Benchmarking the Performance of Solar Installers and Rooftop Photovoltaic Installations in California

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Rooftop photovoltaic (PV) systems are rapidly proliferating around the world. Whether the PV systems have been efficiently installed is an issue of utmost importance for both solar installers and policymakers. However, the impact of solar installers on PV performance is not well understood. In this paper, we investigate the performance of rooftop PV installations and the solar installers using a dataset of 1035 projects developed by 213 installers in California. Based on data envelopment analysis (DEA), our study takes the PV system capacity, electricity generation, cost, modules, solar irradiance, and ambient temperature into account simultaneously to construct a unified measure for the efficiency of PV installations. We analyze the relationship between installer characteristics and PV system performance. We find PV installations with the installer also being the module manufacturer, exhibit significantly better performance than other installations. PV installations by subsidiaries of oil firms have inferior performance. PV installations by large installers on average do not perform better than the installations by small installers. Geographic diversification of an installer’s operations is significantly and inversely related to the performance of installations. We demonstrate the aforementioned findings have significant implications for policymakers and the solar installation industry.

Highlights

  • Solar energy from rooftop photovoltaic (PV) systems has seen a rapid growth in United States (US), thanks to decreasing installation costs, improved module efficiencies, innovative business models, and favorable policy support [1,2,3]

  • The solar installers, a pivotal driving force behind the proliferation of rooftop PV systems [7], have received relatively little attention. Have they done a proper job in installing the rooftop systems? Which installers have the best practice in installation? What are the opportunities to improve the performance of PV installers? These issues are of particular importance for the solar installation industry and policymakers to better pave the road ahead for solar energy [4]

  • We benchmark the performance of PV installations and analyze the link between installation performance and installer characteristics

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Summary

IntroductionExpand/Collapse icon

Solar energy from rooftop photovoltaic (PV) systems has seen a rapid growth in United States (US), thanks to decreasing installation costs, improved module efficiencies, innovative business models, and favorable policy support [1,2,3]. The solar installers, a pivotal driving force behind the proliferation of rooftop PV systems [7], have received relatively little attention. Have they done a proper job in installing the rooftop systems? These issues are of particular importance for the solar installation industry and policymakers to better pave the road ahead for solar energy [4]. We benchmark the performance of PV installations and analyze the link between installation performance and installer characteristics

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A Multi-Objective Optimization Technique for Volt-Var Control with High PV Penetration using Genetic Algorithm
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Voltage fluctuation issue is one of the primary challenges occurring with increasing PV penetration. Traditionally, voltage optimization was done with the use of Load Tap-Changing (LTC) transformers and capacitors. IEEE 1547a as amended in 2014 now allows the use of smart inverters on the distribution network by utility companies. This paper presents a co-optimization technique using Genetic Algorithm (GA) that uses an individual optimization algorithm of LTCs, shunt capacitors and smart inverters to determine the optimal settings for the devices. The PV smart inverters were set in the power factor control mode. The proposed technique was implemented on the IEEE 34 bus distribution feeder. The simulation results showed a reduction in the overall system power losses, minimized reactive power injection, optimal smart inverter power factor settings and ideal conservative voltage reduction.

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Benchmarking Wind Farm Projects by Means of Series Two-Stage DEA
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  • Clean Technologies
  • Ioannis E Tsolas

This paper presents a data envelopment analysis (DEA) approach to benchmark a group of wind farm (WF) projects in Greece by employing a series two-stage structure. In the first stage, the investment performance of projects is evaluated using contract data and site wind conditions, though in the second stage the WF operational efficiency is evaluated using data on production inputs and output. Inefficiency occurs in both the construction and operating stages, but the construction process appears to be more inefficient relative to the operating phase. Moreover, WF size is related to operating efficiency and sensitivity analysis results identify wind speed and WF installation capacity as the factors that affect the investment performance and operational efficiency, respectively. The proposed approach is an addition to the existing literature and it can be used by managers and facility operators.

