Bart
Roose
*a,
Elizabeth M.
Tennyson
bc,
Getnet
Meheretu
de,
Amare
Kassaw
f,
Seifu A.
Tilahun
g,
Lara
Allen
ac and
Samuel D.
Stranks
*ab
aDepartment of Chemical Engineering and Biotechnology, University of Cambridge, Philippa Fawcett Drive, Cambridge, CB3 0AS, UK. E-mail: br340@cam.ac.uk; sds65@cam.ac.uk
bDepartment of Physics, Cavendish Laboratory, University of Cambridge, 19 JJ Thomson Avenue, Cambridge, CB3 0HE, UK
cCentre for Global Equality, 8C King's Parade, Cambridge, CB2 1SJ, UK
dBahir Dar Energy Center, Bahir Dar Institute of Technology, Bahir Dar University, Bahir Dar, Ethiopia
eDepartment of Physics, College of Science, Bahir Dar University, Bahir Dar, Ethiopia
fFaculty of Electrical and Computer Engineering, Bahir Dar Institute of Technology, Bahir Dar University, Bahir Dar, Ethiopia
gFaculty of Civil and Water Resources Engineering, Bahir Dar Institute of Technology, Bahir Dar University, Bahir Dar, Ethiopia
First published on 27th July 2022
Efforts to combat climate change are largely focused on industrialised countries. However, low- and lower-middle income countries (LLMICs) have rapid population growth and a large potential for economic and industrial development. As a result, demand for energy will soar in LLMICs over the coming decades. Here, we consider how local manufacturing of photovoltaics can be an affordable pathway to a clean, sustainable and reliable energy supply for LLMICs. Local manufacturing could be cheaper, generate jobs and provide a stable local market for natural resources. Perovskite solar cells are particularly promising as they are compatible with low-tech processing techniques, making smaller scale manufacturing capacity economically viable. Our findings suggest local manufacturing is economically competitive to importing silicon modules in up to 71 out of 80 LLMICs analysed. Our Case Study of Ethiopia finds that the technological knowledge, raw materials and legislation required for local manufacturing are all present. A cost reduction of ∼10% compared to GW-scale silicon production is sufficient to make local manufacturing economically viable.
Fig. 1 (a) The evolution of global energy consumption, population and GDP per capita for 1800–2016 and (b) in LICs for 1980–2016. Data is normalized to 2016 values and adapted from ref. 2, 3 and 5–7. |
From the middle of the 19th century scientific evidence started to indicate that the concentration of carbon dioxide (CO2) in the atmosphere has a profound impact on the climate.9 However, it wasn’t until the 1990s that it was widely accepted that CO2 emitted through burning of fossil fuels was causing rapid climate change, which can have catastrophic effects such as sea level rise and prolonged droughts.10 The Kyoto protocol, which aimed to operationalise the 1992 United Nations Framework Convention on Climate Change, was an early global, coordinated effort to limit emission of CO2 and other greenhouse gases. The Kyoto protocol was adopted in 1997, but did not enter into force until 2005.11 This was followed by the Paris Agreement, drawn up during the 21st session of the Conference of the Parties (COP 21) in 2015, in which 195 countries pledged to further limit CO2 emissions.12 These pledges were further expanded upon in 2021 (COP26 in Glasgow), with the aim of reaching global net zero emissions by 2050, which is crucial in limiting global warming to 1.5 °C.13 An increasing number of signatory countries are also developing Nationally Determined Contributions (NDCs), which are legally binding pledges to reduce greenhouse gas emissions in particular ways.14
Consensus within the scientific community is that climate change is man-made and a significant threat to humanity.12 But how can CO2 emissions into the atmosphere be lowered, or better still, reversed? A first step is to use less energy, for example through better insulation, fuel-efficient and electrified vehicles, more efficient appliances and changing consumption behavior.15 Carbon capture is predicted to play an important role in the future, actively removing CO2 from the atmosphere, but no proposed technology is close to being deployed at scale.16 However, measures to reduce CO2 emissions do not tackle the core of the problem, i.e., as long as fossil fuels are used for energy production, CO2 will be emitted. Alternatives such as geothermal, hydro, wind, and solar power all offer clean and abundant renewable energy. Of these renewable energy sources, solar energy has the biggest potential due to its sheer abundance: every hour the Earth receives solar energy equivalent to the global annual energy demand. By 2050 solar energy is forecasted to be the largest source of energy, accounting for 20% of total energy and 40% of electricity supplied.17,18
Large scale implementation of solar energy has been hampered historically by relatively high production prices and the need for large initial capital investment, both for building production facilities and installation in the field. Many countries are reluctant to make these investments and potentially sacrifice economic prosperity in the effort to reduce CO2 emissions, especially LLMICs, as their contribution to these emissions has so far been relatively small compared to the developed world.19 However, as renewable energy becomes significantly cheaper than fossil fuels, economic pressures will favour low carbon energy sources. In an increasing proportion of the world, solar cells (photovoltaics (PV)) are now cheaper than fossil fuels.20 LLMICs may benefit especially from solar energy as it provides an opportunity to enable rapid economic growth, while maintaining low CO2 emissions. These countries face a task unlike any in human history: increasing prosperity while mitigating environmental impact. However, developing countries can capitalize on their abundant renewable energy resources to design an effective energy transition strategy without having to modify existing and expensive electricity infrastructure.
