Soiling is the accumulation of material on light-collecting surfaces in solar power systems. The accumulated material blocks or scatters incident light, which leads to a loss in power output. Typical soiling materials include mineral dust, bird droppings, fungi, lichen, pollen, engine exhaust, and agricultural emissions. Soiling affects conventional photovoltaic systems, concentrated photovoltaics, and concentrated solar (thermal) power. However, the consequences of soiling are higher for concentrating systems than for non-concentrating systems. [1] Note that soiling refers to both the process of accumulation and the accumulated material itself.
There are several ways to reduce the effect of soiling. The antisoiling coating [2] is most important solution for solar power projects. But water cleaning is the most widely used technique so far due to absence of antisoiling coatings in past. Soiling losses vary largely from region to region, and within regions. Average soiling-induced power losses can be below one percent in regions with frequent rain. [3] As of 2018, the estimated global average annual power loss due to soiling is 5% to 10% percent. The estimated soiling-induced revenue loss is 3 – 5 billion euros. [1]
Soiling is typically caused by the deposition of airborne particles, including, but not limited to, mineral dust ( silica, metal oxides, salts), pollen, and soot. However, soiling also includes snow, ice, frost, various kinds of industry pollution, sulfuric acid particulates, bird droppings, falling leaves, agricultural feed dust, and the growth of algae, moss, fungi, lichen, or biofilms of bacteria. [1] [4] Which of these soiling mechanisms are most prominent depends on the location.
Soiling either blocks the light completely (hard shading), or it lets through some sunlight (soft shading). With soft shading, parts of the transmitted light is scattered. Scattering makes the light diffuse, i.e. the rays go in many different directions. While conventional photovoltaics works well with diffuse light, concentrated solar power and concentrated photovoltaics relies only on the ( collimated) light coming directly from the sun. For this reason, concentrated solar power is more sensitive to soiling than conventional photovoltaics. Typical soiling-induced power losses are 8-14 times higher for concentrated solar power than for photovoltaics. [5]
Soiling losses vary greatly from region to region, and within regions. [3] [6] [7] [8]
The rate at which soiling deposits depends on geographical factors such as proximity to deserts, agriculture, industry, and roads, as these are likely to be sources of airborne particles. If a location is close to a source of airborne particles, the risk of soiling losses is high. [9]
The soiling rate (see definition below) varies from season to season and from location to location, but is typically between 0%/day and 1%/day. [1] However, average deposition rates as high as 2.5%/day have been observed for conventional photovoltaics in China. [1] For concentrated solar power, soiling rates as high 5%/day have been observed. [1] In regions with high soiling rates, soiling can become a significant contributor to power losses. As an extreme example, the total losses due to soiling of a photovoltaic system in the city of Helwan (Egypt) were observed to reach 66% at one point. [10] The soiling in Helwan was attributed to dust from a nearby desert and local industry pollution. Several initiatives to map out the soiling risk of different regions of the world exist. [3] [11] [12]
Soiling losses also depend on meteorological parameters such as rain, temperature, wind, humidity, and cloud cover. [13] The most important meteorological factor is the average frequency of rain, [9] since rain can wash soiling off of the solar panels/ mirrors. If there is consistent rain throughout the whole year at a given site, the soiling losses are likely to be small. However, light rain and dew can also lead to increased particle adhesion, increasing the soiling losses. [13] [14] [15] Some climates are favorable for the growth of biological soiling, but it is not known what the decisive factors are. [4] The dependence of soiling on climate and weather is a complex matter. As of 2019, it is not possible to accurately predict soiling rates based on meteorological parameters. [1]
The level of soiling in a photovoltaic system can be expressed with the soiling ratio (SR), defined in the technical standard IEC 61724-1 [16] as:
Hence, if there is no soiling, and if , there is so much soiling that there is no production in the photovoltaic system. An alternative metric is the soiling loss (SL), which is defined as . The soiling loss represents the fraction of energy lost due to soiling.
The soiling deposition rate (or soiling rate) is the rate of change of the soiling loss, typically given in %/day. Note that most sources define the soiling rate to be positive in the case of increasing soiling losses' [1] [17] [18] but some sources use the opposite sign[NREL]. [3]
A procedure for measuring the soiling ratio at photovoltaic systems is given in IEC 61724-1. [16] This standard proposes that two photovoltaic devices are used, where one is left to accumulate soil, and the other is held clean. The soiling ratio is estimated by the ratio of the power output of the soiled device to its expected power output if it was clean. The expected power output is calculated using calibration values and the measured short-circuit current of the clean device. This setup is also referred to as a "soiling measurement station", or just "soiling station". [9] [19]
Methods that estimate soiling ratios and soiling deposition rates of photovoltaic systems without the use of dedicated soiling stations have been proposed, [17] [20] [21] including methods for systems using bifacial solar cells which introduce new variables and challenges to soiling estimation that monofacial systems don't have. [22] These procedures infer soiling ratios based on the performance of the photovoltaic systems. A project for mapping out the soiling losses throughout the United States was started in 2017. [3] This project is based on data from both soiling stations and photovoltaic systems, and uses the method proposed in [20] to extract soiling ratios and soiling rates.
