On the Path to SunShot. Emerging Issues and Challenges in Integrating Solar with the Distribution System
Open accessAbstract
This report analyzes distribution-integration challenges, solutions, and research needs in the context of distributed generation from PV (DGPV) deployment to date and the much higher levels of deployment expected with achievement of the U.S. Department of Energy's SunShot targets. Recent analyses have improved estimates of the DGPV hosting capacities of distribution systems. This report uses these results to statistically estimate the minimum DGPV hosting capacity for the contiguous United States using traditional inverters of approximately 170 GW without distribution system modifications. This hosting capacity roughly doubles if advanced inverters are used to manage local voltage and additional minor, low-cost changes could further increase these levels substantially. Key to achieving these deployment levels at minimum cost is siting DGPV based on local hosting capacities, suggesting opportunities for regulatory, incentive, and interconnection innovation. Already, pre-computed hosting capacity is beginning to expedite DGPV interconnection requests and installations in select regions; however, realizing SunShot-scale deployment will require further improvements to DGPV interconnection processes, standards and codes, and compensation mechanisms so they embrace the contributions of DGPV to system-wide operations. SunShot-scale DGPV deployment will also require unprecedented coordination of the distribution and transmission systems. This includes harnessing DGPV's ability to relieve congestion and reduce system losses by generating closer to loads; minimizing system operating costs and reserve deployments through improved DGPV visibility; developing communication and control architectures that incorporate DGPV into system operations; providing frequency response, transient stability, and synthesized inertia with DGPV in the event of large-scale system disturbances; and potentially managing reactive power requirements due to large-scale deployment of advanced inverter functions. Finally, additional local and system-level value could be provided by integrating DGPV with energy storage and 'virtual storage,' which exploits improved management of electric vehicle charging, building energy systems, and other large loads. Together, continued innovation across this rich distribution landscape can enable the very-high deployment levels envisioned by SunShot.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
A study of 18 distribution feeders confirmed that inverter control is successful in maintaining distribution network voltage levels and can increase feeder hosting capacity.
“Reference [40] investigates the use of smart inverter functions for 18 distribution feeders.Not only does the study confirm that inverter control is successful in maintaining distribution network voltage levels, but it also discusses how these advanced settings also have the capability to increase the hosting capacity of feeder.”
From Voltage Regulation in Rooftop PV-Rich Distribution Networks: A Review and Detailed Case Study (2026) · cites this paper as [40]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
<i>Stan</i> : A Probabilistic Programming Language
Carpenter, B., Gelman, A., Hoffman, M. D., Lee, D., Goodrich, B., Betancourt, M., Brubaker, M., Guo, J., Li, P., & Riddell, A. (2017) · Journal of Statistical Software · doi:10.18637/jss.v076.i01 · Cited by 7,754 · see citing works
Monte Carlo-based assessment of PV impacts on real UK low voltage networks
Navarro, A., Ochoa, L. F., & Randles, D. (2013) · 2013 IEEE Power & Energy Society General Meeting · doi:10.1109/pesmg.2013.6672620 · Cited by 93 · see citing works
Flagged first, then by citations
Research works printed but not linked: 81
- Abbey, C., and G. Joos. 2009. "A Stochastic Optimization Approach to Rating of Energy Storage Systems in Wind-Diesel Isolated Grids." IEEE Transactions on Power Systems 24 (1): 418-26. doi:10.1109/TPWRS.2008.2004840. · DOI
- Akaike, Hirotugu. 1973. "Information Theory and an Extension of the Maximum Likelihood Principle." In Second International Symposium on Information Theory, 267-81. Akademinai Kiado. http://ci.nii.ac.jp/naid/10011153980/.
- Alam, M.J.E., K.M. Muttaqi, and D. Sutanto. 2012. "Distributed Energy Storage for Mitigation of Voltage-Rise Impact Caused by Rooftop Solar PV." In 2012 IEEE Power and Energy Society General Meeting, 1-8. doi:10.1109/PESGM.2012.6345726. · DOI · Paper page
- Alyami, S., Yang Wang, Caisheng Wang, Junhui Zhao, and Bo Zhao. 2014. "Adaptive Real Power Capping Method for Fair Overvoltage Regulation of Distribution Networks With High Penetration of PV Systems." IEEE Transactions on Smart Grid 5 (6): 2729-38. doi:10.1109/TSG.2014.2330345. · DOI
- Aramizu, J., and J.C.M. Vieira. 2013. "Analysis of PV Generation Impacts on Voltage Imbalance and on Voltage Regulation in Distribution Networks." In 2013 IEEE Power and Energy Society General Meeting (PES), 1-5. doi:10.1109/PESMG.2013.6672822. · DOI
- Baker, Kyri. 2014. "Coordination of Resources Across Areas for the Integration of Renewable Generation: Operation, Sizing, and Siting of Storage Devices." Dissertation, Carnegie Mellon University.
