Forward resource (generation) scheduling • The less obvious – Auditability & transparency – Decision support • The implied – Help me do my job better, and conversely…..….. Why Optimization Applications? What benefits to utility users? The Glarus Group, Inc.
in Control Centers: – Transmission grid (EMS): SE, OPF, UC,… – Wholesale market (MMS): Market Clearing (SCUC/ED, FTR) – Distribution grid (DMS): VVC, Feeder Switching (AFR, FISR) • Requirements continue for expanded optimization applications – New problems, models – New solution algorithms, – and more… The Glarus Group, Inc.
• Many inequality constraints (Nbr x Nctg), few binding • Binding inequalities for (contingency) grid security typically have dense rows of constraints • Integer constraints often critical (e.g. SCUC, AFR) • Practical importance of special (ill) conditions – Infeasibility: – Discontinuity – Degeneracy (primal & dual) The Glarus Group, Inc.
dual (price) solutions • Reliably produce actionable results (even when strict mathematics struggles) • Close-loop 5-min RT Dispatch cycles • Consistency, transparency, auditability can be critical • Complex problems typically analyzed with human-in- the-loop using sophisticated UI. • IT/OT Integration required for production deployment The Glarus Group, Inc.
optimization Optimz Solver Data Prep Assess Solution Math Model Business Problem Conceptual Formulation Precision Performance Decision The Glarus Group, Inc.
• Path of transformation – V1: classic utilities, strong physical foundation – V2: wholesale markets (e.g. PJM, CA ISO) with coordinated physical & commercial operation – V3:(emerging): DER business & technology enable customer/aggregator choices in bulk grid wholesale and distribution grid retail markets Power Industry Transformation The Glarus Group, Inc.
in technology and economics – Uncertain financial and grid operation impacts – Can be win-win for all • DER characteristics – Diverse - physical, operational, commercial…. – Can produce/consume multiple services – Local control and intelligence – Complex aggregation model and transaction protocols DER in Energy-Ecosystem The Glarus Group, Inc.
– Price and exchange value-based services – Leverage transmission and distribution sectors for hierarchical controls and markets for different types of services • Platform to enable phased expansion of new services that reflect: – Technology advances – Regulatory and business reform R&D: Technical foundation for DER business development The Glarus Group, Inc.