There are many different options for mitigating soiling losses, ranging from site selection to cleaning to electrodynamic dust removal. The optimal mitigation technique depends on soiling type, deposition rate, water availability, accessibility of the site, and system type. [1] For instance, conventional photovoltaics involve different concerns than concentrated solar power, large-scale systems call for different concerns than smaller rooftop systems, and systems with fixed inclination involve different concerns than systems with solar trackers. The most common mitigation techniques are:
The cost of cleaning depends on what cleaning technique is used and the cost of labor at the given location. Furthermore, there is a difference between large-scale power station and rooftop systems. The cost of cleaning of large-scale systems vary from 0.015 euro/m2 in the cheapest countries to 0.9 euro/m2 in the Netherlands. [1] The cost of cleaning of rooftop systems have been reported to be as low as 0.06 euro/m2 in China, and as high as 8 euro/m2 in the Netherlands. [1]
Soiling leads to reduced power production in the affected solar power equipment. Whether or not money is spent on mitigating soiling losses, soiling leads to a reduced revenue for the owners of the system. The magnitude of the revenue loss depends mostly on the cost of soiling mitigation, the soiling deposition rate, and the frequency of rain at the given location. Ilse et al. estimated the global average annual soiling loss to be between 3% and 4% in 2018. [1] This estimate was made under the assumption that all solar power systems are cleaned with an optimal fixed frequency. Based on this estimate, the total cost of soiling (including power losses and mitigation costs) in 2018 was estimated to between 3 and 5 billion euros. [1] This could grow to between 4 and 7 billion euros by 2023. [1] A method to obtain the power loss, energy loss and economic loss due to soiling, directly from PV remote monitoring system time-series data has been discussed in [30] which can help the PV asset owners to timely clean the panels.
Soiling is the accumulation of material on light-collecting surfaces in solar power systems. The accumulated material blocks or scatters incident light, which leads to a loss in power output. Typical soiling materials include mineral dust, bird droppings, fungi, lichen, pollen, engine exhaust, and agricultural emissions. Soiling affects conventional photovoltaic systems, concentrated photovoltaics, and concentrated solar (thermal) power. However, the consequences of soiling are higher for concentrating systems than for non-concentrating systems. [1] Note that soiling refers to both the process of accumulation and the accumulated material itself.
There are several ways to reduce the effect of soiling. The antisoiling coating [2] is most important solution for solar power projects. But water cleaning is the most widely used technique so far due to absence of antisoiling coatings in past. Soiling losses vary largely from region to region, and within regions. Average soiling-induced power losses can be below one percent in regions with frequent rain. [3] As of 2018, the estimated global average annual power loss due to soiling is 5% to 10% percent. The estimated soiling-induced revenue loss is 3 – 5 billion euros. [1]
Soiling is typically caused by the deposition of airborne particles, including, but not limited to, mineral dust ( silica, metal oxides, salts), pollen, and soot. However, soiling also includes snow, ice, frost, various kinds of industry pollution, sulfuric acid particulates, bird droppings, falling leaves, agricultural feed dust, and the growth of algae, moss, fungi, lichen, or biofilms of bacteria. [1] [4] Which of these soiling mechanisms are most prominent depends on the location.
