Dr. Eshan Singh

Interactive Energy Tools

Explore models and visualizations for planning, operating, and understanding tomorrow's energy systems.

Transport Model

Calculate the emissions and cost of transporting future fuels—including hydrogen, ammonia, and methanol—and select food items across the globe.

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Grid Planner

Build a future electricity system and compare how generation, storage, transmission, and demand work together.

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Capacity Expansion

Test long-term resource portfolios and see what new capacity is needed to serve demand reliably and affordably.

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Grid Operator

Step into the control room and balance electricity supply, demand, storage, and operating constraints in real time.

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California Grid Map

Explore California's transmission network, substations, and power infrastructure through an interactive geographic map.

Open Map

Battery Locator

Discover utility-scale battery projects, their locations, capacities, and role in California's evolving power system.

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Battery Revenue Index

Track the market value of grid-scale storage using historical energy prices and simulated battery dispatch.

Open Index

Power Flow Solver

Design a network, adjust generation and load, and visualize how power flows through transmission lines.

Open Solver

PyPSA-CA

Explore an open power-system model of California for network analysis, dispatch, and planning scenarios.

Open Model

Green Hydrogen Atlas

Screen locations based on the cost of producing green hydrogen from solar and wind energy using regional capacity-factor data.

Open Atlas

California's True Demand

Reveal the electricity demand hidden behind rooftop solar with a live estimate of California's behind-the-meter generation and true grid demand.

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Interconnection Queue

Explore CAISO's project queue, survival rates, completion timelines, county-level congestion, and grid siting conditions.

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Busbar Mapping

Explore California's existing, in-development, and future electricity resources mapped to substations across the grid.

Open Map

DART Monitor

Track CAISO's day-ahead vs. real-time price spread and forecast errors — the signals behind virtual bidding.

Open Monitor