Adaptive dynamic ϵ-simulated annealing algorithm for tumor immunotherapy

Unlike traditional metaheuristics such as PSO or GA, which are less suited for constraint-rich, dynamic ODE-based systems, ADϵSA offers structural advantages in trajectory feasibility and adaptive convergence. This study highlights the potential of biologically informed optimization algorithms in personalized oncology and provides a computational basis for future closed-loop, patient-specific treatment strategies.

Authors

Institutions

Publication Details

Journal
Frontiers in Immunology
Published
2025-06-18
DOI
https://doi.org/10.3389/fimmu.2025.1603551
Primary Topic
Mathematical Biology Tumor Growth
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Adaptive dynamic ϵ-simulated annealing algorithm for tumor immunotherapy

Yingjun Jiang, Xiaoyan Sun
Frontiers in Immunology
Mathematical Biology Tumor Growth
article

Adaptive dynamic ϵ-simulated annealing algorithm for tumor immunotherapy

Yingjun Jiang, Xiaoyan Sun
article en

Abstract

Unlike traditional metaheuristics such as PSO or GA, which are less suited for constraint-rich, dynamic ODE-based systems, ADϵSA offers structural advantages in trajectory feasibility and adaptive convergence. This study highlights the potential of biologically informed optimization algorithms in personalized oncology and provides a computational basis for future closed-loop, patient-specific treatment strategies.

Frontiers in ImmunologyVol. 16
Liaoning Cancer Hospital & Institute (CN)
Natural Science Foundation of Liaoning Province, Liaoning Cancer Hospital and Institute
Good health and well-being
Openalex Percentile: Top 84%
Mathematical Biology Tumor Growth
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.