lead and copper ions in water.The electrochemical behavior and the actual surface area of the MEA were investigated by cyclic voltammetry in K_(3)[Fe(CN)_(6)].Electrochemical impedance spectrum(EIS)was utilized to examine the deposition of mercury on the electrode surface.Based on anodic stripping voltammetry,mercury filmAu MEA was applied to the detection of heavy metals in artificial analyte,where good calibrate linearity was obtained for cadmium,lead and copper ions,but with zinc exhibiting poor linearity. 展开更多
关键词 Microelectrode array(MEA)chip heavy metals detection water pollution
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Current Situation and Countermeasures of Water Body Pollution in Rural Areas of China 被引量:1
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作者 Zhang Caili Luo Shoujin Li Lihu 《Meteorological and Environmental Research》 CAS 2015年第1期42-47,共6页
At present, people's environmental awareness gradually enhances, and the environmental requirements on production and living continuously improve. Urban sewage discharge management and sewage treatment intensity are ... At present, people's environmental awareness gradually enhances, and the environmental requirements on production and living continuously improve. Urban sewage discharge management and sewage treatment intensity are increasing in whole country, and urban water environment has certain improvement. But in rural areas, due to relatively weak environmental awareness of residents, not high economic development degree and not perfect infrastructure construction, the issue has not been handled properly. It seriously restricts further development of rural economy, and contradiction between water pollution worsening and farmers eager to raise the level of living environment increasingly aggravating has become key problem restricting China's new rural construction. According to status quo of rural water pollution in China, causes and hazards of rural water pollu- tion are analyzed in detail, and several treatment suggestions are put forward. 展开更多
关键词 Rural areas of China water pollution Status quo CAUSE HAZARD China
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Study on Water Pollution and Control in China 被引量:1
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作者 Tan Lu 《Meteorological and Environmental Research》 CAS 2014年第1期65-67,共3页
In recent years, water pollution has become increasingly serious in China. Meanwhile, decrease of water bodies in quality, frequent pollution incidents, safety of drinking water and water shortage have become prominen... In recent years, water pollution has become increasingly serious in China. Meanwhile, decrease of water bodies in quality, frequent pollution incidents, safety of drinking water and water shortage have become prominent day by day. However, water pollution can not be controlled effectively. To clear underlying reasons for increasingly worsening water environment, the external effects of pollution behavior and fictitious property right of pollution control bodies were analyzed using property right theory, and then internal reasons for serious water pollution were discussed. Fi- nally, control measures of water pollution were put forward. 展开更多
关键词 water pollution External effect Control of property rights China
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Investigation on Water Pollution of Four Rivers in Coastal Wetland of Yellow River Estuary 被引量:1
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作者 LIU Feng DONG Guan-cang +2 位作者 QIN Yu-guang LIU Chao ZHU Shi-wen 《Meteorological and Environmental Research》 CAS 2011年第9期51-55,61,共6页
[Objective] The study aimed at analysing water pollution of four rivers in coastal wetland of Yellow River estuary. [Method] Taking four seriously polluted rivers (Guangli River, Shenxian Ditch, Tiao River and Chao Ri... [Objective] The study aimed at analysing water pollution of four rivers in coastal wetland of Yellow River estuary. [Method] Taking four seriously polluted rivers (Guangli River, Shenxian Ditch, Tiao River and Chao River) in coastal wetland of Yellow River estuary as study objects, water samples were collected from the four rivers in May (dry period), August (wet period) and November (normal period) in 2009 and 2010 respectively, then pollution indices like nutritive salts, COD, chlorophyll-a, petroleum, etc. were measured. Afterwards, the status quo of water pollution was assessed based on Nemero index and