1 citations · 2 across the 6 of their papers we have counts for
7 papers
Bacterial Gene Regulatory Neural Network as a Biocomputing Library of Mathematical Solvers
Adrian Ratwatte, Samitha Somathilaka, Thanh Cao +2
Current biocomputing approaches predominantly rely on engineered circuits with fixed logic, offering limited stability and reliability under diverse environmental conditions. Here,…
Insect-Wing Structured Microfluidic System for Reservoir Computing
Jacob Clouse, Thomas Ramsey, Samitha Somathilaka +3
As the demand for more efficient and adaptive computing grows, nature-inspired architectures offer promising alternatives to conventional electronic designs. Microfluidic platforms…
Wet TinyML: Chemical Neural Network Using Gene Regulation and Cell Plasticity
Samitha Somathilaka, Adrian Ratwatte, Sasitharan Balasubramaniam +3
In our earlier work, we introduced the concept of Gene Regulatory Neural Network (GRNN), which utilizes natural neural network-like structures inherent in biological cells to perfo…
Stability Analysis of Non-Linear Classifiers using Gene Regulatory Neural Network for Biological AI
Adrian Ratwatte, Samitha Somathilaka, Sasitharan Balasubramaniam +1
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. Clo…
Inferring Gene Regulatory Neural Networks for Bacterial Decision Making in Biofilms
Samitha Somathilaka, Daniel P. Martins, Xu Li +2
Bacterial cells are sensitive to a range of external signals used to learn the environment. These incoming external signals are then processed using a Gene Regulatory Network (GRN)…
Realizing Molecular Machine Learning through Communications for Biological AI: Future Directions and Challenges
Sasitharan Balasubramaniam, Samitha Somathilaka, Sehee Sun +2
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. As w…
A Graph-based Molecular Communications Model Analysis of the Human Gut Bacteriome
Samitha Somathilaka, Daniel P. Martins, Wiley Barton +3
Alterations in the human gut bacteriome can be associated with human health issues, such as type-2 diabetes and cardiovascular disease. Both external and internal factors can drive…