Classification of Groundwater by Applying Simplified Fuzzy Adaptive Resonance Theory

Kiran, Relangi Naga Durga Satya Siva; Chaparala, Aparna; Radhika, S.

doi:10.18280/ijdne.160206

Cited by 2 publications

(1 citation statement)

References 23 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…De Oliveira and Inman [41] study the potential of Simplified ARTMAP for identifying Structural Damage Growth. Naga et al [42] applied Simplified ARTMAP to classify the groundwater.…”

Section: Applications Of Simplified Artmap In Classification Problemsmentioning

confidence: 99%

An Enhanced Weight Update Method for Simplified ARTMAP to Classify Groundwater Data

Kiran¹,

Chaparala²,

Radhika³

2021

IJDNE

Self Cite

View full text Add to dashboard Cite

The groundwater for aquatic purposes must be assessed prior to its consumption. Huge number of conventional methods are existing for assessing the quality of groundwater. The water quality index is one of the important conventional methods to assess the groundwater quality. But the conventional methods alone are not enough to assess groundwater quality as well as classify based on its purity. In this paper, we propose an enhanced weight update method for Simplified Fuzzy Adaptive Resonance Theory model to classify the groundwater quality depending on the relative weights of the groundwater quality parameters. Finding the optimal weights is the key to achieve better accuracy of the model, most of the nonlinear models fails to exhibit good accuracy if they fail to learn the optimal weights in the learning process. The aim of the work is to find the good fit between the predicted and the actual groundwater quality grades by identifying the optimal weights of the network by the enhanced weight update method. The Simplified Fuzzy Adaptive Resonance Theory map with the enhanced weight update method performance is justified by comparing it with the Simplified Fuzzy Adaptive Resonance Theory Map. The enhanced weight update method improves the accuracy of the Simplified Fuzzy Adaptive Resonance Theory Map in classifying and predicting the groundwater quality.

show abstract

“…De Oliveira and Inman [41] study the potential of Simplified ARTMAP for identifying Structural Damage Growth. Naga et al [42] applied Simplified ARTMAP to classify the groundwater.…”

Section: Applications Of Simplified Artmap In Classification Problemsmentioning

confidence: 99%

An Enhanced Weight Update Method for Simplified ARTMAP to Classify Groundwater Data

Kiran¹,

Chaparala²,

Radhika³

2021

IJDNE

Self Cite

View full text Add to dashboard Cite

show abstract

The Digitisation of Intangible Cultural Heritage Oriented to Inheritance and Dissemination under the Threshold of Neural Network Vision

Wang

2022

Mobile Information Systems

View full text Add to dashboard Cite

As economic transformation and social change have taken place, digital media and Internet technology have developed rapidly, and the need for the development of digital research on nonheritage oriented to transmission and dissemination is becoming increasingly strong. On the basis of cultural identity and cultural sovereignty, intangible cultural heritages (ICHs) are disappearing at an alarming rate, ICHs are facing an existential crisis, and their development prospects are worrying. With the emergence of neural network models, the development of digital technology has revived many things that were on the verge of extinction. Traditional cultures and industries that originally seemed unrelated can take on new forms with the help of digital technology, thus enabling ICHs to find new ideas for development. This paper takes Huizhou ICH as an example and tries to design and construct a Huizhou ICH database and a digital map of Huizhou ICH, and it establishes a database for management and operation. The paper applies the information space theory to study the use of digital resources of ICH under the threshold of the neural network and employs digital information technology to recode, reconstruct, and interpret ICH. As a result, traditional ICH items are displayed in a digital way, which improves the public’s recognition of digital ICH items, thereby promoting the inheritance and dissemination of ICH.

show abstract

Classification of Groundwater by Applying Simplified Fuzzy Adaptive Resonance Theory

Cited by 2 publications

References 23 publications

An Enhanced Weight Update Method for Simplified ARTMAP to Classify Groundwater Data

An Enhanced Weight Update Method for Simplified ARTMAP to Classify Groundwater Data

The Digitisation of Intangible Cultural Heritage Oriented to Inheritance and Dissemination under the Threshold of Neural Network Vision

Contact Info

Product

Resources

About