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Performance Evaluation of a 140 kW Rooftop Grid-Connected Solar PV System in West Virginia
  • Sep 30, 2025
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This paper presents a performance evaluation of a 140 kW solar array installed on the rooftop of the Mountain Line Transit Authority (MLTA) building in Morgantown, West Virginia (WV), USA, covering the period from 2013 to 2024. The grid-connected photovoltaic (PV) system consists of 572 polycrystalline PV modules, each rated at 245 watts. The study examines key performance parameters, including annual electricity production, average daily and annual capacity utilization hours (CUH), current array efficiency, and performance degradation. Monthly ambient temperature and global tilted irradiance (GTI) data were obtained from the NASA POWER website. During the assessment, observations were made regarding the tilt angles of the panels and corrosion of metal parts. From 2013 to 2024, the total electricity production was 1588 MWh, with an average annual output of 132 MWh. Over this 12-year period, the CO2 emissions reduction attributed to the solar array is estimated at 1,413,497 kg, or approximately 117,791 kg/year, compared to emissions from coal-fired power plants in WV. The average daily CUH was found to be 2.93 h, while the current PV array efficiency in April 2024 was 10.70%, with a maximum efficiency of 14.30% observed at 2:00 PM. Additionally, an analysis of annual average performance degradation indicated a 2.28% decline from 2013 to 2016, followed by a much lower degradation of 0.17% from 2017 to 2023, as electricity production data were unavailable for most summer months of 2024.

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The Motivation for Incorporation of Microgrid Technology in Rooftop Solar Photovoltaic Deployment to Enhance Energy Economics
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  • Mageswaran Rengasamy + 3 more

Deployment of rooftop solar Photovoltaic technology in domestic premises plays a significant role in accomplishing renewable energy transformation. The majority of domestic consumers still do not have a positive perception about adopting rooftop solar PV technology, due to its high capital cost and prolonged payback period. In this aspect, the proposed work identifies the factors causing energy deprivation in the present distribution and utilization system. To explicitly express the importance of the present work, an extensive case study based on an Indian scenario has been carried out to investigate where the losses occur in the existing distribution system and how the solar power and its storage system have been ineffectively utilized. The deep investigation has thrown light on several issues that lead to the performance deterioration of PV technology. Finally, in this work, a scheme to incorporate hybrid microgrid technology in the domestic distribution network has been proposed to effectively manage the distribution system and to efficiently utilize solar power and its storage systems. The real-time electricity tariff data have been taken for cost comparison and payback period calculations to prove the effectiveness of the proposed method. Crucial comparisons have been presented based on energy saving and carbon dioxide CO2 emission reduction strategies.

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PVSystem Delivery Process
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<scp>PV</scp>System Delivery Process

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The competitiveness factors of photovoltaic installers companies and a BSC model
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The competitiveness factors of photovoltaic installers companies and a BSC model

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Performance evaluation of solar mini-grids in Bangladesh: A two-stage Data Envelopment Analysis
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Performance evaluation of solar mini-grids in Bangladesh: A two-stage Data Envelopment Analysis

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Performance Evaluation of Micro- and Minidistributed Photovoltaic Systems Using Data Envelopment Analysis
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  • IEEE Journal of Photovoltaics
  • Alvaro De Araujo Cavalcanti + 3 more

Distributed microgeneration and minigeneration offer a solution for the supply of electricity without the need for large investments. This paper uses the data envelopment analysis (DEA) technique to verify the performance of photovoltaic systems managed by the population. During the analysis, data were collected on 123 micro- and minigeneration units distributed over an area of 98 500 km² in the northeast region of Brazil. Using the analysis undertaken in this paper, high dispersions of the performance among photovoltaic systems were verified in Pernambuco because the efficiency levels of approximately 90% of the facilities evaluated can be improved. The analysis sought to understand the factors that have an impact on the good performance of the generating units, in addition to which it identified the generation units that are efficient and that will serve as references for the inefficient units. It is important to emphasize that, although DEA does not directly identify the causes of inefficiency of a unit, it indicates the reference units to be mirrored by the unit, in order to identify the practices to be applied to improve its efficiency level. The systematic method presented in this paper can be replicated and expanded by using a monitoring system in order to guarantee the best way to take advantage of photovoltaic generation in distributed systems, thereby enabling the energy generated to be increased by up to 30%, as shown in this paper.