As countries have developed historically, they have progressed from traditional biomass to fossil fuels to more advanced energy sources, such as nuclear, hydro, wind and solar energy. It would be an enormous advancement for LLMICs, both economically and environmentally, to leapfrog fossil fuels and move to a low-carbon energy source,26 much like how many of these countries, having limited landline telephone infrastructure, moved directly to mobile phones instead. LLMICs are eager to exploit renewable energy sources, as is evidenced by the collective pledge of the least developed countries (LDCs) to achieve 100% electricity from renewable sources by 2050.27 The LDCs are 46 countries identified by the United Nations based on their socio-economic development and vulnerability to external shocks, of the 46 countries on the list all but one (Tuvalu) are LLMICs. Individual LLMICs, like Ethiopia, have made further individual pledges.14
Fossil fuels are unevenly distributed geographically. For example, less than 2% of proven fossil fuel reserves are located in LDCs and half of the LDCs have no reserves at all, making electricity derived from (imported) fossil fuels relatively expensive.28,29 Solar energy potential on the other hand is evenly distributed around the world and abundant in almost all LLMICs (energy output per area differs only by a factor of 4 between the sunniest and least sunny country in the world).30 Most LLMICs have a higher potential solar power output per module than China (the country with the most total installed PV),31 Germany (most PV per capita)31 and India (cheapest PV, itself a lower middle income country)20 (Fig. 2). Typically, more power generated per module means lower electricity costs. Furthermore, the seasonal dependence of the power output is low in almost all LLMICs, making it a reliable source of energy year-round. This reliability limits the need for costly energy storage and backup power. For rural populations relying on off-grid PV, storage is especially important to provide electricity for lighting at night.32
Fig. 2 Average practical daily potential power output (PVOUT) and seasonality index (highest monthly PVOUT divided by lowest monthly PVOUT) for LICs (black dots) and LMICs (red dots) compared to China, Germany and India (blue dots), and Ethiopia, the subject of the Case Study (green dot). Data obtained from the “Global Solar Atlas 2.0, a free, web-based application is developed and operated by the company Solargis s.r.o. on behalf of the World Bank Group, utilizing Solargis data, with funding provided by the Energy Sector Management Assistance Program (ESMAP). For additional information: https://globalsolaratlas.info.32 |
An advantage of PV is that it is well suited for off-grid power generation that could circumvent the need for a centralised energy infrastructure – infrastructure that would be very costly due to the population distribution in LLMICs. For off-grid application, there would be no need for DC inverters, which can bring the price of PV down. However, the cost of storing electricity is still a big financial hurdle for rural populations in LLMICs and requires further advances.33 Access to electricity has also been demonstrated to have large social and environmental impacts on rural communities, positively impacting health, education of children, and empowering women by helping them to increase their income, social development and health.34,35 PV based systems have also helped increase the productivity of farmers and reduce deforestation.36 Taking these factors into consideration, PV adoption in LLMICs is extremely promising, but will require an alternative adoption approach than developed countries.
