Consulting Services

Evaluation of technical attributes of use of artificial intelligence & data, communication protocols & networks, and additional components  in the context of the evolving smart grid and additional ecosystems.  Identification of risks and gaps in how components, protocols, and services will perform and interact with one another.  Comprehensive evaluation of technical potential of products and services in various stages of development, as well as their development  processes. Proposal of risk mitigation strategies. Intellectual property review for potential expansion.

Guidance for the collection, sampling, cleansing, quality improvement, protection, and utilization of data in the smart grid.  Strategy on use of artificial intelligence in the smart grid, including techniques to efficiently obtain high quality data that is informative, representative, and statistically unbiased. Guidance on interpretable models and customer or scenario segmentation.

Assessment of current and emerging communication networks and protocols for use in evolving smart grid systems,  accounting for their interactions with other grid components. Recommendations for how to optimize and leverage communication to increase grid performance, while scaling to increasing numbers of distributed energy resources with the resulting grid uncertainties.

Design of robust test plans  to yield informative results in complex systems with constraints. Design comprehensive range of metrics tailored to specific use cases, and evaluate the system tradeoffs.