comprehensive trophic level index (TLI), so as to find out the integral status quo of water quality of wetland rivers and damages to aquatic ecological environment. [Result] On the whole, water pollution of four rivers in coastal wetland of Yellow River estuary was serious, in the eutrophication state, and the main pollutants were TN, TP, NH+4-N and petroleum. In addition, excessive N and P in the four rivers resulted in water eutrophication of Bohai Bay, so further leading to ride tide, which destroyed the coastal ecological environment of Bohai Sea. Moreover, compared with historical data, water pollution by nitrogen and phosphorus became more serious, while there was no obvious aggravation in the water pollution by petroleum. In a word, water pollution wasn’t optimistic on the whole. [Conclusion] The research could provide theoretical bases for the protection and utilization of river water in coastal wetland of Yellow River estuary and its coastal sea area. 展开更多
关键词 Coastal wetland of Yellow River estuary Rivers flowing into the sea water pollution Investigation on the status quo Nemero index comprehensive trophic level index (TLI) China
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Stormwater Runoff Pollution in a Rural Township in the Hilly Area of the Central Sichuan Basin,China 被引量:1
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作者 LUO Zhuanxi WANG Tao +2 位作者 GAO Meirong TANG Jialiang ZHU Bo 《Journal of Mountain Science》 SCIE CSCD 2012年第1期16-26,共11页
Stormwater runoff in rural townships has a high potential for water quality impairment but little information is available on strormwater runoff pollution from rural townships.To investigate the characteristics of run... Stormwater runoff in rural townships has a high potential for water quality impairment but little information is available on strormwater runoff pollution from rural townships.To investigate the characteristics of runoff pollution in a rural township,a catchment(2.32 ha) in Linshan Township,Sichuan,China was selected to examine runoff and quality parameters including precipitation,flow rate,and total nitrogen(TN),dissolved nitrogen(DN),total phosphorus(TP),dissolved phosphorus(DP),particulate phosphorus(PP),chemical oxygen demand(COD) and suspended solid(SS) in 12 rainfall events occurring between June 2006 and July 2007.Results show that the annual pollutant loads were 47.17 kg ha-1 for TN,6.64 kg ha-1 for TP,1186 kg ha-1 for COD,and 4297 kg ha-1 for SS.DN and PP were the main forms of nitrogen and phosphorus in stormwater runoff.TP,COD and SS showed medium mass first flushes,in which nearly 40% of the total pollutant masses were transported by the first 30% of total flow volume.The peak of pollutant concentration appeared before the peak of runoff due to the first flush of accumulative pollutants in impervious areas and drainage ditches.The EMC values of TN,TP,DN and PP were negatively correlated to the maximum rainfall intensity,precipitation,total flow volume,and runoff duration(P<0.05,n=12),while EMC of COD and SS were not related to any rainfall characteristics.The FF30(FF,First Flush) for TN,TP,COD and SS were positively correlated to the maximum rainfall intensity(P<0.05,n=12),and TP was also positively correlated to the average rainfall intensity(P<0.05,n=12),indicating that the magnitude of first flush increased with the rainfall intensity in the Linshan Township. 展开更多
关键词 First flush Pollutant EMC Storm water Runoff Load
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Water pollution and its control in China
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作者 Zhang Shen and Tang YijianInstitute of Geography,Chinese Academy of Sciences,Beijing 100012,China 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 1990年第2期71-78,共8页
Based on comprehensive analysis of the status, major characteristics and regulation of regional differentiation of water pollution in China, the following counter measures for control water pollution were suggested: O... Based on comprehensive analysis of the status, major characteristics and regulation of regional differentiation of water pollution in China, the following counter measures for control water pollution were suggested: Overall planning and rational allocation; Comprehensive utilization and technical reform; Strengthening environmental management and the legal system. 展开更多
关键词 water pollution regional differentiation rational allocation comprehensive utilization.
