A review of the artificial neural network models for water quality prediction

Y Chen, L Song, Y Liu, L Yang, D Li - Applied Sciences, 2020 - mdpi.com
Water quality prediction plays an important role in environmental monitoring, ecosystem
sustainability, and aquaculture. Traditional prediction methods cannot capture the nonlinear …

Protocol for developing ANN models and its application to the assessment of the quality of the ANN model development process in drinking water quality modelling

W Wu, GC Dandy, HR Maier - Environmental Modelling & Software, 2014 - Elsevier
Abstract The application of Artificial Neural Networks (ANNs) in the field of environmental
and water resources modelling has become increasingly popular since early 1990s. Despite …

Pollution evaluation in streams using water quality indices: A case study from Turkey's Sapanca Lake Basin

A Akkoyunlu, ME Akiner - Ecological Indicators, 2012 - Elsevier
The stream water quality in Sapanca Lake Basin (Turkey) was investigated in terms of
Canadian Council of Ministers of the Environment Water Quality Index (CCME–WQI) …

[HTML][HTML] Ensemble data assimilation methods for improving river water quality forecasting accuracy

S Loos, CM Shin, J Sumihar, K Kim, J Cho, AH Weerts - Water Research, 2020 - Elsevier
River water quality is one of the main challenges that societies face during the 21st century.
Accurate and reliable real-time prediction of water quality is an effective adaptation measure …

A model for analysis of IoT based aquarium water quality data using CNN model

AP Gopi, KJ Naik - … conference on decision aid sciences and …, 2021 - ieeexplore.ieee.org
Water is essential for the survival and wellness of humans and other ecosystems. The mix of
physical and chemical characteristics in a water sample is referred to as water quality …

Application of soft computing models for simulating nitrate contamination in groundwater: comprehensive review, assessment and future opportunities

M Haghbin, A Sharafati, B Dixon, V Kumar - Archives of computational …, 2021 - Springer
Groundwater is one of the major resources to supply the agriculture and urban water
demand. Vulnerability of groundwater resources due to chemical substances is a crucial …

Modeling and forecasting river flow rate from the Melen Watershed, Turkey

ME Akiner, A Akkoyunlu - Journal of Hydrology, 2012 - Elsevier
The Melen Watershed is located in Western Black Sea region of Turkey. Buyuk Melen and
Kucuk Melen Rivers are located in this watershed. By 2010 more than 50% of Istanbul's …

Urban stormwater forecasting model and drainage optimization based on water environmental capacity

H Peng, Y Liu, H Wang, X Gao, Y Chen… - Environmental Earth …, 2016 - Springer
Drainage systems in China are currently being transformed from combined sewer systems
into separate sewer systems; newly built areas generally use the latter for sewage and …

Water quality analysis of drinking water resource lake Sapanca and suggestions for the solution of the pollution problem in the context of sustainable environment …

ME Akıner, İ Akıner - Sustainability, 2021 - mdpi.com
Lake Sapanca is the drinking water source of the Sakarya province of Turkey. Intensive
urbanization in the region is the main obstacle to implementing appropriate physical …

Bayesian neural networks for uncertainty analysis of hydrologic modeling: a comparison of two schemes

X Zhang, K Zhao - Water resources management, 2012 - Springer
Abstract Bayesian Neural Networks (BNNs) have been shown as useful tools to analyze
modeling uncertainty of Neural Networks (NNs). This research focuses on the comparison of …