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Development of a Fuzzy Expert System and Optimization Technique using MATLAB®"

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Development of a Fuzzy Expert System and Optimization Technique using MATLAB®"

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Part A: Fuzzy Expert System Development

Part B: Optimization using Genetic Algorithm for TSP

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Matric No.: 85480

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Matric No. : 84140

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Matric No.: 84181

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In-Depth Study of MATLAB Fuzzy Logic Toolbox & Example

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In-Depth Study of MATLAB Fuzzy Logic Toolbox & Example

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Identifying Fuzzy Sets of Input Variables

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Identifying Fuzzy Sets of Input Variables

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1. Academic Performance (e.g.CGPA)

Range: 0 to 100

Fuzzy Sets: Poor, Average, Good, Excellent

2. Financial Need

Range: 0 to 10

Fuzzy Sets: Low, Moderate, High

3. Extracurricular & Leadership Involvement

Range: 0 to 10

Fuzzy Sets: Limited, Some, Extensive

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Identifying Fuzzy Sets of the Output Variable & Suggesting Decision Rules

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Identifying Fuzzy Sets of the Output Variable & Suggesting Decision Rules

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Fuzzy Sets of the Output Variable

Scholarship Eligibility Score (Output)

Range: 0 to 100

Fuzzy Sets: Not Eligible, Low Eligibility, Moderate Eligibility, High Eligibility, Very High Eligibility

Suggesting Decision Rules

1. IF Academic_Performance IS Excellent AND Financial_Need IS High THEN Scholarship_Eligibility_Score IS Very_High_Eligibility.

2. IF Academic_Performance IS Good AND Extracurricular_Leadership IS Extensive THEN Scholarship_Eligibility_Score IS High_Eligibility.

3. IF Academic_Performance IS Excellent AND Financial_Need IS Moderate THEN Scholarship_Eligibility_Score IS High_Eligibility.

4. IF Academic_Performance IS Average AND Financial_Need IS High AND Extracurricular_Leadership IS Some THEN Scholarship_Eligibility_Score IS Moderate_Eligibility.

5. IF Academic_Performance IS Average AND Financial_Need IS Moderate THEN Scholarship_Eligibility_Score IS Moderate_Eligibility.

6. IF Academic_Performance IS Poor OR Financial_Need IS Low THEN Scholarship_Eligibility_Score IS Not_Eligible.

7. IF Academic_Performance IS Good AND Financial_Need IS Low THEN Scholarship_Eligibility_Score IS Low_Eligibility.

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Proposed Problem Student Scholarship Eligibility Assessment

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Proposed Problem Student Scholarship Eligibility Assessment

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Scholarship evaluations are complex, blending objective academic performance with subjective factors like Extracurricular & Leadership Involvement and Financial Need.

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Matrics No: 85280

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84000