Over-Voltage Regulation of Distribution Networks by Coordinated Operation of PV Inverters and Demand Side Management Program
Open accessAbstract
The increase of Photovoltaics (PV) units’ penetration factor in the power grids might create overvoltage over the network buses. The active power curtailment (APC) and the reactive power provision methods use inverters to regulate their output active and reactive powers for high PV-penetrated grids. However, the mentioned solutions would reduce the maximum injectable active solar power to the grid, not financially acceptable. Continuous employment of the maximum apparent power capacity of the inverters will practically decrease the inverters’ lifetime, require special design considerations, and make the control system complex. To overcome those issues, a feasible solution would be increasing the load consumption within the time intervals in which the grid faces the over-voltage problem. In this research, the demand response (DR) program is employed. Load shifting techniques are exerted to move a portion of loads from the peak hours to when further power consumption is expected for voltage level reduction purposes. A new long-term strategy based on the coordinated operation of the PV inverters and load shifting techniques is proposed to resolve the over-voltage issue in the network. Consequently, the PV inverter’s contribution to voltage control is reduced; a new sight of DR potential is implemented, and also the under-voltage level in peak times is decreased significantly.
AI snapshot
Written from the paper’s full text.
TL;DR
This paper proposes coordinating PV inverter active/reactive power control with a demand response load-shifting program to mitigate over-voltage in high-PV distribution networks while reducing inverter curtailment and reactive-power burden. Simulations on the IEEE 33-bus network with a PV farm at bus #18 show the voltage remains below 1.05 p.u. and under-voltage during peak times is reduced.
Key findings
- Coordinated load shifting with PV inverter control lowers active power curtailment compared with no load shifting, allowing PV owners to sell more active power and reducing reactive power consumption, inverter power loss, and stress.
- In the IEEE 33-bus case with a PV farm at bus #18, the resulting voltage profile during the day and for all buses remains under 1.05 p.u., and the under-voltage issue during peak times is reduced.
- Demand profile variation after load shifting is greatest around noontime, while demand reduction occurs from 8 p.m. to 12 a.m. for all buses.
- The strategy uses three cost components—reactive power cost, active power curtailment cost, and DR penalty cost—aggregated into a weighted fitness function to coordinate PV operation and DR.
Methods
- The paper proposes a long-term strategy coordinating demand response load shifting with PV inverter active power curtailment and reactive power regulation, including a Q–V function based on IEEE 1547-2018.
- The case study is the IEEE 33-bus medium-voltage radial distribution network with a large-scale PV farm connected at bus #18; loads are P-Q, and the PV farm is modeled as a load capable of injecting and absorbing reactive power.
- Simulations are performed in MATLAB using a matrix lines-nodes power flow; the code iteratively checks node voltages, adjusts reactive power, and reduces PV generation if over-voltage occurs until stopping criteria are met, with a weighted multi-objective optimization.
Limitations
- The paper states that it “tries to simply implement” the strategy, that the optimization algorithm, load and generation profiles, and test system were selected to highlight the paper’s goals, and that different scenarios can be considered by researchers.
- The paper notes that the load profile is not reported for different time intervals, so a time-based factor is applied to base-load data to create a daily profile.
- Evident from the text: the study uses a single IEEE 33-bus case with one PV farm at bus #18, reports no quantitative cost or voltage values beyond the 1.05 p.u. threshold, and does not present sensitivity, uncertainty, or real utility data; it also assumes customer participation and predictable load behavior.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
0 of 5 cited sources checked · 0 supported · 0 flagged
- Findingreasoning
The proposed coordinated operation decreases the under-voltage issue during peak times.
“Another advantage would be decreasing the under-voltage issue during peak times which this support is highlighted in Figure 1C.”
- Also stated in: § RESULTS AND DISCUSSION · plain
“Correspondingly, the under-voltage issue is reduced during peak times.”
Quote in the paperSubstantial claim- The authors state this as an assumption: Customers allow the network operator to shift a certain percentage of their power consumption from peak times to off-peak times using DR programs.
- Also stated in: § RESULTS AND DISCUSSION · plain
- Findingnone given
Demand reduction occurs during hours 8 p.m. to 12 a.m. for all buses.
