Pankaj Khatiwada
Analyzing the Impact of Healthy Behavior on Weight Change with a Provable Mathematical Model (Preprint)
Khatiwada, Pankaj; Chatterjee, Ayan; Bajpai, Ram
Abstract
Background:
Lifestyle diseases are the primary cause of death worldwide. The gradual growth of negative behavior in humans due to physical inactivity, unhealthy habit, and improper nutrition expedites lifestyle diseases. In this study, we develop a mathematical model to analyze the impact of regular physical activity, healthy habits, and a proper diet on weight change, targeting obesity as a case study. Followed by, we design an algorithm for the verification of the proposed mathematical model with simulated data of artificial participants.
Objective:
This study intends to analyze the effect of healthy behavior (physical activity, healthy habits, and proper dietary pattern) on weight change with a proposed mathematical model and its verification with an algorithm where personalized habits are designed to change dynamically based on the rule.
Methods:
We developed a weight-change mathematical model as a function of activity, habit, and nutrition with the first law of thermodynamics, basal metabolic rate (BMR), total daily energy expenditure (TDEE), and body-mass-index (BMI) to establish a relationship between health behavior and weight change. Followed by, we verified the model with simulated data.
Results:
The proposed provable mathematical model showed a strong relationship between health behavior and weight change. We verified the mathematical model with the proposed algorithm using simulated data following the necessary constraints. The adoption of BMR and TDEE calculation following Harris-Benedict’s equation has increased the model's accuracy under defined settings.
Conclusions:
This study helped us understand the impact of healthy behavior on obesity and overweight with numeric implications and the importance of adopting a healthy lifestyle abstaining from negative behavior change.
Citation
Khatiwada, P., Chatterjee, A., & Bajpai, R. (2021). Analyzing the Impact of Healthy Behavior on Weight Change with a Provable Mathematical Model (Preprint). Journal of Medical Internet Research, https://doi.org/10.2196/preprints.25201
Journal Article Type | Other |
---|---|
Publication Date | Jun 3, 2021 |
Journal | Journal of Medical Internet Research |
Print ISSN | 1438-8871 |
Publisher | JMIR Publications |
Peer Reviewed | Not Peer Reviewed |
DOI | https://doi.org/10.2196/preprints.25201 |
Publisher URL | https://www.researchsquare.com/article/rs-584141/v1 |
Related Public URLs | https://www.researchsquare.com/article/rs-584141/v1 |
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