The behavior of power systems is becoming more stochastic and dynamic due to the increased penetration of variable generation, demand response, new power market structure, extreme weather conditions, contingencies, and unexpected events.

PNNL team will provide a new framework of EMS 2.0 that enables hybrid state estimation and advanced applications, e.g., power grid model validation, identification of bad parameters, fault detection, parameter calibration, etc.

PNNL team is developing a new multi-scale state estimation framework that effectively integrates the SSE and DSE together.

To help regulators identify a clear pathway to implement policy targets or mandates, PNNL researchers have provided a self-assessment tool.

PNNL’s ESMI is a Laboratory-funded research and development (R&D) program focused on transforming and accelerating materials development processes for next-generation energy storage technologies.

Usable and explainable models for global-scale, cross-lingual proliferation expertise identification and forecasting.

PNNL and collaborators have established a national heat pump and heat pump water heater partnership to help drive adoption of these energy-saving technologies in both residential and commercial buildings.

Fish reintroduction is the intentional establishment of a fish species in an area where it existed historically prior to hydropower development and other terrain changes to the species’ habitat.

The Flow Tradeoff Tool is a free, comprehensive software toolkit designed to evaluate trade-offs between hydropower energy production and environmental flows.