“In addition, the demand reduction occurs during hours 8 p.m. to 12 a.m. for all the buses.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: Customers allow the network operator to shift a certain percentage of their power consumption from peak times to off-peak times using DR programs.
- Findingreasoning
The PV unit should consume reactive power around noon times to reduce the over-voltage issue.
“Considering the employed Q support, see Figure 1, the PV unit should consume the reactive power around noon times to reduce the over-voltage issue.”
Quote in the paperSubstantial claim - Findingown data
The voltage value during the day and for all buses remains under 1.05 p.u.
“The voltage value during the day and for all buses remains under 1.05 p. u.”
Quote in the paperSubstantial claim - Findingown data
Under the proposed coordinated operation, the PV farm's contribution in consuming reactive power is reduced.
“Moreover, the contribution of the PV farm in consuming reactive power is reduced, which will decrease the inverter power loss and consequently increase the inverter's lifetime.”
Quote in the paperSubstantial claim- The authors state this as an assumption: Customers allow the network operator to shift a certain percentage of their power consumption from peak times to off-peak times using DR programs.
- Findingreasoning
The proposed strategy mitigated the challenges of the contribution of PV inverters in voltage control.
“The proposed strategy mitigated the challenges of the contribution of PV inverters in voltage control.”
Quote in the paperSubstantial claim - Findingnone given
The proposed strategy's effectiveness has been verified successfully on the IEEE 33 bus grid test.
“The proposed strategy's effectiveness has been verified successfully on the IEEE 33 bus grid test.”
Quote in the paperSubstantial claim - Findingown data
Applying the LSH method reduces the active power curtailment level compared with the case without LSH.
“The APC level by applying the LSH method is lower than that in the case of LSH absent.”
Quote in the paperSubstantial claim- The authors state this as an assumption: Customers allow the network operator to shift a certain percentage of their power consumption from peak times to off-peak times using DR programs.
- Findingcitation
The PV unit is responsible for injecting reactive power into the grid to support the voltage profile during the night with respect to the IEEE 1547-2018 standard.
“On the other hand, the PV unit is responsible for injecting reactive power into the grid to support the profile voltage during the night with respect to the IEEE 1547-2018 standard.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites IEEE 1547-2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Findingown data
After implementing the LSH method, the most demand variations occur during noontime.
“The demand profile variation of all the grid buses after implementing the LSH method is also provided in Figure 4C, where the most demand variations occur during noontime.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: Customers allow the network operator to shift a certain percentage of their power consumption from peak times to off-peak times using DR programs.
- Findingown data
Coordinated operation of PV inverters and DR programs eliminates the over-voltage issue in the studied network.
“Figure 1C shows the voltage profile of the grid employing the coordinated operation of PV inverters and DR programs where the overvoltage issue is eliminated.”
- Also stated in: § CONCLUSION · plain
“The proposed strategy solved the over-voltage issue and the mentioned challenges by proposing a method for coordinated operation of the PV inverters (considering their active and reactive power exchange) and DR program.”
Quote in the paperSubstantial claim- The authors state this as an assumption: Customers allow the network operator to shift a certain percentage of their power consumption from peak times to off-peak times using DR programs.
- Also stated in: § CONCLUSION · plain
- Premisereasoning
The literature has not yet studied the DR potential for reducing the PV system's contribution to voltage control.
“The literature has not yet studied the DR potential for reducing the PV system's contribution to voltage control.”
Quote in the paperNot a substantial claim - Premisenone given
Relying on APC and reactive power control of PV inverters reduces voltage control freedom.
“However, relying on those methods will reduce the voltage control freedom.”
Quote in the paperSubstantial claim - Premisereasoning
Active power curtailment and reactive power consumption by PV inverters can decrease nodal voltages to acceptable ranges.
“Application of the APC techniques (which reduce the solar power generation) and reactive power consumption by the inverters can decrease the nodal voltages down to the acceptable ranges.”
Quote in the paperSubstantial claim - Premisecitation
IEEE Std 1547 has defined the required Q-V function for PV inverters.