The big question for LLMICs is how to exploit PV in a low-cost and targeted fashion. Although solar energy is in abundance, cheap access to capital is an issue,42 and the electricity infrastructure is limited. PV is cheapest when deployed at utility scale, but a well-developed electricity grid with sufficient storage capacity is required to distribute electricity efficiently. In LMICs 89% of the population has access to electricity,24 but in LICs this is only 40%23 and grids are costly to maintain and expand due to low population density and demand.43 Instead, much effort has been dedicated to provide electricity for cooking, heating, lighting and irrigation to rural communities through small-scale solutions. These projects rely heavily on external funding and are still too expensive to be widely adapted by rural communities at cost price.44 However, PV has already shown to be an attractive technology when there is a high return of investment. With the help of PV powered water pumps, farmers can get two or three harvests per year and grow crops in places that were not previously arable.45 It is thus evident that once PV is cost-effective it could revolutionize farming production. One of the most rapidly developing technologies in the PV world is the perovskite solar cell (PSC), which is more versatile than silicon, compatible with low-tech manufacturing processes and can potentially achieve higher efficiencies. Will this help to make low-carbon electricity more widely available in LLMICs?
GW-scale manufacturing capacity would overshoot demand for solar energy leading up to 2030 in all LICs and 80% of LMICs (Table S2, ESI†). It is therefore important that the cost of local production is significantly lower, to allow smaller scale manufacturing. Local production would reduce manufacturing costs by reducing the amount of money spent on transport and labour. Transport costs depend heavily on the distance between supplier and end-user, both for modules and raw materials, and potential cost reductions are hard to quantify. Labour accounts for an estimated 13% of module cost for a 1 GW manufacturing plant,58 and with the average income being 2.5–40 times lower in LLMICs than in China (the largest producer of silicon modules), an estimated reduction of 8–12% in module cost can be achieved from using local labour.23,24 A further advantage of local energy production would be that import tariffs are avoided, which can make up as much as 40% of retail prices.51 Governments could decide not to impose tariffs on solar panels to aid their rapid implementation, but as import tariffs are an important source of income, this would not necessarily be in a government's interests. In fact, import tariffs are a powerful tool that can be used to protect local industry, and could actually be used by governments to stimulate local production of PSCs.62 Taking these factors into account, our conservative estimates are that local production could lead to a cost reduction between 20% and 40%, as compared to importing modules manufactured in a 1 GW capacity manufacturing facility. For silicon PV, our projections show that a 20% and 40% cost reduction brings the competitive annual manufacturing capacity down from 1 GW to 350 MW and 70 MW, respectively (Fig. 3). These lower capacities would make local production competitive for 30% and 64% of LLMICs, for 20% and 40% cost reduction respectively (Table 1 and Table S2, ESI†). For Ethiopia, for example, with a demand for 285 MW capacity, a cost reduction of 22% is needed to make local production competitive.
Fig. 3 Manufacturing cost of silicon and perovskite solar cells, normalized to 1 GW production capacity, as a function of production capacity. Data has been adapted from ref. 58. Reference lines for 20% and 40% cost reduction are given to illustrate at what production capacity the manufacturing cost would be the same as for 1 GW non-local production capacity. |
Scenario | LLMICs (80 total) | LICs (27 total) | LMICs (53 total) | |||
---|---|---|---|---|---|---|
Si PV | PSCs | Si PV | PSCs | Si PV | PSCs | |
No cost reduction | 11 | 11 | 0 | 0 | 11 | 11 |
20% cost reduction | 24 | 47 | 4 | 9 | 20 | 38 |
40% cost reduction | 51 | 71 | 12 | 25 | 39 | 46 |
Models show that the cost penalty for reduced production capacity for PSCs is lower than for silicon (Fig. 3).58 For the 20% and 40% cost reduction scenarios, local production of PSCs would be competitive for 90 MW and 7 MW annual manufacturing capacity, respectively, in turn making local production competitive in 59% and 89% LLMICs (Table 1 and Table S2, ESI†). An 11% cost reduction would already be sufficient to make PSC fabrication competitive in Ethiopia. These predictions suggest that local manufacturing is competitive in a larger number of LLMICs and lower cost reduction is required for PSCs than for silicon. The impact is largest for LICs, with local production being competitive for 93% of countries at 40% cost reduction (Table 1). Note that these predictions are purely based on scalability; the potentially lower module cost of PSCs, as predicted by models,48–50 would make local PSC manufacturing even more competitive. These cost reductions could be enhanced further by perovskite tandem solar cells, which promise higher efficiencies with marginal increase of production costs.49