- Baker, Kyri, Gabriela Hug, and Xin Li. 2014. "Optimal Storage Sizing Using Two-Stage Stochastic Optimization for Intra-Hourly Dispatch." In North American Power Symposium (NAPS), 2014, 1-6. doi:10.1109/NAPS.2014.6965384. · DOI
- Ballanti, A., F. Pilo, A. Navarro-Espinosa, and L.F. Ochoa. 2013. "Assessing the Benefits of PV Var Absorption on the Hosting Capacity of LV Feeders." In Innovative Smart Grid Technologies Europe (ISGT EUROPE), 2013 4th IEEE/PES, 1-5. doi:10.1109/ISGTEurope.2013.6695423. · DOI
- Braun, Martin, Thomas Stetz, Roland Bründlinger, Christoph Mayr, Kazuhiko Ogimoto, Hiroyuki Hatta, Hiromu Kobayashi, et al. 2011. "Is the Distribution Grid Ready to Accept Large- Scale Photovoltaic Deployment? State of the Art, Progress, and Future Prospects." Progress in Photovoltaics: Research and Applications, November. doi:10.1002/pip.1204. · DOI
- Broderick, Robert, and Joseph Williams. 2013. "Clustering Methodology for Classifying Distribution Feeders." In 39th IEEE Photovoltaic Specialists Conference. Tampa Bay, FL. http://energy.sandia.gov/wp/wp-content/gallery/uploads/Broderick_SAND2013- 4775C_PVSC391.pdf.
- Brown, P.D., J.A. Peas Lopes, and M.A. Matos. 2008. "Optimization of Pumped Storage Capacity in an Isolated Power System With Large Renewable Penetration." IEEE Transactions on Power Systems 23 (2): 523-31. doi:10.1109/TPWRS.2008.919419. · DOI
- Canales, Molly. 2015. "SolarCity Introduces Affordable New Energy Storage Services Across the U.S." SolarCity, April 30. http://www.solarcity.com/newsroom/press/solarcity-introduces- affordable-new-energy-storage-services-across-us.
- Chakraborty, S., A. Hoke, and B. Lundstrom. 2015. "Evaluation of Multiple Inverter Volt-VAR Control Interactions with Realistic Grid Impedances." In 2015 IEEE Power Energy Society General Meeting, 1-5. doi:10.1109/PESGM.2015.7285795. · DOI
- Chakraborty, S., T. Senjyu, H. Toyama, A.Y. Saber, and T. Funabashi. 2009. "Determination Methodology for Optimising the Energy Storage Size for Power System." IET Generation, Transmission Distribution 3 (11): 987-99. doi:10.1049/iet-gtd.2008.0300. · DOI
- Chaudhary, S.K., E. Demirok, and R. Teodorescu. 2012. "Distribution System Augmented by DC Links for Increasing the Hosting Capacity of PV Generation." In 2012 IEEE International Conference on Power Electronics, Drives and Energy Systems (PEDES), 1-5. doi:10.1109/PEDES.2012.6484382. · DOI
- Cipcigan, L.M., and P.C. Taylor. 2007. "Investigation of the Reverse Power Flow Requirements of High Penetrations of Small-Scale Embedded Generation." IET Renewable Power Generation 1 (3): 160-66. doi:10.1049/iet-rpg:20070011. · DOI
- Coddington, Michael, Benjamin Kroposki, Thomas Basso, Damian Berger, Kristin Crowell, and John Hayes. 2011. "Performance of a Dynamically Controlled Inverter in a Photovoltaic System Interconnected with a Secondary Network Distribution System." In 2011 37th IEEE Photovoltaic Specialists Conference (PVSC), 001785-89. doi:10.1109/PVSC.2011.6186300. · DOI
- Cohen, Michael A., and Duncan S. Callaway. 2015. "Physical Effects of Distributed PV Generation on California's Distribution System." arXiv:1506.06643 [physics], June. http://arxiv.org/abs/1506.06643. · arXiv
