Optimal Control of Blood Glucose Response in Type 2 Diabetes or Prediabetes by Physical Exercise and Meal Sequencing

Recent experimental studies show that physical exercise, meal sequencing, and their timing can significantly affect postprandial blood glucose responses in individuals with type 2 diabetes or prediabetes. This paper develops a nonlinear mathematical model that describes the effect of physical exercise and meal sequence on blood glucose response. For a prescribed set of food components within one meal and fixed aerobic and resistance exercise blocks, the problem of minimizing glucose deviation from the fasting level is formulated with a lower-glucose constraint before and after the meal. An optimal control algorithm is developed, and the main theoretical result shows that it constructs an exercise–meal sequence delivering the global minimum over the prescribed finite feasible set, whenever that set is nonempty. Illustrative examples demonstrate the proposed approach. The exercise parameters are estimated from published group-mean curves, and comparisons with separately optimized food order and exercise layout are supplemented by parameter-sensitivity tests. The results describe model-predicted responses under the specified protocol, not individual clinical effectiveness.

Authors

Institutions

Publication Details

Journal
Applied Sciences
Published
2026-10-09
DOI
https://doi.org/10.3390/app162010007
Primary Topic
Diabetes Management and Research
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Optimal Control of Blood Glucose Response in Type 2 Diabetes or Prediabetes by Physical Exercise and Meal Sequencing

Andrey V. Savkin, Xiaotian Feng
Applied Sciences
Diabetes Management and Research
article

Optimal Control of Blood Glucose Response in Type 2 Diabetes or Prediabetes by Physical Exercise and Meal Sequencing

Andrey V. Savkin, Xiaotian Feng
article en

Abstract

Recent experimental studies show that physical exercise, meal sequencing, and their timing can significantly affect postprandial blood glucose responses in individuals with type 2 diabetes or prediabetes. This paper develops a nonlinear mathematical model that describes the effect of physical exercise and meal sequence on blood glucose response. For a prescribed set of food components within one meal and fixed aerobic and resistance exercise blocks, the problem of minimizing glucose deviation from the fasting level is formulated with a lower-glucose constraint before and after the meal. An optimal control algorithm is developed, and the main theoretical result shows that it constructs an exercise–meal sequence delivering the global minimum over the prescribed finite feasible set, whenever that set is nonempty. Illustrative examples demonstrate the proposed approach. The exercise parameters are estimated from published group-mean curves, and comparisons with separately optimized food order and exercise layout are supplemented by parameter-sensitivity tests. The results describe model-predicted responses under the specified protocol, not individual clinical effectiveness.

Applied SciencesVol. 16(20)
UNSW Sydney (AU)
Openalex Percentile: Top 11%
Diabetes Management and Research
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Optimal Control of Blood Glucose Response in Type 2 Diabetes or Prediabetes by Physical Exercise and Meal Sequencing — Andrey V. Savkin, Xiaotian Feng · Applied Sciences (2026) | TGRS Research Map | TGRS