Spatial evaluation of complex non-point source pollution in urban-rural watershed using fuzzy system

Non-point source (NPS) pollution has become the major reason for water quality deterioration. Due to the differences in the generation and transportation mechanisms between urban areas and rural areas, different models are needed in rural and urban places. Since land use has been rapidly changing, it is difficult to define the study area as city or country absolutely and the complex NPS pollution in these urban–rural mixed places are difficult to evaluate using an urban or rural model. To address this issue, a fuzzy system-based approach of modeling complex NPS pollutant is proposed concerning the fuzziness of each land use and the ratio of belonging to an urban or rural place. The characteristic of land use, impact of city center and traffic condition were used to describe spatial membership of belonging to an urban or rural place. According to the spatial membership of belonging to an urban or rural place, the NPS distributions calculated by the urban model and rural model respectively were combined. To validate the method, Donghu Lake, which is undergoing rapid urbanization, was selected as the case study area. The results showed that the urban NPS pollutant load was significantly higher than that of the rural area. The land usage influenced the pollution more than other factors such as slope or precipitation. It also suggested that the impact of the urbanization process on water quality is noteworthy.

[1]  Yang Zhong,et al.  Urbanization, land use, and water quality in Shanghai. 1947-1996. , 2003, Environment international.

[2]  R. Kolka,et al.  WATER QUALITY IN AGRICULTURAL, URBAN, AND MIXED LAND USE WATERSHEDS 1 , 2004 .

[3]  V. Tsihrintzis,et al.  Assessment of groundwater vulnerability to pollution: a combination of GIS, fuzzy logic and decision making techniques , 2006 .

[4]  Liangjun Da,et al.  Temporal variations of surface water quality in urban, suburban and rural areas during rapid urbanization in Shanghai, China. , 2008, Environmental pollution.

[5]  M. Bohanec,et al.  The Analytic Hierarchy Process , 2004 .

[6]  B. Bhaduri,et al.  Assessing Watershed-Scale, Long-Term Hydrologic Impacts of Land-Use Change Using a GIS-NPS Model , 2000, Environmental management.

[7]  C. K. Mutchler,et al.  Revised slope steepness factor for the universal soil loss equation , 1987 .

[8]  Xu Yue-qing Estimation of soil erosion supported by GIS and RUSLE: A case study of Maotiaohe Watershed, Guizhou Province , 2006 .

[9]  Paulo Santos Pompeu,et al.  The Effects of Urbanization on Biodiversity and Water Quality in the Rio das Velhas Basin, Brazil , 2005 .

[10]  B. Dixon Groundwater vulnerability mapping: A GIS and fuzzy rule based integrated tool , 2005 .

[11]  Katrin Meusburger,et al.  oil erosion modelled with USLE and PESERA using QuickBird derived vegetation arameters in an alpine catchment , 2010 .

[12]  Xing Wu,et al.  [Effect of land use/cover change on pollution load of non-point source in upper reach of Yangtze River Basin]. , 2006, Huan jing ke xue= Huanjing kexue.

[13]  F. Hao,et al.  Long-term vegetation landscape pattern with non-point source nutrient pollution in upper stream of Yellow River basin , 2010 .

[14]  J. Harbor A Practical Method for Estimating the Impact of Land-Use Change on Surface Runoff, Groundwater Recharge and Wetland Hydrology , 1994 .

[15]  G. R. Foster,et al.  Predicting soil erosion by water : a guide to conservation planning with the Revised Universal Soil Loss Equation (RUSLE) , 1997 .

[16]  M. Babel,et al.  Catchment scale modelling of point source and non-point source pollution loads using pollutant export coefficients determined from long-term in-stream monitoring data , 2008 .

[17]  Nigussie Haregeweyn,et al.  Testing and evaluation of the agricultural non-point source pollution model (AGNPS) on Augucho catchment, western Hararghe, Ethiopia , 2003 .

[18]  Penny J Johnes,et al.  MODELLING THE IMPACT OF LAND USE CHANGE ON WATER QUALITY IN AGRICULTURAL CATCHMENTS , 1997 .

[19]  Shang-Lien Lo,et al.  Optimal design of river nutrient monitoring points based on an export coefficient model , 2011 .

[20]  Zhongwei Liu,et al.  Using HSPF to Model the Hydrologic and Water Quality Impacts of Riparian Land-Use Change in a Small Watershed , 2011 .

[21]  J. Sartor,et al.  Water pollution aspects of street surface contaminants. , 1974, Journal - Water Pollution Control Federation.

[22]  Alfred Stein,et al.  Characterising and quantifying vegetative drought in East Africa using fuzzy modelling and NDVI data , 2012 .

[23]  N. Harmancioglu,et al.  Integration of GIS with USLE in Assessment of Soil Erosion , 2002 .