- DallAnese, E., S.V. Dhople, B.B. Johnson, and G.B. Giannakis. 2014. "Decentralized Optimal Dispatch of Photovoltaic Inverters in Residential Distribution Systems." IEEE Transactions on Energy Conversion 29 (4): 957-67. doi:10.1109/TEC.2014.2357997. · DOI
- Darghouth, Naim, and Ryan Wiser. 2011. "Tracking the Sun IV: An Historical Summary of the Installed Cost of Photovoltaics in the United States from 1998 to 2010." LBNL-5047E. Ernest Orlando Lawrence Berkeley National Laboratory, Berkeley, CA (US). doi:10.2172/1050985. · DOI
- Das, R., V. Madani, F. Aminifar, J. McDonald, S.S. Venkata, D. Novosel, A. Bose, and M. Shahidehpour. 2015. "Distribution Automation Strategies: Evolution of Technologies and the Business Case." IEEE Transactions on Smart Grid 6 (4): 2166-75. doi:10.1109/TSG.2014.2368393. · DOI
- Debruyne, Colin, Jan Desmet, Johan Vanalme, Bart Verhelst, Greet Vanalme, and Lieven Vandevelde. 2010. "Maximum Power Injection Acceptance in a Residential Area." In Proceedings of the International Conference on Renewable Energies and Power Quality.
- Dubal, D. P., O. Ayyad, V. Ruiz, and P. Gómez-Romero. 2015. "Hybrid Energy Storage: The Merging of Battery and Supercapacitor Chemistries." Chemical Society Reviews 44 (7): 1777- 90. doi:10.1039/C4CS00266K. · DOI
- Dubey, A., S. Santoso, and A. Maitra. 2015. "Understanding Photovoltaic Hosting Capacity of Distribution Circuits." In 2015 IEEE Power Energy Society General Meeting, 1-5. doi:10.1109/PESGM.2015.7286510. · DOI
- Ellis, Abraham, Carl Lenox, Jimmy Quiroz, and Benjamin Schenkman. 2012. "Initial Operating Experience of the 12MW La Ola Photovoltaic System." In Proceedings of the 2012 38th IEEE Photovoltaic Specialists Conference (PVSC). Austin, TX. doi:10.2172/1031297. · DOI
- Gelman, A, J.B. Carlin, H.S. Stern, and D.B. Rubin. 2014. Bayesian Data Analysis. Vol. 2. London: Chapman & Hall/CRC.
- Hambrick, J., and D. Narang. 2012. "High-Penetration PV Deployment in the Arizona Public Service System, Phase 1 Update." In Proceedings of the 2012 38th IEEE Photovoltaic Specialists Conference (PVSC), 000001-000004.
- Austin, TX. doi:10.1109/PVSC.2012.6317555. · DOI
- Hashemi, S., J. Ostergaard, and G. Yang. 2013. "Effect of Reactive Power Management of PV Inverters on Need for Energy Storage." In Photovoltaic Specialists Conference (PVSC), 2013 IEEE 39th, 2304-8. Tampa Bay, FL. doi:10.1109/PVSC.2013.6744938. · DOI
- Hoke, A., R. Butler, J. Hambrick, and B. Kroposki. 2013. "Steady-State Analysis of Maximum Photovoltaic Penetration Levels on Typical Distribution Feeders." IEEE Transactions on Sustainable Energy 4 (2): 350-57. doi:10.1109/TSTE.2012.2225115. IEEE 1547. 2003. "IEEE Standard for Interconnecting Distributed Resources with Electric Power Systems." IEEE Std 1547-2003, July, 1-28. doi:10.1109/IEEESTD.2003.94285. · DOI
- IEEE 1547a. 2014. "IEEE Standard for Interconnecting Distributed Resources with Electric Power Systems -Amendment 1." IEEE Std 1547a-2014 (Amendment to IEEE Std 1547-2003), May, 1-16. doi:10.1109/IEEESTD.2014.6818982. · DOI
- Jauch, E.T. 2005. "Maximizing Automatic Reverse Power Operations with LTC Transformers and Regulators." In 2005 IEEE Power Engineering Society Inaugural Conference and Exposition in Africa, 449-54. doi:10.1109/PESAFR.2005.1611863. · DOI
- Kimbis, T., and S. Kann. 2015. "U.S. Solar Market Insight Report: 2014 Year in Review Executive Summary." http://www.seia.org/sites/default/files/HOlFT6ym3i.pdf.
