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PRIBAS: FUNDAMENTAL MULTI-MARKET MODELLING Brukermøte Produksjonsplanlegging 13.03.2019 Arild Helseth
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PRIBAS: FUNDAMENTAL MULTI-MARKET MODELLING

Mar 26, 2022

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Page 1: PRIBAS: FUNDAMENTAL MULTI-MARKET MODELLING

PRIBAS: FUNDAMENTAL MULTI-MARKETMODELLING

Brukermøte Produksjonsplanlegging13.03.2019Arild Helseth

Page 2: PRIBAS: FUNDAMENTAL MULTI-MARKET MODELLING

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Pricing Balancing Services in the Future Nordic Power Market (PRIBAS)

• Knowledge building project (KPN) 2017-2020

• 17 MNOK, research council supports 67 %

• One PhD at NTNU

Page 3: PRIBAS: FUNDAMENTAL MULTI-MARKET MODELLING

Project GoalDevelop a fundamental multi-market model concept for the Nordic power system Compute marginal prices for all electricity products Including reserve capacity and balancing energy Including flexible consumption and local storages

Expected application of model concept

• Compute simultaneous market price time series, e.g. for investment analysis

• Estimate the value of flexibility in different market designs, e.g.• Spot market clearing closer to real time• Common reserve markets in the Nordics

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Page 4: PRIBAS: FUNDAMENTAL MULTI-MARKET MODELLING

Price Forecasting by Short-term Hydrothermal Scheduling

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Short- and long-term hydrothermal models coupled Share basic input dataPrice-based end-valuation of storages Short-term model in high-level language (Pyomo)

Long-term

Short-termPrices

Model Concept

Page 5: PRIBAS: FUNDAMENTAL MULTI-MARKET MODELLING

Short-term Hydrothermal Scheduling

Minimize operational cost for short-term period

Subject to:

- Hydro reservoir balances

- Basic environmental constraints

- Power balances

- Reserve requirements

- Constraints on the thermal system

- Ramping on cables

- Etc.

Future expected cost function or water values5

Page 6: PRIBAS: FUNDAMENTAL MULTI-MARKET MODELLING

Model Concept

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Week 1 Week 2 Week n

Water values

(h5)InputData(h5)

FanSior EMPS

Primod

Historical year

Compiled Computational speed

Research prototype Python/Pyomo Rapid prototyping

Results(h5)

ExtraInput

ExtraResults

Page 7: PRIBAS: FUNDAMENTAL MULTI-MARKET MODELLING

Short-term Hydrothermal Scheduling

Level of detail needed to capture realistic prices?

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Long-term

Short-termPrices

Technical details

Uncertainties Time resolution

Page 8: PRIBAS: FUNDAMENTAL MULTI-MARKET MODELLING

What about computation time?

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LP size

Solution time

Technical details

Uncertainties Time resolution

Decomposition is necessarry!

Page 9: PRIBAS: FUNDAMENTAL MULTI-MARKET MODELLING

Test#1 – Decomposition, weekly daily

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Mon

Primod

Tue Wed …

Primod

Primod

Water values

(h5)

Interpolation in cost functions:- Rolling horizon towards end-of-week- Capture seasonal trends - Break the "deterministic structure"

Page 10: PRIBAS: FUNDAMENTAL MULTI-MARKET MODELLING

Test#2 – Problem reduction by pattern recognition

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Which constraints are needed to capture realistic prices?

Primod Prices

Primod Prices

Input Data- System- Weather- State

PatternRecognition

Page 11: PRIBAS: FUNDAMENTAL MULTI-MARKET MODELLING

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Hour 1-24 Hour 24-48

Energy schedule

Energy balancing

Imbalance (Wind, Load, etc.)

Forecast (Wind, Load, etc.)Reserve procurement

Short-term model design

Page 12: PRIBAS: FUNDAMENTAL MULTI-MARKET MODELLING

Case Study: Low Emission Scenario 2030

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EMPS set-up:• 57 areas, onshore and offshore• 3h time steps (56 steps/week) • 58 historical weather years

• Detailed hydro for the Nordic region• Hourly wind and solar series • Thermal power with start up costs• Transmission capacities• Limited demand flexibility• Wide range of assumptions for 2030

Page 13: PRIBAS: FUNDAMENTAL MULTI-MARKET MODELLING

• Energy and Reserve scheduling per day

• Reserves• Symmetric requirement: 550 MW for whole of Norway

• Approx. 30 selected hydropower plants in Norway (mainly NO2 and NO5)

• Startup-cost for thermal units, minimum up- and down-time

• 15 min time resolution

• No grid constraints for reserves

• No ramping constraints

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Case Study: Low Emission Scenario 2030

Study two weeks (9 and 31)

Page 14: PRIBAS: FUNDAMENTAL MULTI-MARKET MODELLING

High-load week

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Page 15: PRIBAS: FUNDAMENTAL MULTI-MARKET MODELLING

High-load week

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Page 16: PRIBAS: FUNDAMENTAL MULTI-MARKET MODELLING

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Low-load week

Page 17: PRIBAS: FUNDAMENTAL MULTI-MARKET MODELLING

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Low-load week

Page 18: PRIBAS: FUNDAMENTAL MULTI-MARKET MODELLING

Future Work

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Page 19: PRIBAS: FUNDAMENTAL MULTI-MARKET MODELLING

Jan. Apr. May July Sept. Dec.

24. sept. RCN - IPN deadline

4. sept. RCN - KPN deadline

June. First draft ready

Formal programs:- Statnett- NVE- Energi Norge

August. Final draft readySupport through LoI

Ideas

Research Projects Timeline

User Meeting