Complex chemical reaction networks for breakthrough scalable reservoir computing

Introduction

The brain is the world's most amazing computer, and it runs entirely on chemical reactions. The vision of CORENET is to construct brain-mimicking computing devices that utilize networks of chemical reactions as molecular information processing systems.

Project Objectives

To achieve this vision, we will implement reservoir computing (RC) on microfluidic chips using chemical reaction networks (CRNs) that convert input feedstock molecules and environmental conditions into a pattern of product molecules. This pattern can be monitored on a chip using a combination of:

• High-throughput mass spectrometry analysis
• Algorithmic cheminformatics
• AI tools

Breakthrough Innovations

CORENET will generate a breakthrough in highly scalable and functional chemical RC by integrating our partners' new knowledge and state-of-the-art methodologies in:

1. Systems and analytical chemistry
2. Microfluidics
3. Cheminformatics
4. Machine learning

CORENET will produce microfluidic chip devices that perform high-level computing with molecules, synthesizing and analyzing a pattern of output molecules in situ. This molecule-based computing power enables truly sustainable AI and speaks the language of living systems, which constantly process information about their molecular environment.

Future Applications

Future applications of our chemical RC system lie in:

• Implantable devices
• Brain-machine interfaces
• Personalized medicine

Team Composition

CORENET brings together four leading scientists with complementary expertise that covers all fundamental aspects of this project. Their expertise is combined with the world-class knowledge in AI/ML modeling of a high-tech global industry partner with unique research and computing infrastructure.

Additionally, an SME specialized in the communication and dissemination of results will ensure maximized impact. Our highly interdisciplinary team will generate new scientific knowledge and breakthrough technologies to achieve essential priorities for Europe's future and its support to the UN Sustainable Development Goals.