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Research on power load flow calculation for photovoltaic-ship power system based on PSAT
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  • Energies
  • Ngoc Thien Le + 4 more

The rooftop photovoltaic (PV) system that uses a power optimization device at the module level (MLPE) has been theoretically proven to have an advantage over other types in case of reducing the effect of partial shading. Unfortunately, there is still a lack of studies about the energy production of such a system in real working conditions with the impact of partial shading conditions (PSC). In this study, we evaluated the electrical energy production of the PV systems which use two typical configurations of power optimization at the PV panel level, a DC optimizer and a microinverter, using their real datasets working under PSC. Firstly, we compared the energy utilization ratio of the monthly energy production of these systems to the reference ones generated from PVWatt software to evaluate the effect of PSC on energy production. Secondly, we conducted a linear decline model to estimate the annual degradation rate of PV systems during a 6-year period to evaluate the effect of PSC on the PV’s degradation rate. In order to perform these evaluations, we utilized a mixed-effects model, a practical approach for studying time series data. The findings showed that the energy utilization ratio of PVs with MLPE was reduced by about 14.7% (95% confidence interval: −27.3% to −2.0%) under PSC, compared to that under nonshading conditions (NSC). Another finding was that the PSC did not significantly impact the PV’s annual energy degradation rate, which was about −50 (Wh/kW) per year. Our finding could therefore be used by homeowners to help make their decision, as a recommendation to select the gained energy production under PSC or the cost of a rooftop PV system using MLPE for their investment. Our finding also suggested that in the area where partial shading rarely happened, the rooftop PV system using a string or centralized inverter configuration was a more appropriate option than MLPE. Finally, our study provides an understanding about the ability of MLPE to reduce the effect of PSC in real working conditions.

  • Dissertation
  • 10.3990/1.9789036538657
Modeling and simulation of photovoltaic systems in Indonesia
  • Feb 7, 2019
  • Anton Johannes Veldhuis

With over 8,000 inhabited islands, the distribution of fuels and electricity is extremely challenging in Indonesia. Photovoltaic (PV) energy systems could offer new opportunities and could become increasingly important for the future electricity mix of Indonesia. To stimulate this transition, it is necessary that existing barriers to a successful implementation of PV systems are indicated in order to be tackled. This thesis adds to this goal by enhancing the technical knowledge about PV systems in Indonesia. This has been achieved by modelling and simulation of PV systems. The main research question in this thesis is: What can be learned from experiences with and modelling of PV systems for the stimulation of PV in the future electricity mix in Indonesia? Since the successful implementation of PV systems depends on several factors, PV systems have been evaluated at three different levels: the national, system and product level. At the national level, the potential and costs of PV systems are modelled and assessed. For this purpose, a distinction has been made for grid-connected and off-grid PV systems. For both PV system configurations the potential nominal installed capacity and levelized cost of electricity (LCOE) of PV systems has been determined for each of the provinces of Indonesia. To assess the cost-effectiveness the LCOE has been compared with the generation cost of electricity. At the system level, a pilot grid-tied PV system - which has been installed in Jayapura in the province of Papua during this project - has been analysed. Jayapura regularly suffers from power outages due to aged diesel generators and a weak electricity grid. The performance of the grid-tied PV system in such a weak electricity grid has been evaluated. Subsequently, at the product level, monitoring data from this PV system are used to simulate the power output of the PV system, evaluating the appropriateness of existing models for the determination of the power output under tropical weather conditions. Finally, to increase the accuracy of short-term PV power output simulations, a new PV module temperature model has been proposed.

