title: Chemical modeling of groundwater in the Banat Plain, southwestern Romania, with elevated As content and co-occurring species by combining diagrams and unsupervised multivariate statistical approaches.
abstract: The study proposes a combined model based on diagrams (Gibbs, Piper, Stuyfzand Hydrogeochemical Classification System) and unsupervised statistical approaches (Cluster Analysis, Principal Component Analysis, Fuzzy Principal Component Analysis, Fuzzy Hierarchical Cross-Clustering) to describe natural enrichment of inorganic arsenic and co-occurring species in groundwater in the Banat Plain, southwestern Romania. Speciation of inorganic As (arsenite, arsenate), ion concentrations (Na+, K+, Ca2+, Mg2+, HCO3-, Cl-, F-, SO42-, PO43-, NO3-), pH, redox potential, conductivity and total dissolved substances were performed. Classical diagrams provided the hydrochemical characterization, while statistical approaches were helpful to establish (i) the mechanism of naturally occurring of As and F-species and the anthropogenic one for NO3-, SO42-, PO43-and K+and (ii) classification of groundwater based on content of arsenic species. The HCO3-type of local groundwater and alkaline pH (8.31-8.49) were found to be responsible for the enrichment of arsenic species and occurrence of F-but by different paths. The PO43--AsO43-ion exchange, water-rock interaction (silicates hydrolysis and desorption from clay) were associated to arsenate enrichment in the oxidizing aquifer. Fuzzy Hierarchical Cross-Clustering was the strongest tool for the rapid simultaneous classification of groundwaters as a function of arsenic content and hydrogeochemical characteristics. The approach indicated the Na+-F--pH cluster as marker for groundwater with naturally elevated As and highlighted which parameters need to be monitored. A chemical conceptual model illustrating the natural and anthropogenic paths and enrichment of As and co-occurring species in the local groundwater supported by mineralogical analysis of rocks was established.
authors.affiliation: Babes-Bolyai University, Faculty of Chemistry and Chemical Engineering, Arany Janos 11, 400028, Cluj-Napoca, Romania.
authors.forename: Sinziana
authors.initials: S
authors.lastname: Butaciu
authors.affiliation: National Institute for Research and Development of Optoelectronics Bucharest, Research Institute for Analytical Instrumentation, Donath 67, 400293, Cluj-Napoca, Romania.
authors.forename: Marin
authors.initials: M
authors.lastname: Senila
authors.affiliation: Babes-Bolyai University, Faculty of Chemistry and Chemical Engineering, Arany Janos 11, 400028, Cluj-Napoca, Romania.
authors.forename: Costel
authors.initials: C
authors.lastname: Sarbu
authors.affiliation: Babes-Bolyai University, Faculty of Chemistry and Chemical Engineering, Arany Janos 11, 400028, Cluj-Napoca, Romania.
authors.forename: Michaela
authors.initials: M
authors.lastname: Ponta
authors.affiliation: National Institute for Research and Development of Optoelectronics Bucharest, Research Institute for Analytical Instrumentation, Donath 67, 400293, Cluj-Napoca, Romania.
authors.forename: Claudiu
authors.initials: C
authors.lastname: Tanaselia
authors.affiliation: National Institute for Research and Development of Optoelectronics Bucharest, Research Institute for Analytical Instrumentation, Donath 67, 400293, Cluj-Napoca, Romania.
authors.forename: Oana
authors.initials: O
authors.lastname: Cadar
authors.affiliation: National Institute for Research and Development of Optoelectronics Bucharest, Research Institute for Analytical Instrumentation, Donath 67, 400293, Cluj-Napoca, Romania.
authors.forename: Marius
authors.initials: M
authors.lastname: Roman
authors.affiliation: National Institute of Hydrology and Water Management, Bucuresti-Ploiesti 97, 013686, Bucharest, Romania.
authors.forename: Emil
authors.initials: E
authors.lastname: Radu
authors.affiliation: Romanian Academy, Institute of Geography, Dimitrie Racovita 12, 023993, Bucharest, Romania.
authors.forename: Mihaela
authors.initials: M
authors.lastname: Sima
authors.affiliation: Babes-Bolyai University, Faculty of Chemistry and Chemical Engineering, Arany Janos 11, 400028, Cluj-Napoca, Romania. Electronic address: ftibi@chem.ubbcluj.ro.
authors.forename: Tiberiu
authors.initials: T
authors.lastname: Frentiu
mesh_terms: D001151:Arsenic / Q000032:analysis*; D004784:Environmental Monitoring / Q000379:methods* / Q000706:statistics & numerical data; D060587:Groundwater / Q000737:chemistry*; D008956:Models, Chemical; D015999:Multivariate Analysis; D012383:Romania; D014874:Water Pollutants, Chemical / Q000032:analysis*
chemical_list: D014874:Water Pollutants, Chemical; D001151:Arsenic
keywords: Arsenic speciation; Cluster analysis; Fuzzy hierarchical cross-clustering; Groundwater; Principal component analysis