Equilibrium-gated pattern formation: How molecular dissociation thermodynamics drive emergent behavior in dissipative polymeric systems

D Donald Bistri (Department of Aerospace Engineering) A Anna Cramblitt (Beckman Institute) I Ignacio Arretche (Beckman Institute for Advanced Science and Technology) C Conan Zhang (Department of Aerospace Engineering) R Reid B. Cope (Beckman Institute) M Michael Zakoworotny (Department of Aerospace Engineering) M Mya G. Mills (Beckman Institute) L Luis E. Rodriguez Koett L Lauren Chua (Department of Materials Science and Engineering) R Rafael Gómez-Bombarelli (Department of Materials Science and Engineering) S Sameh H. Tawfick (Beckman Institute) N Nancy R. Sottos J Jeffrey S. Moore P Philippe H. Geubelle

Abstract

Emergent patterns in biological systems arise through dissipative processes that balance reaction and transport phenomena, producing highly functional properties from self-regulating mechanisms. Synthetic fabrication, by contrast, often relies on user-controlled, multistep methods that lack the self-organizing capabilities of natural systems. Inspired by nature, we sought chemical systems that integrate strongly coupled reaction and transport phenomena, identifying frontal ring-opening metathesis polymerization (FROMP) as a method capable of creating diverse forms and functions through reactive processing. By employing discrete molecular initiators, FROMP allows precise control of key reaction steps—inhibition, initiation, and propagation. Using an integrated computational and experimental framework, we uncover how near-equilibrium inhibition dynamics, coupled with far-from-equilibrium reaction kinetics, drive pattern formation in frontally polymerized synthetic materials. We propose the concept of equilibrium-gated pattern formation, demonstrating how initiator chemistry can be tuned to achieve programmable macroscale properties. Our study reveals a surprising insight: Emergent behavior in FROMP systems arises from the inhibition-dominated regime of resin composition, expanding prior observations that such behavior is confined to a narrow compositional space near the boundary between front quenching and uniform front propagation. We identify a broader compositional window, far from the quenching regime, where emergent behavior reliably manifests. This expanded design space significantly enhances the operational flexibility of reactive systems and their capacity for self-organization. These insights provide a roadmap for designing bioinspired materials with self-organizing capabilities, unlocking possibilities in synthetic manufacturing.

Article Details

Volume / Issue Vol. 122, Issue 24
Published June 17, 2025
ISSN 0027-8424
Publisher National Academy of Sciences

Authors (14)

D

Donald Bistri

Department of Aerospace Engineering

A

Anna Cramblitt

Beckman Institute

I

Ignacio Arretche

Beckman Institute for Advanced Science and Technology

C

Conan Zhang

Department of Aerospace Engineering

R

Reid B. Cope

Beckman Institute

M

Michael Zakoworotny

Department of Aerospace Engineering

M

Mya G. Mills

Beckman Institute

L

Luis E. Rodriguez Koett

L

Lauren Chua

Department of Materials Science and Engineering

R

Rafael Gómez-Bombarelli

Department of Materials Science and Engineering

S

Sameh H. Tawfick

Beckman Institute

N

Nancy R. Sottos

J

Jeffrey S. Moore

P

Philippe H. Geubelle