[24]  Zhifeng Yang,et al.  Strategies for Managing Environmental Flows Based On the Spatial Distribution of Water Quality: A Case Study of Baiyangdian Lake, China , 2011 .

[25]  G H Huang,et al.  Evaluation of remedial options for a benzene-contaminated site through a simulation-based fuzzy-MCDA approach. , 2012, Journal of hazardous materials.

[26]  J. Choi,et al.  Effects of calibration on L-THIA GIS runoff and pollutant estimation. , 2006, Journal of environmental management.

[27]  Bofu Yu,et al.  Soil erodibility and its estimation for agricultural soils in China , 2008 .

[28]  K. C. Krishna Bahadur,et al.  Mapping soil erosion susceptibility using remote sensing and GIS : a case of the Upper Nam Wa Watershed, Nan Province, Thailand , 2009 .

[29]  Martin Volk,et al.  A pragmatic approach for soil erosion risk assessment within policy hierarchies , 2010 .

[30]  T. Saaty,et al.  The Analytic Hierarchy Process , 1985 .

[31]  M. Mangeas,et al.  Developing erosion models for integrated coastal zone management: a case study of The New Caledonia west coast. , 2010, Marine pollution bulletin.

[32]  Cai Chong,et al.  Study of Applying USLE and Geographical Information System IDRISI to Predict Soil Erosion in Small Watershed , 2000 .

[33]  Zhang Wenting,et al.  Simulation of the spatial and temporal changes of complex non-point source loads in a lake watershed of central China. , 2013, Water science and technology : a journal of the International Association on Water Pollution Research.

[34]  Weihao Zhang,et al.  Phosphorus removal from water of eutrophic Lake Donghu by five submerged macrophytes. , 2009 .

[35]  Stuart R. Phinn,et al.  Modelling urban development with cellular automata incorporating fuzzy-set approaches , 2003, Comput. Environ. Urban Syst..

[36]  A. Leone,et al.  Vulnerability and risk evaluation of agricultural nitrogen pollution for Hungary's main aquifer using DRASTIC and GLEAMS models. , 2009, Journal of environmental management.

[37]  Debra P. C. Peters,et al.  The changing landscape : ecosystem responses to urbanization and pollution across climatic and societal gradients , 2008 .

[38]  Minjun Shi,et al.  Controlling non-point-source pollution by rural resource recycling. Nitrogen runoff in Tai Lake valley, China, as an example , 2006 .

[39]  S. Jd,et al.  WATER POLLUTION ASPECTS OF STREET SURFACE CONTAMINANTS , 1972 .

[40]  Z. Bai,et al.  Regulatory standards related to building energy conservation and indoor-air-quality during rapid urbanization in China , 2004 .

[41]  Deng Liang Study on Characteristics of Erodibility of Natural Soil and Non-Irrigated Soil of Sichuan , 2003 .

[42]  Guohe Huang,et al.  Assessment of non-point source pollution using a spatial multicriteria analysis approach , 2011 .

[43]  Yu Tao,et al.  Current status of agricultural and rural non-point source Pollution assessment in China. , 2010, Environmental pollution.

[44]  J. Turner,et al.  Effect of non-point source runoff and urban sewage on Yaque del Norte River in Dominican Republic , 2007 .

[45]  L Fewtrell,et al.  Faecal indicator organism concentrations and catchment export coefficients in the UK. , 2008, Water research.

[46]  K. C. Krishna Bahadur Mapping soil erosion susceptibility using remote sensing and GIS: a case of the Upper Nam Wa Watershed, Nan Province, Thailand , 2009 .

[47]  Lawrence E. Band,et al.  Streamflow distribution of non–point source nitrogen export from urban‐rural catchments in the Chesapeake Bay watershed , 2008 .

[48]  Bing Chen,et al.  Field Investigation and Hydrological Modelling of a Subarctic Wetland - the Deer River Watershed , 2011 .

[49]  A. Pandey,et al.  Identification of critical erosion prone areas in the small agricultural watershed using USLE, GIS and remote sensing , 2007 .

[50]  Estimation of NPS pollutant properties based on SWMM modeling according to land use change in urban area , 2012 .

[51]  C. Shaw,et al.  Role of urbanization and air pollution in adolescent asthma: a mass screening in Taiwan. , 2001, Journal of the Formosan Medical Association = Taiwan yi zhi.

[52]  T. Dawson,et al.  Urbanization effects on tree growth in the vicinity of New York City , 2003, Nature.

[53]  Jeffrey G. Arnold,et al.  Simulator for Water Resources in Rural Basins , 1985 .

[54]  Jun Li,et al.  Research on non-point source pollution spatial distribution of Qingdao based on L-THIA model , 2011, Math. Comput. Model..