Chemical reaction networks and opportunities for machine learning

M Wen, EWC Spotte-Smith, SM Blau… - Nature Computational …, 2023 - nature.com
Chemical reaction networks (CRNs), defined by sets of species and possible reactions
between them, are widely used to interrogate chemical systems. To capture increasingly …

Self-reproducing catalytic micelles as nanoscopic protocell precursors

A Kahana, D Lancet - Nature Reviews Chemistry, 2021 - nature.com
Protocells at life's origin are often conceived as bilayer-enclosed precursors of life, whose
self-reproduction rests on the early advent of replicating catalytic biopolymers. This …

Interlinking spatial dimensions and kinetic processes in dissipative materials to create synthetic systems with lifelike functionality

OE Shklyaev, AC Balazs - Nature Nanotechnology, 2024 - nature.com
Biological systems spontaneously convert energy input into the actions necessary to survive.
Motivated by the efficacy of these processes, researchers aim to forge materials systems that …

Multi-agent systems and complex networks: Review and applications in systems engineering

M Herrera, M Pérez-Hernández, A Kumar Parlikad… - Processes, 2020 - mdpi.com
Systems engineering is an ubiquitous discipline of Engineering overlapping industrial,
chemical, mechanical, manufacturing, control, software, electrical, and civil engineering. It …

Exploring Emergent Properties in Enzymatic Reaction Networks: Design and Control of Dynamic Functional Systems

S Ghosh, MG Baltussen, NM Ivanov, R Haije… - Chemical …, 2024 - ACS Publications
The intricate and complex features of enzymatic reaction networks (ERNs) play a key role in
the emergence and sustenance of life. Constructing such networks in vitro enables stepwise …

pH-feedback systems to program autonomous self-assembly and material lifecycles

C Sharma, I Maity, A Walther - Chemical Communications, 2023 - pubs.rsc.org
pH-responsive systems have gained importance for the development of smart materials and
for biomedical applications because they can switch between different states by simple …

The sugar cube: Network control and emergence in stereoediting reactions

HM Carder, G Occhialini, G Bistoni, C Riplinger… - Science, 2024 - science.org
Stereochemical editing strategies have recently enabled the transformation of readily
accessible substrates into rare and valuable products. Typically, site selectivity is achieved …

Perpetuating enzymatically induced spatiotemporal pH and catalytic heterogeneity of a hydrogel by nanoparticles

RR Mahato, E Shandilya, S Maiti - Chemical Science, 2022 - pubs.rsc.org
The attainment of spatiotemporally inhomogeneous chemical and physical properties within
a system is gaining attention across disciplines due to the resemblance to environmental …

Homeostasis as inspiration—Toward interactive materials

MM Lerch, A Grinthal, J Aizenberg - Advanced Materials, 2020 - Wiley Online Library
Homeostatic systems combine an ability to maintain integrity over time with an incredible
capacity for interactive behavior. Fundamental to such systems are building blocks of “mini …

A Bayesian approach to extracting kinetic information from artificial enzymatic networks

MG Baltussen, J van de Wiel… - Analytical …, 2022 - ACS Publications
In order to create artificial enzymatic networks capable of increasingly complex behavior, an
improved methodology in understanding and controlling the kinetics of these networks is …