Evaluation of Student's performance using Fuzzy Logic

Registration ID: IJNRD_219280

Published ID: IJNRD2404596

DOI: Click Here to Get

Dhumil Vora , Dr. Vikas Tulshyan

Fuzzy Inference System ,Fuzzy Logic, Membership Function ,Performance Evaluation

Educational systems employ a variety of engaging and demanding methods to assess student performance. A Traditional and Fuzzy method are used to evaluate student’s performance and comparative analysis is performed on it. Monitoring students' academic progress is a vital concern within the higher education academic community. These strategies or approaches may contribute to enhancing the evaluation process standards of educational institutions. Within this framework, student performance undergoes assessment via a fuzzy inference system (FIS), which analyzes input variables. Data processing and implementation are integrated into the concept of a fuzzy expert system. Gaussian and Trapezoidal membership functions are employed for input variables, while Trapezoidal membership functions are utilized for output. Additionally, a case study is incorporated to boost the validity of this approach. The MATLAB software is utilized to assess the performance of students enrolled in Diploma Engineering at Sal Education Campus, located in Ahmedabad, India. Utilized by academic institutions, this assessment model yields superior outcomes in performance evaluation. Defuzzification is applied to translate data into clear-cut outputs. Fuzzy logic evaluation techniques offer a range of evaluation options, distinguishing them from the traditional approach of consistent mathematical evaluation methods. These applications benefit educators and students alike, enhancing the overall quality of education.

Published Paper   E-Certificate

Dhumil Vora & Dr. Vikas Tulshyan (April-2024). Evaluation of Student's performance using Fuzzy Logic. INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT, 9(4), f800-f810. https://ijnrd.org/papers/IJNRD2404596.pdf

Volume 9 Issue 4, April-2024

Pages : f800-f810

Paper Reg. ID: IJNRD_219280

Published Paper Id: IJNRD2404596

Downloads: 000121981

Research Area: Computer Engineering 

Country: Adalaj, Gujarat, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2404596.pdf

Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2404596

Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)

ISSN: 2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar | ESTD YEAR: 2016

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