- Kimbis, T, and Shayle Kann. 2013. "U .S. Solar Market Insight Report: 2012 Year in Review Executive Summary." http://www.seia.org/sites/default/files/resources/ZDgLD2dxPGYIR-2012- ES.pdf.
- Kolenc, Marko, Igor Papič, and Boštjan Blažič. 2015. "Assessment of Maximum Distributed Generation Penetration Levels in Low Voltage Networks Using a Probabilistic Approach." International Journal of Electrical Power & Energy Systems 64 (January): 505-15. doi:10.1016/j.ijepes.2014.07.063. · DOI
- Kuravi, Sarada, Jamie Trahan, D. Yogi Goswami, Muhammad M. Rahman, and Elias K. Stefanakos. 2013. "Thermal Energy Storage Technologies and Systems for Concentrating Solar Power Plants." Progress in Energy and Combustion Science 39 (4): 285-319. doi:10.1016/j.pecs.2013.02.001. · DOI
- Lave, Matthew, Matthew Reno, and Robert Broderick. 2015. "Characterizing Local High- Frequency Solar Variability and Its Impact to Distribution Studies." Solar Energy 118 (August): 327-37. doi:10.1016/j.solener.2015.05.028. · DOI
- Lin, Kaixiang, Qing Chen, Michael R. Gerhardt, Liuchuan Tong, Sang Bok Kim, Louise Eisenach, Alvaro W. Valle, et al. 2015. "Alkaline Quinone Flow Battery." Science 349 (6255): 1529-32. doi:10.1126/science.aab3033. · DOI
- Liu, Y., J. Bebic, B. Kroposki, J. de Bedout, and W. Ren. 2008. "Distribution System Voltage Performance Analysis for High-Penetration PV." In IEEE Energy 2030 Conference, 2008. ENERGY 2008, 1-8. doi:10.1109/ENERGY.2008.4781069. · DOI
- Lund, Henrik, and Willett Kempton. 2008. "Integration of Renewable Energy into the Transport and Electricity Sectors through V2G." Energy Policy 36 (9): 3578-87. doi:10.1016/j.enpol.2008.06.007. · DOI
- Madani, V., R. Das, F. Aminifar, J. McDonald, S.S. Venkata, D. Novosel, A. Bose, and M. Shahidehpour. 2015. "Distribution Automation Strategies Challenges and Opportunities in a Changing Landscape." IEEE Transactions on Smart Grid 6 (4): 2157-65. doi:10.1109/TSG.2014.2368382. · DOI
- Mather, B., and A. Gebeheyu. 2015. "Field Demonstration of Using Advanced PV Inverter Functionality to Mitigate the Impacts of High-Penetration PV Grid Integration on the Distribution System." In Proceedings of the 42nd Photovoltaic Specialist Conference (PVSC). New Orleans, LA.
- Mather, B., and R. Neal. 2012. "Integrating High Penetrations of PV into Southern California: Year 2 Project Update." In 2012 38th IEEE Photovoltaic Specialists Conference (PVSC), 000737-41. Austin, TX. doi:10.1109/PVSC.2012.6317711. · DOI
- Menniti, D., M. Merlo, N. Scordino, and F. Zanellini. 2012. "Distribution Network Analysis: A Comparison between Hosting and Loading Capacities." In 2012 International Symposium on Power Electronics, Electrical Drives, Automation and Motion (SPEEDAM), 926-33. doi:10.1109/SPEEDAM.2012.6264635. · DOI
- Mills, A., M. Ahlstrom, M. Brower, A. Ellis, R. George, T. Hoff, B. Kroposki, et al. 2011. "Dark Shadows: Understanding Variability and Uncertainty of Photovoltaics for Integration with the Electric Power System." IEEE Power and Energy Magazine 9 (3): 33-41. doi:10.1109/MPE.2011.940575. · DOI
- Narang, David, Raja Ayyanar, Paul Gemin, Murali Baggu, and Devarajan Srinivasan. 2015. "Final Technical Report. Results of Phases 2-5." DOE_APS_EE04679--1. Arizona Public Service Company (APS), Phoenix, AZ (United States). http://www.osti.gov/scitech/biblio/1171386-final-technical-report-results-phases.