“The IEEE Std.1,547 has defined the required Q-V function for the PV inverters, see Figure 1B.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites IEEE Std.1,547
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationreasoning
Employing the LSH method can increase the benefits of PV owners by selling more active power.
“Therefore, employing the LSH method can increase the benefits of the PV owners by selling more active power.”
Quote in the paperSubstantial claim - Premisecitation
Injection of reactive power through PV inverters may decrease their lifetime because of implied current stresses.
“In addition, injection of the reactive power through the inverters may potentially decrease their lifetime because of the implied current stresses (Anurag et al., 2015).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Anurag et al., 2015 source
- Premisenone given
All mentioned DR works have been implemented without considering DGs and PV units' contribution to voltage support.
“All mentioned works have been implemented without considering Distributed Generators (DGs) and PV units' contribution to the voltage support.”
Quote in the paperNot a substantial claim - Premisecitation
High penetration of PV systems in power grids can create over-voltage over network buses.
“The increase of Photovoltaics (PV) units' penetration factor in the power grids might create overvoltage over the network buses.”
- Also stated in: § INTRODUCTION · plain
“However, the high penetration factor of the PV systems leads to critical challenges in power quality (e.g., over-voltage) (Yang et al., 2020).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Yang et al., 2020 source
- Also stated in: § INTRODUCTION · plain
- Interpretationreasoning
Shifting load from peak times to times when the PV farm injects high power, around noon, would be an effective approach to mitigate over-voltage.
“In the proposed technique, shifting load from the peak times to times in which the PV farm injects high power to the grid (in our case: around noon time) would be an effective approach.”
Quote in the paperSubstantial claim- The authors state this as an assumption: Customers allow the network operator to shift a certain percentage of their power consumption from peak times to off-peak times using DR programs.
- May combine two claims. 11
- Classified as probably not a substantial claim. 10
May combine two claims.
FindingreasoningThe proposed strategy reduces the PV inverter's contribution to voltage control and decreases the under-voltage level in peak times significantly.
“Consequently, the PV inverter's contribution to voltage control is reduced; a new sight of DR potential is implemented, and also the under-voltage level in peak times is decreased significantly.”
Quote in the paperSubstantial claim- The authors state this as an assumption: Customers allow the network operator to shift a certain percentage of their power consumption from peak times to off-peak times using DR programs.
May combine two claims.
FindingreasoningThe DR program coordinated the PV unit's operation to minimize the final fitness function simultaneously and solve the over-voltage issue.
“The DR program coordinated the PV unit's operation to minimize the final fitness function simultaneously and solve the over-voltage issue.”
Quote in the paperSubstantial claim- The authors state this as an assumption: Customers allow the network operator to shift a certain percentage of their power consumption from peak times to off-peak times using DR programs.
Probably not a substantial claim: may not pass S4 (based).
Interpretationnone givenBy implementing optimum schedules, an optimum solution can be found in which the total penalty cost allocated to the grid owner is the lowest.
“However, by implementing optimum schedules, an optimum solution can be found in which the total penalty cost allocated to the owner of the grid would be the lowest.”
Quote in the paperNot a substantial claimMay combine two claims.
Premisenone givenEmploying APC techniques leads to solar power spillage and reduces financial benefits.
“Employing APC techniques would lead to solar power spillage and would reduce the financial benefits.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningReactive power support by inverters is still needed in power grids, but its level can be significantly reduced by the proposed strategy.
“Considering the discussion above, reactive power support by inverters is still needed in power grids, but its level can be significantly reduced.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S4 (based). May combine two claims.
Premisenone givenShifting loads from peak times to off-peak times is an incentive program and induces costs.
“Shifting the loads from peak times to off-peak times is an incentive program and induces costs.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
InterpretationreasoningTo reduce the costs of PV inverter voltage-control contributions, it is proposed to employ DR programs.
“To reduce the mentioned costs, it is proposed to employ DR programs in this research.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningReduction in the PV farm's reactive power consumption decreases inverter power loss and consequently increases the inverter's lifetime.
“Moreover, the contribution of the PV farm in consuming reactive power is reduced, which will decrease the inverter power loss and consequently increase the inverter's lifetime.”
