AI-enabled Recapitulated Neuro Fuzzy Optimization (RNFO)algorithm for evaluating the food consumption and nutrition during COVID-19

Food is essential for human survival and supports daily activities, energy production, and overall health. Adequate nutrient intake enables physiological and biochemical processes critical for energy conversion. Carbohydrates, among key nutrients, play a pivotal role in maintaining consistent energy levels. Malnutrition—marked by nutrient deficiencies or imbalances—is a pressing global health issue, with severe consequences for older adults who face age-related emotional and physical changes. Proper carbohydrate consumption helps regulate blood sugar and reduces the risk of chronic diseases. A balanced diet emphasizes natural foods while minimizing processed and high-fat animal products. This research explores the nutritional value of food, the impact of nutrient excess or deficiency, and carbohydrate’s health role. It employs an AI-driven Recapitulated Neuro-Fuzzy Optimization algorithm to analyze gender-based nutritional patterns during the COVID-19 pandemic.

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Publication Details

Published
2025-03-06
DOI
https://doi.org/10.1109/iatmsi64286.2025.10984798
Primary Topic
Data Mining and Machine Learning Applications
Type
article
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article

AI-enabled Recapitulated Neuro Fuzzy Optimization (RNFO)algorithm for evaluating the food consumption and nutrition during COVID-19

H. Mary Henrietta, A. Stanley Raj
Data Mining and Machine Learning Applications
article

AI-enabled Recapitulated Neuro Fuzzy Optimization (RNFO)algorithm for evaluating the food consumption and nutrition during COVID-19

H. Mary Henrietta, A. Stanley Raj
article en

Abstract

Food is essential for human survival and supports daily activities, energy production, and overall health. Adequate nutrient intake enables physiological and biochemical processes critical for energy conversion. Carbohydrates, among key nutrients, play a pivotal role in maintaining consistent energy levels. Malnutrition—marked by nutrient deficiencies or imbalances—is a pressing global health issue, with severe consequences for older adults who face age-related emotional and physical changes. Proper carbohydrate consumption helps regulate blood sugar and reduces the risk of chronic diseases. A balanced diet emphasizes natural foods while minimizing processed and high-fat animal products. This research explores the nutritional value of food, the impact of nutrient excess or deficiency, and carbohydrate’s health role. It employs an AI-driven Recapitulated Neuro-Fuzzy Optimization algorithm to analyze gender-based nutritional patterns during the COVID-19 pandemic.

Saveetha University (IN)
Zero hunger
Openalex Percentile: Top 86%
Data Mining and Machine Learning Applications
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