Artificial Intelligence & Machine Learning
Traditional Artificial Intelligence (AI) algorithms learn and adapt, but they do not detect novelty or newness in signals very well. At ArmaTech LLC we specialize in proprietorially developed AI algorithms to detect anomalies in data. Where other well-established networks fit their learning within a framework of past data, out networks utilizing a systems analysis to recognize novelty in signals. When applied to a cybersecurity environment, our AI algorithms specializes in identifying zero-day attacks and anomalous network behavior, to offer unparalleled intrusion detection. Contact us today to see how we can help with your cybersecurity challenges.
Anomaly Detection & Cyber Security
We understand and incorporate, that no one methodology, system, algorithm or statistical process can provide an all-encompassing solution to any real-world problem. This complexity is more evident in AI systems. That is why we devote 20% of all time for research & development.
With this R&D approach in mind, the founders of ArmaTech LLC have developed a proprietary systems analysis to aggregate many algorithms together. These include classical statistical techniques and regression, as well as established and proprietary AIs. Some of our networks include, but are not limited to, ART, LaPART, Time Delay, Recurrent, Self-Organizing, Spike Timing, Generative Adversarial Networks (GANs) and other backpropagation networks.
Signal Analysis, Algorithm Research & Development
Arising from two US patents and the doctoral dissertation of the founders, ArmaTech LLC, specializes in offering Artificial Intelligence power-grid reliability products and services. Our AI has been directly applied to solar and grid reliability studies, as well as Solar Irradiance Micro Forecasting (SIMF).
As more solar PV electricity is added to the grid without energy storage, it is increasingly difficult for power companies to maintain reliable delivery to their customers. In extreme cases, blackout conditions can occur for millions. Our patented AI SIMF products help mitigate poor power quality issues by providing forecasts of incoming clouds 30 s. to 15 minutes into the future, so power companies can mitigate their incoming power fluctuations from intermittently-cloudy solar PV. Contact us to see how we can assist your power grid.
ArmaTech LLC envisions a future with Solar PV and distributed grid isolatable energy storage. We are proud supporters of the passively safe, Generation 4 nuclear power for nighttime and backup generation, as a clean, safe, cheap, reliable and energy abundant future for America.
Grid Reliability, Renewable Integration
& Solar Irradiance Micro Forecasts (SIMF)
Hedge Fund Quants
AI generated Photo
© ArmaTech LLC
Over the past decade, ArmaTech LLC founders have developed several market-based AI systems to quantify anomalies and predict market data. We are actively in the formation of a subsidiary hedge fund to bring AI and anomaly detection to assist hedge fund managers in their decisions.
In the same way any good director takes inputs from many different human-experts, AI can assist fund quant’s in simulating many human hypotheses and testing these ideas in a very short amount of time. Results are obtained in days instead of waiting years.
ArmaTech LLC’s anomaly detection algorithms identify new market conditions, leading to higher hedged returns on leveraged products. The market rewards those who are faster, smarter or first. Our AI systems approach aims to be Smarter & First. We are actively looking for partners, investors and experienced hedge fund managers, so please contact us. We would love to talk with you.