- Navarro-Espinosa, A., and L.F. Ochoa. 2015a. "Probabilistic Impact Assessment of Low Carbon Technologies in LV Distribution Systems." IEEE Transactions on Power Systems PP (99): 1-12. doi:10.1109/TPWRS.2015.2448663. · DOI
- ---. 2015b. "Increasing the PV Hosting Capacity of LV Networks: OLTC-Fitted Transformers vs. Reinforcements." In Innovative Smart Grid Technologies Conference (ISGT), 2015 IEEE Power Energy Society, 1-5. doi:10.1109/ISGT.2015.7131856. · DOI
- Nguyen, Dung, and Jan Kleissl. 2015. "Research on Impacts of Distributed versus Centralized Solar Resource on Distribution Network Using Power System Simulation and Solar Now- Casting with Sky Imager." In Photovoltaic Specialist Conference (PVSC), 2015 IEEE 42nd, 1-3. doi:10.1109/PVSC.2015.7356208. · DOI
- Paradis, D., F. Katiraei, and B. Mather. 2013. "Comparative Analysis of Time-Series Studies and Transient Simulations for Impact Assessment of PV Integration on Reduced IEEE 8500 Node Feeder." In 2013 IEEE Power and Energy Society General Meeting (PES), 1-5. doi:10.1109/PESMG.2013.6672951. · DOI
- Quiroz, J.E., M.J. Reno, and R.J. Broderick. 2013. "Time Series Simulation of Voltage Regulation Device Control Modes." In Photovoltaic Specialists Conference (PVSC), 2013 IEEE 39th, 1700-1705. doi:10.1109/PVSC.2013.6744472. · DOI
- Ravindra, H., M.O. Faruque, P. McLaren, K. Schoder, M. Steurer, and R. Meeker. 2012. "Impact of PV on Distribution Protection System." In North American Power Symposium (NAPS), 2012, 1-6. doi:10.1109/NAPS.2012.6336409. · DOI
- Rawson, Mark, and Eddie Paul Sanchez. 2013. "Sacramento Municipal Utility District Pv and Smart Grid Pilot at Anatolia." DOE-SMUD-11111-1. Sacramento Municipal Utility District. http://www.osti.gov/scitech/biblio/1162051.
- Reno, Matthew, and Robert Broderick. 2015. "Technical Evaluation of the 15% of Peak Load PV Interconnection Screen." In Proceedings of the 42nd Photovoltaic Specialists Conference (PVSC). New Orleans, LA. doi:10.1109/PVSC.2015.7356168. · DOI
- ---. 2016. "Statistical Analysis of Feeder and Locational PV Hosting Capacity for 216 Feeders." In IEEE PES General Meeting. Boston, MA.
- Reno, Matthew, Robert Broderick, and Santiago Grijalva. 2013. "Smart Inverter Capabilities for Mitigating over-Voltage on Distribution Systems with High Penetrations of PV." In Photovoltaic Specialists Conference (PVSC), 2013 IEEE 39th, 3153-58. doi:10.1109/PVSC.2013.6745125. · DOI
- Reno, Matthew, Kyle Coogan, Santiago Grijalva, and Robert Joseph Broderick. 2014. "Locational Dependence of PV Hosting Capacity Correlated with Feeder Load." In IEEE PES Transmission & Distribution Conference & Exposition. Chicago, IL. http://www.osti.gov/scitech/biblio/1142288.
- Ropp, M.E., M. Begovic, A. Rohatgi, Gregory A. Kern, Sr. R.H. Bonn, and S. Gonzalez. 2000. "Determining the Relative Effectiveness of Islanding Detection Methods Using Phase Criteria and Nondetection Zones." IEEE Transactions on Energy Conversion 15 (3): 290-96. doi:10.1109/60.875495. · DOI
- Rylander, Matthew. 2015. "Best Practices for Distribution Systems with High PV Penetration." presented at the Presented at UVIG Fall Technical Conference, San Diego CA, October.