Soiling either blocks the light completely (hard shading), or it lets through some sunlight (soft shading). With soft shading, parts of the transmitted light is scattered. Scattering makes the light diffuse, i.e. the rays go in many different directions. While conventional photovoltaics works well with diffuse light, concentrated solar power and concentrated photovoltaics relies only on the ( collimated) light coming directly from the sun. For this reason, concentrated solar power is more sensitive to soiling than conventional photovoltaics. Typical soiling-induced power losses are 8-14 times higher for concentrated solar power than for photovoltaics. [5]
Soiling losses vary greatly from region to region, and within regions. [3] [6] [7] [8]
The rate at which soiling deposits depends on geographical factors such as proximity to deserts, agriculture, industry, and roads, as these are likely to be sources of airborne particles. If a location is close to a source of airborne particles, the risk of soiling losses is high. [9]
The soiling rate (see definition below) varies from season to season and from location to location, but is typically between 0%/day and 1%/day. [1] However, average deposition rates as high as 2.5%/day have been observed for conventional photovoltaics in China. [1] For concentrated solar power, soiling rates as high 5%/day have been observed. [1] In regions with high soiling rates, soiling can become a significant contributor to power losses. As an extreme example, the total losses due to soiling of a photovoltaic system in the city of Helwan (Egypt) were observed to reach 66% at one point. [10] The soiling in Helwan was attributed to dust from a nearby desert and local industry pollution. Several initiatives to map out the soiling risk of different regions of the world exist. [3] [11] [12]
Soiling losses also depend on meteorological parameters such as rain, temperature, wind, humidity, and cloud cover. [13] The most important meteorological factor is the average frequency of rain, [9] since rain can wash soiling off of the solar panels/ mirrors. If there is consistent rain throughout the whole year at a given site, the soiling losses are likely to be small. However, light rain and dew can also lead to increased particle adhesion, increasing the soiling losses. [13] [14] [15] Some climates are favorable for the growth of biological soiling, but it is not known what the decisive factors are. [4] The dependence of soiling on climate and weather is a complex matter. As of 2019, it is not possible to accurately predict soiling rates based on meteorological parameters. [1]
The level of soiling in a photovoltaic system can be expressed with the soiling ratio (SR), defined in the technical standard IEC 61724-1 [16] as:
Hence, if there is no soiling, and if , there is so much soiling that there is no production in the photovoltaic system. An alternative metric is the soiling loss (SL), which is defined as . The soiling loss represents the fraction of energy lost due to soiling.
The soiling deposition rate (or soiling rate) is the rate of change of the soiling loss, typically given in %/day. Note that most sources define the soiling rate to be positive in the case of increasing soiling losses' [1] [17] [18] but some sources use the opposite sign[NREL]. [3]
A procedure for measuring the soiling ratio at photovoltaic systems is given in IEC 61724-1. [16] This standard proposes that two photovoltaic devices are used, where one is left to accumulate soil, and the other is held clean. The soiling ratio is estimated by the ratio of the power output of the soiled device to its expected power output if it was clean. The expected power output is calculated using calibration values and the measured short-circuit current of the clean device. This setup is also referred to as a "soiling measurement station", or just "soiling station". [9] [19]
Methods that estimate soiling ratios and soiling deposition rates of photovoltaic systems without the use of dedicated soiling stations have been proposed, [17] [20] [21] including methods for systems using bifacial solar cells which introduce new variables and challenges to soiling estimation that monofacial systems don't have. [22] These procedures infer soiling ratios based on the performance of the photovoltaic systems. A project for mapping out the soiling losses throughout the United States was started in 2017. [3] This project is based on data from both soiling stations and photovoltaic systems, and uses the method proposed in [20] to extract soiling ratios and soiling rates.
There are many different options for mitigating soiling losses, ranging from site selection to cleaning to electrodynamic dust removal. The optimal mitigation technique depends on soiling type, deposition rate, water availability, accessibility of the site, and system type. [1] For instance, conventional photovoltaics involve different concerns than concentrated solar power, large-scale systems call for different concerns than smaller rooftop systems, and systems with fixed inclination involve different concerns than systems with solar trackers. The most common mitigation techniques are:
The cost of cleaning depends on what cleaning technique is used and the cost of labor at the given location. Furthermore, there is a difference between large-scale power station and rooftop systems. The cost of cleaning of large-scale systems vary from 0.015 euro/m2 in the cheapest countries to 0.9 euro/m2 in the Netherlands. [1] The cost of cleaning of rooftop systems have been reported to be as low as 0.06 euro/m2 in China, and as high as 8 euro/m2 in the Netherlands. [1]
Soiling leads to reduced power production in the affected solar power equipment. Whether or not money is spent on mitigating soiling losses, soiling leads to a reduced revenue for the owners of the system. The magnitude of the revenue loss depends mostly on the cost of soiling mitigation, the soiling deposition rate, and the frequency of rain at the given location. Ilse et al. estimated the global average annual soiling loss to be between 3% and 4% in 2018. [1] This estimate was made under the assumption that all solar power systems are cleaned with an optimal fixed frequency. Based on this estimate, the total cost of soiling (including power losses and mitigation costs) in 2018 was estimated to between 3 and 5 billion euros. [1] This could grow to between 4 and 7 billion euros by 2023. [1] A method to obtain the power loss, energy loss and economic loss due to soiling, directly from PV remote monitoring system time-series data has been discussed in [30] which can help the PV asset owners to timely clean the panels.