A multi-stage stochastic model for industrial flexibility investment shows that reserve market participation significantly increases optimal storage sizing, and that 2050 cost and carbon scenarios shift investments from flywheels to lithium-ion batteries, heat pumps, and PV.
Trading strategy for a flexible factory participating in the german balancing and day-ahead market,
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Industrial Flexibility Investment Under Uncertainty: A Multi-Stage Stochastic Framework Considering Energy and Reserve Market Participation
A multi-stage stochastic model for industrial flexibility investment shows that reserve market participation significantly increases optimal storage sizing, and that 2050 cost and carbon scenarios shift investments from flywheels to lithium-ion batteries, heat pumps, and PV.