- Rylander, Matthew, and Jeff Smith. 2012. "Comprehensive Approach for Determining Distribution Network Hosting Capacity for Solar PV." In Proceeding of the 2nd International Workshop on Integration of Solar Power Into Power Systems. Lisbon, Portugal.
- Rylander, Matthew, Jeff Smith, Dexter Lewis, and Steve Steffel. 2013. "Voltage Impacts from Distributed Photovoltaics on Two Distribution Feeders." In 2013 IEEE Power and Energy Society General Meeting (PES), 1-5. doi:10.1109/PESMG.2013.6672320. · DOI
- Rylander, Matthew, Jeff Smith, and Wes Sunderman. 2015. "Streamlined Method for Determining Distribution System Hosting Capacity." In 2015 IEEE Rural Electric Power Conference (REPC), 3-9. doi:10.1109/REPC.2015. · DOI
- Samadi, A., R. Eriksson, L. Söder, B.G. Rawn, and J.C. Boemer. 2014. "Coordinated Active Power-Dependent Voltage Regulation in Distribution Grids With PV Systems." IEEE Transactions on Power Delivery 29 (3): 1454-64. doi:10.1109/TPWRD.2014.2298614. · DOI
- Schelly, Chelsea. 2014. "Residential Solar Electricity Adoption: What Motivates, and What Matters? A Case Study of Early Adopters." Energy Research & Social Science 2 (June): 183-91. doi:10.1016/j.erss.2014.01.001. · DOI
- Sena, S.S., J.E. Quiroz, and R.J. Broderick. 2014. "Analysis of 100 Utility SGIP PV Interconnection Studies." In Photovoltaic Specialist Conference (PVSC), 2014 IEEE 40th, 1005- 10. doi:10.1109/PVSC.2014.6925084. · DOI
- Seuss, John, Matthew Reno, Robert Broderick, and Santiago Grijalva. 2015. "Improving Distribution Network PV Hosting Capacity via Smart Inverter Reactive Power Support." In Proceedings of the IEEE Power and Energy Society General Meeting. Denver, CO.
- Shayani, R.A., and M.A.G. de Oliveira. 2011. "Photovoltaic Generation Penetration Limits in Radial Distribution Systems." IEEE Transactions on Power Systems 26 (3): 1625-31. doi:10.1109/TPWRS.2010.2077656. · DOI
- Smith, Jeff, Roger Dugan, Matthew Rylander, and Tom Key. 2012. "Advanced Distribution Planning Tools for High Penetration PV Deployment." In 2012 IEEE Power and Energy Society General Meeting, 1-7. doi:10.1109/PESGM.2012.6345628. · DOI
- Smith, Jeff, Wes Sunderman, Roger Dugan, and Brenda Seal. 2011. "Smart Inverter Volt/var Control Functions for High Penetration of PV on Distribution Systems." In Proceedings of the IEEE/PES Power Systems Conference and Exposition (PSCE). Phoenix, AZ.
- Srivastava, A.K., A.A. Kumar, and N.N. Schulz. 2012. "Impact of Distributed Generations with Energy Storage Devices on the Electric Grid." IEEE Systems Journal 6 (1): 110-17. doi:10.1109/JSYST.2011.2163013. · DOI
- PV- DG Subgroup Summary of Proposal for Proactive Review Approach.
- Stetz, T., J. von Appen, F. Niedermeyer, G. Scheibner, R. Sikora, and M. Braun. 2015. "Twilight of the Grids: The Impact of Distributed Solar on Germany?s Energy Transition." IEEE Power and Energy Magazine 13 (2): 50-61. doi:10.1109/MPE.2014.2379971. · DOI
- Sullivan, Patrick, Wesley Cole, Nate Blair, Eric Lantz, Venkat Krishnan, Trieu Mai, David Mulcahy, and Gian Porro. 2015. "2015 Standard Scenarios Annual Report: U.S. Electric Sector Scenario Exploration." NREL/TP-6A20-64072. Golden, CO: National Renewable Energy Laboratory. http://www.osti.gov/servlets/purl/1215209/.