Quote in the paperSubstantial claimMay combine two claims.
Premisenone givenHigh contribution of PV units in voltage control is not cost-effective and may impose complexity in the design and control of inverters.
“The high contribution of PV units in the voltage control is not cost-effective and may impose complexity in the design and control of inverters.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S4 (based). May combine two claims.
Premisenone givenThe contribution of PV units in voltage control means PV farm owners lose revenue due to applying APC, which must be compensated by the grid owner.
“As discussed in this paper, the contribution of PV units in voltage control means owners of PV farms would lose some revenue due to applying the APC technique, which must be compensated by the grid owner.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based). May combine two claims.
InterpretationreasoningBy defining certain weight factors according to the operator's aims and priorities, the proposed multi-objective optimization can realize the power quality requirement and maximize the operator's profit simultaneously.
“It is worthy of mentioning that, concerning the operator's aims and priorities, certain weight factors can be defined to realize the power quality requirement and maximize the operator's profit simultaneously.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based).
PremisereasoningNetwork operators should pay a penalty cost to PV unit owners for their contribution to voltage regulation.
“Also, the network operators should pay a penalty cost to the PV units' owners for their contribution to the voltage regulation.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe basic active and reactive power of the loads is reported in the literature.
“The basic active and reactive power of the loads is reported in the literature (Yuvaraj et al., 2021).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Yuvaraj et al., 2021 source
Probably not a substantial claim: may not pass S4 (based).
PremisereasoningThe grid owner must pay PV unit owners for their contribution to reactive power control as an ancillary service.
“On the hand, the owner of the grid must pay PV unit owners for their contribution to reactive power control as an ancillary service.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Premisenone givenThe IEEE 33-bus system has a radial feature that enlarges the effect of high PV penetration.
“It has a radial feature to enlarge the effect of high PV penetration.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based). May combine two claims.
Premisenone givenEVs can mainly address dynamic voltage deviations quickly, while utility operators prefer to adopt a long-term voltage control strategy.
“However, EVs can mainly address dynamic voltage deviations quickly, while utility operators prefer to adopt a long-term voltage control strategy.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisereasoningReactive power injection or absorption by PV inverters increases the required VA of the inverters, leading to larger inverter size, advanced cooling systems, and increased investment costs.
“The reactive power injection/absorption by PV inverters will increase the required Volt-Ampere (VA) of the inverters.Therefore, the size of the inverters would be increased, advanced cooling systems would be required, and investment costs would be increased.”
Quote in the paperSubstantial claim
The paper relies on this without support.
In high PV-penetrated power systems, PV generators may cause reverse current in grid lines, which can lead to nodal overvoltage.
“In high PV-penetrated power systems, the PV generators may cause to flow reverse current in grids' lines, and then nodal overvoltage might appear.”
The authors state this as an assumption.
Customers allow the network operator to shift a certain percentage of their power consumption from peak times to off-peak times using DR programs.
“It is assumed that the customers allow the network operator to shift a certain percentage of their power consumption from peak times to off-peak times using DR programs.”
“It is assumed that customers allow the network operator to be able to shift certain percentages of their power consumption from peak times to non-peak times.”
The authors state this as an assumption.
The load change after applying the DR program is ΔP(t).
“It is assumed that the load change after applying the DR program is ΔP (t).”
The authors state this as an assumption.
A large-scale PV farm is connected to the proposed network.
“Since the MW sized and GW sized and grid-connected PV units have been developed around the world (Trindade et al., 2016), it is assumed that the large-scale PV farm is connected to the proposed network.”
The paper relies on this without support.
Customers contribute voluntarily, contract-based and mandatory-based in some emergency conditions in power consumption patterns, so there is little concern about unpredictability and uncontrollability from users' perspectives.
“In DR programs, customers contribute voluntarily, contract-based and mandatory-based in some emergency conditions in power consumption patterns.Therefore, there is little concern about unpredictability and uncontrollability from users' perspectives.”
The paper relies on this without support.
Loads' behavior can be predicted with high accuracy.
“Nowadays, loads' behavior can be predicted with high accuracy.”
