The Anomaly Project is a predictive analytics platform built to revolutionize the way low-temperature electrolyzers are monitored and maintained. By combining advanced machine learning with deep electrochemical domain expertise, Anomaly delivers real-time diagnostics and accurate projections of state-of-health (SoH) and remaining useful life (RuL) for electrolyzer systems.
Designed to integrate seamlessly with operator data, Anomaly transforms raw sensor streams—such as current, voltage, pressure, and temperature—into actionable insights that enhance performance, prevent failure, and extend asset lifetimes.
Key Innovation: Our hybrid modeling approach blends physics-informed models with transfer learning and Bayesian inference to adapt across diverse electrolyzer systems and operational profiles, empowering operators to make smarter, faster, and safer decisions.
We are developing a modular High-Throughput Screening (HTS) System designed to radically accelerate the discovery, development, and optimization of advanced materials, catalysts, and chemical processes. Our platform solves traditional R&D bottlenecks by automating and parallelizing reaction testing at scale—capable of running thousands of experiments simultaneously under precisely controlled conditions.
This system integrates advanced automation, in-situ sensing, real-time analytics, and digital twin simulations to enable faster learning cycles and higher quality data.
Key Innovation: Our configurability and data-centric architecture is designed from the ground up to be adaptable across chemistries—from electrocatalysis to thermal reactions—with interchangeable reactor modules tailored to a wide range of operating conditions.
The Dot Energy team are builders and problem-solvers at heart, combining deep expertise in chemical engineering, mechanical design, software development, and data science to tackle the toughest challenges in clean energy and industrial innovation. With a unique perspective shaped by experience across the full technology lifecycle—from lab-scale development to commercial deployment, we believe the legacy industries can be transformed by rethinking how materials, processes, and energy systems are developed, deployed and operated. Our mission is to accelerate a safer, more sustainable, and more secure future through the thoughtful application of process technology and software.