Search Results for author: Samitha Somathilaka

Found 5 papers, 0 papers with code

Wet TinyML: Chemical Neural Network Using Gene Regulation and Cell Plasticity

no code implementations13 Mar 2024 Samitha Somathilaka, Adrian Ratwatte, Sasitharan Balasubramaniam, Mehmet Can Vuran, Witawas Srisa-an, Pietro Liò

This study advances this concept by incorporating cell plasticity, to further exploit natural cell's adaptability, in order to diversify the GRNN search that can match larger spectrum as well as dynamic computing tasks.

Stability Analysis of Non-Linear Classifiers using Gene Regulatory Neural Network for Biological AI

no code implementations14 Sep 2023 Adrian Ratwatte, Samitha Somathilaka, Sasitharan Balasubramaniam, Assaf A. Gilad

The Gene Regulatory Network (GRN) of biological cells governs a number of key functionalities that enables them to adapt and survive through different environmental conditions.

Translation

Inferring Gene Regulatory Neural Networks for Bacterial Decision Making in Biofilms

no code implementations10 Jan 2023 Samitha Somathilaka, Daniel P. Martins, Xu Li, Yusong Li, Sasitharan Balasubramaniam

These incoming external signals are then processed using a Gene Regulatory Network (GRN), exhibiting similarities to modern computing algorithms.

Decision Making

Realizing Molecular Machine Learning through Communications for Biological AI: Future Directions and Challenges

no code implementations22 Dec 2022 Sasitharan Balasubramaniam, Samitha Somathilaka, Sehee Sun, Adrian Ratwatte, Massimiliano Pierobon

Artificial Intelligence (AI) and Machine Learning (ML) are weaving their way into the fabric of society, where they are playing a crucial role in numerous facets of our lives.

A Graph-based Molecular Communications Model Analysis of the Human Gut Bacteriome

no code implementations16 Jul 2021 Samitha Somathilaka, Daniel P. Martins, Wiley Barton, Orla O'Sullivan, Paul D. Cotter, Sasitharan Balasubramaniam

Furthermore, we develop an in-silico simulation model (virtual GB), allowing us to study the impact of the metabolite exchange through molecular communications in the human gut bacteriome network system.

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