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Pollution and health risk assessment of heavy metals in waters around mine sites of Elazig(Eastern Turkey)
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作者 H.Alim BARAN Mahmut Tahir NALBANTCILAR Nida KOKTAN 《Journal of Mountain Science》 SCIE CSCD 2023年第5期1293-1306,共14页
Turkey’s Eastern Anatolia Region is the oldest known mineral mining area of Maden and Alacakaya.Chromite production in the Alacakaya field constitutes 50% of the country’s exports,and copper mines in the Maden regio... Turkey’s Eastern Anatolia Region is the oldest known mineral mining area of Maden and Alacakaya.Chromite production in the Alacakaya field constitutes 50% of the country’s exports,and copper mines in the Maden region account for approximately 12% of the country’s copper production.There is a risk of water pollution due to significant mine waste which affects the Inci and Maden rivers.The water needs of many settlements are met from these streams,which run through these two mine sites.This study investigated the water pollution in the rivers.25 water samples were collected during the dry and rainy periods,and the Al,Cr,Cu,Fe,Li,Mn,Ni,Pb,Sr and Zn contents of these samples were examined in terms of health.Evaluation of element concentrations and creation of spatial distribution maps were performed using ArcGIS software.Spatial distribution maps,correlation and cluster analysis indicate that the source of heavy metals observed in waters is mine fields.The heavy metal content of the samples is higher in the dry period,the high concentration values are obtained from the mine sites,the decrease in the concentrations throughout the flow during the rainy period,are indicators of the effect of the mines on the water pollution.As a result of the comparison from the analysis results of water samples with World Health Organization(WHO),Environmental Protection Agency(EPA)and European Commission(EC)standards,the element values of Al,Cr,Fe,Mn,Ni and Pb exceeded the permissible values for health.The concentrations of these elements for dry period samples are:0-6.411 mg L^(-1),0.006-0.235 mg L^(-1),0-13.433 mg L^(-1),0-0.316 mg L^(-1),0-0.495 mg L^(-1),0-0.065mg L^(-1),and for rainy period samples are 0-1.698mg/L,0-0.2 mg L^(-1),0-9.033 mg L^(-1),0-0.173 mg L^(-1),0-0.373 mg L^(-1),0-0.034 mg L^(-1),respectively.Although the waters in the region are polluted by heavy metals,it has been determined that there is no noncarcinogenic hazard as a result of the calculation of the hazard index(HI<1)by ingestion and dermal contact within the scope of human health risk assessment.This study will be beneficial as it draws attention to the prevention of the negative effects of water pollution,which may cause serious health problems in the future as a result of mining activities in the region. 展开更多
关键词 Eastern Turkey GIS Mining Heavy metals Risk assessment water pollution
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Water pollution control planning for the Taizi River watershed
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作者 Jiang Weigong Sun Hong(Benxi Environmental Monitoring Station, Liaoning Province ,Benxi 117021,China)Guo Huaicheng Song Guojun (Center for Environmental Sciences,Peking University.Beijing 100871.China) 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 1996年第1期110-119,共10页
Water pollution control planning for the Taizi River watershed,a typical Chinese case study,is presented in this paper. Based on comprehensive analysis.water quality in the watershed was assessed and predicated;water ... Water pollution control planning for the Taizi River watershed,a typical Chinese case study,is presented in this paper. Based on comprehensive analysis.water quality in the watershed was assessed and predicated;water quality models for the river and reservoir were built;and function of water bodies and environmental assimilative capacity were determined ;and then the planning for industrial pollution sources and concentrated sewage treatment were made respectively. 展开更多
关键词 water pollution control planning water quality model benefit-cost analysis.
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Analysis of Water Pollution Causes and Control Countermeasures in Liaohe Estuary via Support Vector Machine Particle Swarm Optimization under Deep Learning
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作者 Guize Liu Jinqing Ye +2 位作者 Yuan Chen Xiaolong Yang Yanbin Gu 《Computer Modeling in Engineering & Sciences》 SCIE EI 2022年第1期315-329,共15页
This study explores the loss or degradation of the ecosystem and its service function in the Liaohe estuary coastal zone due to the deterioration ofwater quality.Aprediction systembased on support vectormachine(SVM)-p... This study explores the loss or degradation of the ecosystem and its service function in the Liaohe estuary coastal zone due to the deterioration ofwater quality.Aprediction systembased on support vectormachine(SVM)-particle swarm optimization(PSO)(SVM-PSO)algorithm is proposed under the background of deep learning.SVM-PSO algorithm is employed to analyze the pollution status of the Liaohe estuary,so is the difference in water pollution of different sea consuming types.Based on the analysis results for causes of pollution,the control countermeasures of water pollution in Liaohe estuary are put forward.The results suggest that the water pollution index prediction model based on SVM-PSO algorithm shows the maximum error of 2.41%,the average error of 1.24%in predicting the samples,the root mean square error(RMSE)of 5.36×10^(−4),and the square of correlation coefficient of 0.91.Therefore,the prediction system in this study is feasible.At present,the water pollution status of Liaohe estuary is of moderate and severe levels of eutrophication,and the water pollution status basically remains at the level of mild pollution.The general trend is fromphosphorus moderate restricted eutrophication to phosphorus restricted potential eutrophication.To sumup,the SVM-PSO algorithm shows good sewage prediction ability,which can be applied and promoted in water pollution control and has reliable reference significance. 展开更多
关键词 water pollution countermeasure analysis support vector machine particle swarm optimization
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