a framework to include the unit commitment problem into time …. taulant kerci.pdf ·...

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INTRODUCTION The large-scale deployment of non- synchronous, Stochastic, converter-based renewable energy sources (RES) is a challenge for power system operators (SO). This is mostly due to the fact that these sources increase the variability and uncertainty on the grid and at the same time decrease the overall inertia of the system. It is important to have a flexible tool that takes into consideration the aforementioned issues and provides reliable information regarding the level of system security. METHODOLOGY Implement a sub-hourly, DC Security Constrained UC (SCUC) that accounts for the intra-hour fluctuations of the net load and for any unforeseen event (e.g., unscheduled outage). Integrate such a UC model into the TDS. This approach allows simultaneously solving the SCUC and check through TDS the impact of the new operating points on the dynamic behaviour of the system. In particular, we are interested for the issue of frequency response following a new system condition, since it is expected that the variations of the frequency will further increase (e.g., higher rate of change, RoCoF) and thus make power systems less secure. A framework to include the Unit Commitment problem into Time Domain Simulation Taulant Kerci ([email protected]), Federico Milano UCD School of Electrical and Electronic Engineering RESULTS We consider two case study for the IEEE 39 bus system with different scheduling time resolution, a planning horizon of 24h, and a rolling horizon approach (i.e., schedule the system more frequently): Assume that the load changes with steps. For instance, every 15 min, 10min, 7.5min and 3.75min respectively, and differs from the forecast by a given percentage (i.e., uncertainty). In addition to uncertainty, we add some noise to the loads Below we show some sensitivity analysis with respect to the noise and different scheduling resolution, and plot the frequency of the centre of the inertia ω COI for one hour horizon. Also, for the first case study (i.e., 15min), we plot the mechanical power of the synchronous machines that are switched ON during the first hour (last figure). C ONCLUSIONS The proposed framework allows studying the impact of uncertainty, variability and low level of inertia on the dynamic behaviour of the system at different timescales (e.g., 15 min). Also it offers the possibility to include different UC models. And the results show that the increasing penetration of RES can be a major concern when it comes to higher frequency oscillation. This is the work of the first year of the PhD programme and future research will focus on improving the model of the UC to accommodate for more uncertainty (e.g., stochastic UC). A CKNOWLEDGEMENT This publication has emanated from research conducted with the financial support of Science Foundation Ireland under the SFI Strategic Partnership Programme Grant Number SFI/15/SPP/E3125. The opinions, findings and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the Science Foundation Ireland. Objectives We present a framework to embed the Unit Commitment (UC) problem into the Time Domain Simulation (TDS). The goals are: A better overview of system reliability. Ability to test the impact on stability and security of different UC models.

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Page 1: A framework to include the Unit Commitment problem into Time …. Taulant Kerci.pdf · 2018-11-02 · Taulant Kerci (taulant.kerci@ucdconnect.ie), Federico Milano UCD School of Electrical

INTRODUCTION• The large-scale deployment of non-

synchronous, Stochastic, converter-basedrenewable energy sources (RES) is a challengefor power system operators (SO).

• This is mostly due to the fact that thesesources increase the variability anduncertainty on the grid and at the same timedecrease the overall inertia of the system.

• It is important to have a flexible tool that takesinto consideration the aforementioned issuesand provides reliable information regardingthe level of system security.

METHODOLOGY• Implement a sub-hourly, DC Security

Constrained UC (SCUC) that accounts for theintra-hour fluctuations of the net load and forany unforeseen event (e.g., unscheduledoutage).

• Integrate such a UC model into the TDS.

This approach allows simultaneously solving theSCUC and check through TDS the impact of thenew operating points on the dynamic behaviour ofthe system. In particular, we are interested for theissue of frequency response following a newsystem condition, since it is expected that thevariations of the frequency will further increase(e.g., higher rate of change, RoCoF) and thus makepower systems less secure.

A framework to include the Unit Commitment problem into Time Domain Simulation

Taulant Kerci ([email protected]), Federico MilanoUCD School of Electrical and Electronic Engineering

RESULTSWe consider two case study for the IEEE 39 bus system with different scheduling time resolution,a planning horizon of 24h, and a rolling horizon approach (i.e., schedule the system morefrequently):• Assume that the load changes with steps. For instance, every 15 min, 10min, 7.5min and

3.75min respectively, and differs from the forecast by a given percentage (i.e., uncertainty).• In addition to uncertainty, we add some noise to the loads

Below we show some sensitivity analysis with respect to the noise and different schedulingresolution, and plot the frequency of the centre of the inertia ωCOI for one hour horizon. Also, forthe first case study (i.e., 15min), we plot the mechanical power of the synchronous machines thatare switched ON during the first hour (last figure).

CONCLUSIONS• The proposed framework allows studying the impact of uncertainty, variability and low

level of inertia on the dynamic behaviour of the system at different timescales (e.g., 15 min).

• Also it offers the possibility to include different UC models.• And the results show that the increasing penetration of RES can be a major concern when

it comes to higher frequency oscillation.

This is the work of the first year of the PhD programme and future research will focus on improving the model of the UC to accommodate for more uncertainty (e.g., stochastic UC).

ACKNOWLEDGEMENTThis publication has emanated from research conducted with the financial support of Science Foundation Ireland under the SFI Strategic Partnership Programme Grant Number SFI/15/SPP/E3125. The opinions, findings and conclusions or recommendations expressed in this material are thoseof the author(s) and do not necessarily reflect the views of the Science Foundation Ireland.

ObjectivesWe present a framework to embed the UnitCommitment (UC) problem into the Time DomainSimulation (TDS). The goals are:

• A better overview of system reliability.• Ability to test the impact on stability and

security of different UC models.