The paper relies on this without support.
The IEEE 33-bus system is a medium voltage distribution network suitable for grid-connected large-scale PV farms.
“This system is a Medium Voltage (MV) distribution and a suitable network for grid-connected large-scale PV farms.”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Cited work includes photovoltaic DGs despite claim to the contrary
MinorThe paper says all the cited demand-response works omit DGs and PV units' contribution to voltage support, but its reference for Li et al. (2020) is explicitly about voltage control with photovoltaic DGs.
“All mentioned works have been implemented without considering Distributed Generators (DGs) and PV units' contribution to the voltage support.”
“Li, H., Azzouz, M. A., and Hamad, A. A. (2020). Cooperative Voltage Control in MV Distribution Networks with Electric Vehicle Charging Stations and Photovoltaic DGs.”
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“They are likely to exceed the allowable limits due to a lack of a proper control strategy [9].”
Self-citationWadood, A., Khan, B. M., Albalawi, H. A., et al. (2026) · Fractal and Fractional · doi:10.3390/fractalfract10020101 · Cited by 2 · see citing works
“PV systems convert incident solar radiation into electrical energy through semiconductor devices [43–45].”
Khan, Z. A., Rahimi, T., Cardenas-Barrera, J. L., et al. (2024) · IEEE International Conference on Smart Energy Grid Engineering (SEGE) · doi:10.1109/sege62220.2024.10739597 · Cited by 2 · see citing works
Self-citationPower Quality Issues: A Comprehensive Review of Harmonics, Inverter Dynamics, and Islanding
Adebiyi, A. A. (2025) · IEEE PES/IAS PowerAfrica Conference (PowerAfrica) · doi:10.1109/powerafrica65840.2025.11289162 · Cited by 1 · see citing works
Simulations of Control Algorithms in Intelligent Substations
Matanov, N., Nankinsky, P., & Stoev, P. (2024) · International Symposium on Electrical Apparatus and Technologies (SIELA) · doi:10.1109/siela61056.2024.10637899
“…PV system and grid connection: steady state production level (balanced production with equal voltage and power factor); high production level (upper voltage limit and respectively maximum reactive power); low production level (lower voltage limit and minimum reactive power) [8], [9], [10], [11].”
BackgroundAjoudani, M., Mosayyebi, S. R., & Yansari, R. T. (2026) · IET Generation Transmission & Distribution · doi:10.1049/gtd2.70413 · Cited by 1 · see citing works
Investigating BESS-based control of over-voltage in stand-alone PV systems
Martin, O. N., & Hamatwi, E. (2026) · E3S Web of Conferences · doi:10.1051/e3sconf/202672905005
- Authors
- Heidari Yazdi, S. S., Rahimi, T., Khadem Haghighian, S., Gharehpetian, G. B., & Bagheri, M.
- Affiliations
- Carleton University (CA)
- Amirkabir University of Technology (IR)
- Nazarbayev University (KZ)
- Corresponding author
- Bagheri, Mehdi
- Venue
- Frontiers in Energy Research
- Publisher
- Frontiers Media SA
- Published
- 2022-05-23
- Volume
- 10
- ISSN
- 2296-598X (ISSN-L)
- OpenAlex
- W4281295108
- Cited by
- 20
- References
- 26
- Citations by year
- 2026: 3 · 2025: 3 · 2024: 5 · 2023: 4 · 2022: 5
- FWCI
- 1.14
- Type
- journal article
- Language
- en
- Update notices
- erratum (2022-11-16)
- Open access
- gold
- doi.org
- Licence
- Locations
- Frontiers in Energy Research (publishedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Nazarbayev University Repository (Nazarbayev University) (submittedVersion, cc-by-nc-sa)
- Funders
- Nazarbayev University (021220CRP0322)
- Topics
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Smart Grid Energy Management
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Optimal Power Flow Distribution
- Physical Sciences › Engineering › Control and Systems Engineering › Microgrid Control and Optimization
- Keywords
- distribution networks, photovoltaic inverter, demand response, load shifting, demand-side management, active power curtailment, reactive power support, inverter coordination, high PV penetration, peak shaving, voltage regulation
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Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
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