- Turitsyn, Konstantin, Petr Šulc, Scott Backhaus, and Michael Chertkov. 2011. "Options for Control of Reactive Power by Distributed Photovoltaic Generators." Proceedings of the IEEE 99 (6): 1063-73. doi:10.1109/JPROC.2011.2116750. · DOI
- von Appen, J., M. Braun, T. Stetz, K. Diwold, and D. Geibel. 2013. "Time in the Sun: The Challenge of High PV Penetration in the German Electric Grid." IEEE Power and Energy Magazine 11 (2): 55-64. doi:10.1109/MPE.2012.2234407. · DOI
- von Appen, J., T. Stetz, M. Braun, and A. Schmiegel. 2014a. "Local Voltage Control Strategies for PV Storage Systems in Distribution Grids." IEEE Transactions on Smart Grid 5 (2): 1002-9. doi:10.1109/TSG.2013.2291116. · DOI
- ---. 2014b. "Local Voltage Control Strategies for PV Storage Systems in Distribution Grids." IEEE Transactions on Smart Grid 5 (2): 1002-9. doi:10.1109/TSG.2013.2291116. · DOI
- Wang, Yanzhi, Xue Lin, and M. Pedram. 2014. "Adaptive Control for Energy Storage Systems in Households With Photovoltaic Modules." IEEE Transactions on Smart Grid 5 (2): 992-1001. doi:10.1109/TSG.2013.2292518. · DOI
- Wang, Zhaoyu, Hao Chen, Jianhui Wang, and M. Begovic. 2014. "Inverter-Less Hybrid Voltage/Var Control for Distribution Circuits With Photovoltaic Generators." IEEE Transactions on Smart Grid 5 (6): 2718-28. doi:10.1109/TSG.2014.2324569. · DOI
- Yazdanpanahi, H., Yun Wei Li, and Wilsun Xu. 2012. "A New Control Strategy to Mitigate the Impact of Inverter-Based DGs on Protection System." IEEE Transactions on Smart Grid 3 (3): 1427-36. doi:10.1109/TSG.2012.2184309. · DOI
- Zinaman, Owen, and Naïm Darghouth. 2015. "A Valuation-Based Framework for Considering Distributed Generation Photovoltaic Tariff Design." In Proceedings of India Smart Grid Week. Bangalore, India.
Cited by
Sorted by citations
Future challenges and mitigation methods for high photovoltaic penetration: A survey
Olowu, T. O., Sundararajan, A., Moghaddami, M., & Sarwat, A. I. (2018) · Energies · doi:10.3390/en11071782 · Cited by 167 · see citing works
Voltage Regulation in Rooftop PV-Rich Distribution Networks: A Review and Detailed Case Study
Rahman, O., Elphick, S., & Robinson, D. A. (2026) · Electronics · doi:10.3390/electronics15051074 · Cited by 3 · see citing works
- Authors
- National Renewable Energy Lab. (NREL), G., Palmintier, B., USDOE Office of Energy Efficiency and Renewable Energy (EERE), S. E. T. O. (.-4., Broderick, R., Mather, B., Coddington, M., Baker, K., Ding, F., Reno, M., Lave, M., & Bharatkumar, A.
- Affiliations
- National Laboratory of the Rockies (US)
- National Renewable Energy Lab. (NREL), Golden, CO (United States)
- Sandia National Laboratories (US)
- Massachusetts Institute of Technology (US)
- Published
- 2016-05-01
- OpenAlex
- W2476785178
- Cited by
- 108
- References
- 2
- Citations by year
- 2026: 2 · 2025: 3 · 2024: 2 · 2023: 11 · 2022: 12 · 2021: 14 · 2020: 13 · 2019: 14 · 2018: 17 · 2017: 12 · 2016: 7
- Type
- report
- Language
- en
- Open access
- green
- www.osti.gov
- Locations
- OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information) (submittedVersion)
- Funders
- USDOE Office of Energy Efficiency and Renewable Energy (EERE), Solar Energy Technologies Office (EE-4S)
- DOE (AC36-08GO28308)
- Topics
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Optimal Power Flow Distribution
- Physical Sciences › Energy › Energy Engineering and Power Technology › Power Systems and Renewable Energy
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Smart Grid Energy Management
- Keywords
- distributed photovoltaic generation, local voltage control, photovoltaic grid integration, frequency response, transient stability, virtual inertia, reactive power, energy storage, virtual storage, electric vehicle charging
About these checks
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.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review