  • Research Article
  • Cite Count Icon 24
  • 10.1063/1.5080551
Optimization and techno-economic assessment of rooftop photovoltaic system
  • May 1, 2019
  • Journal of Renewable and Sustainable Energy
  • Ahmed Bilal Awan

The objective of this paper is to analyze the performance of the rooftop photovoltaic (PV) system, taking into account its shading impact on the rooftop surface and the eventual cooling load of the building. This paper tests three approaches of the rooftop PV system: zero tilt angle flat PV configuration; PV configuration with a monthly adjusted tilt angle; and PV configuration with a dual-axis sun tracking system. Each of the PV configurations is optimized to do the following: minimize the self-shading among the adjacent arrays; maximize the rooftop surface shading to curtail the cooling load; maximize the net energy yield; and minimize the net levelized cost of energy (LCOE) of the PV system. The existing building model is developed in SketchUp Pro. The model is simulated in an EnergyPlus environment to calculate the building's cooling energy consumption with different shading scenarios in various PV configurations. Various rooftop PV configurations are designed and simulated in a System Advisor Model (SAM) to analyze the effect of self-shading of the adjacent PV arrays on the PV performance. The optimal distance between the arrays (for maximum net energy yield and minimum net LCOE) is found to be 1.5 m. The net LCOE of the optimal scenario is 5.247 ¢/kW h and 4.112 ¢/kW h for monthly tilt and dual-axis tracking arrangements, respectively. The economic surplus of the optimized system is 0.422 ¢/kW h and 0.258 ¢/kW h for the monthly tilt and dual-axis tracking arrangements, respectively, as compared to the ground-mounted system.

  • PDF Download Icon
  • Research Article
  • Cite Count Icon 9
  • 10.3390/en12163158
Evaluation of Contribution of PV Array and Inverter Configurations to Rooftop PV System Energy Yield Using Machine Learning Techniques
  • Aug 16, 2019
  • Energies
  • Ngoc Thien Le + 1 more

Rooftop photovoltaics (PV) systems are attracting residential customers due to their renewable energy contribution to houses and to green cities. However, customers also need a comprehensive understanding of system design configuration and the related energy return from the system in order to support their PV investment. In this study, the rooftop PV systems from many high-volume installed PV systems countries and regions were collected to evaluate the lifetime energy yield of these systems based on machine learning techniques. Then, we obtained an association between the lifetime energy yield and technical configuration details of PV such as rated solar panel power, number of panels, rated inverter power, and number of inverters. Our findings reveal that the variability of PV lifetime energy is partly explained by the difference in PV system configuration. Indeed, our machine learning model can explain approximately 31 % ( 95 % confidence interval: 29–38%) of the variant energy efficiency of the PV system, given the configuration and components of the PV system. Our study has contributed useful knowledge to support the planning and design of a rooftop PV system such as PV financial modeling and PV investment decision.

  • Conference Article
  • Cite Count Icon 18
  • 10.1109/sege.2019.8859888
Hosting Capacity Improvement Using Reactive Power Control Strategy of Rooftop PV Inverters
  • Aug 1, 2019
  • Wijaya Yudha Atmaja + 3 more

Since on-grid rooftop photovoltaic (PV) installation is rapidly growing, and the interconnection requests of a new rooftop PV installation are still increasing, the improvement of PV hosting capacity of large-scale rooftop PV penetration needs to be studied. In this paper, the strategy to improve PV hosting capacity using reactive power control of PV inverters is provided. Since the load demand and PV output vary with the time, the results are provided in time-series. Monte Carlo based method is constructed to model the random nature of PV penetration concerning PV size and location. Furthermore, an evaluation study is provided to obtain the appropriate PV power factor setting of which the PV hosting capacities are the highest. Firstly, several possible settings of PV power factor are constructed to conduct an evaluation study of reactive power control scenarios. Secondly, the best setting is chosen concerning the ability for generating the highest PV hosting capacity. In addition, a case study is provided to assess the best setting presented by the evaluation study. The results show that rooftop PV penetration with lagging power factor setting of PV inverters generates higher PV hosting capacity compared to rooftop PV penetration with unity power factor setting, with an improvement rate of 96%.

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