English

Biomolecular LQR under Partial Observation

Molecular Networks 2025-11-05 v1 Optimization and Control

Abstract

This paper introduces a biomolecular Linear Quadratic Regulator (LQR) to investigate the design principles of gene regulatory networks. We show that for fundamental gene regulation network, the bio-controller derived from LQR theory precisely recapitulate natural network motifs, such as auto-regulation and incoherent feedforward loops. This emulation arises from a fundamental principle: the LQR cost function mathematically encodes environmental survival demands, which subsequently drives the selection of both network topology and biochemical parameters. Our work thus establishes a theoretical basis for interpreting biological circuit design, directly linking evolutionary pressures to observable regulatory structures.

Cite

@article{arxiv.2511.02418,
  title  = {Biomolecular LQR under Partial Observation},
  author = {Xiaoyu Zhang and Zhou Fang},
  journal= {arXiv preprint arXiv:2511.02418},
  year   = {2025}
}
R2 v1 2026-07-01T07:20:55.383Z