Furthermore, the technological skill level required to run a small-scale PSC factory is less specialized than for silicon. PSC fabrication is compatible with roll-to-roll solution processing, which is often likened to printing newspapers. Increasing engineering skill levels has been identified as an important opportunity for LLMICs to achieve economic and social development.63–65 A number of LLMICs have invested heavily in engineering education,66 but accessible engineering jobs are needed to further develop the sector and prevent a brain-drain.64 PSC fabrication could be a gateway technology to instigate this desired technological leap. Ethiopia, for example, has invested heavily in training engineers, but thousands struggle to find suitable work (see Case Study).67
A hybrid manufacturing strategy has gained traction recently, where silicon wafers are imported, but module assembly takes place locally.68 This approach is less capital intensive, reduces transport costs and import duties and could be an interesting option for LLMICs. Taking this one step further, a perovskite layer could be deposited on top of the silicon wafer during local assembly, resulting in tandem solar cells with increased efficiency at marginal extra costs.49 More detailed studies are necessary to explore further the feasibility of this approach for LLMICs.
Using local raw materials for the production of PSC modules can have large benefits for LLMICs, but also brings considerably environmental impacts. The mining and refining of tin (used in transparent conducting oxides and electron transporting materials for PSCs) was found to account for more than 50% of environmental factors such as acidification and human toxicity.80,81 Besides regulation waste streams of mining and refining facilities, another option would be to use zinc based materials instead of tin, as zinc mining and refining has a ∼10 times smaller environmental footprint than tin mining and refining.82
Currently, the best PSCs are made using solvents such as N,N-dimethylformamide and chlorobenzene.
Chlorobenzene is predicted to account for 25% of human toxicity in the production of PSC modules, and could account for 30–60% of human toxicity in a PSC manufacturing plant.81,83 As these solvents are harmful to humans, protective measures have to be in place during fabrication to protect workers and prevent solvent release to the environment. Capturing and re-using these solvents has been shown to be more environmentally friendly, but it remains to be seen if this can be done cost-effectively.84 Using non-toxic solvents85 or solvent-free synthesis86 would be another route to solving this problem.
Another potential issue with PSCs is that they contain a water-soluble form of lead, which can leach out if the module is damaged. As lead can pose significant acute and chronic risks to health,87 there is a global call for regulations on the use of lead in products such as petrol and paint.88 The PSC community acknowledged this problem early on and recent developments of lead-scavenging layers coated on the surface of the module have shown promise to mitigate the environmental impact of lead.89 Another option may be lead-free perovskite analogues.90 However, these have not been able to achieve comparable power conversion efficiencies and/or they degrade much faster than their lead-containing counterparts.91 In addition, lead alternatives such as tin or bismuth are not without harm themselves92 and a recent study showed that iodide ions are even more problematic than lead (demonstrated in plants).93 In fact, most LCAs show that lead is not one of the main environmental concerns,80,81 accounting for only 1–5% of toxicity,94,95 and electricity generated from PSCs could reduce lead emissions 2–4 times when compared to fossil fuel derived electricity.76 However, given the attitude of the general public to lead, it is important that lead is dealt with appropriately.
It is often unavoidable to use toxic materials in solar cell technologies (silicon modules use lead-containing solder) and the main focus should therefore be on mitigating any potential exposure. This can be achieved through encapsulation and regulations to guarantee worker and consumer safety, and responsible disposal of toxic waste. Thin film PV made from CdTe absorber layers can be used as an example here, where risks have been managed and controlled successfully for over two decades.96 Health and safety regulations for handling toxic waste (e.g. lead acid battery recycling) have historically been poor in LLMICs.97,98 Without protection for workers or the environment in place, there is a large risk to public health. If PSCs are treated similarly with little to no regulations it would be an enormous health and environmental setback for an already vulnerable demographic. Steps are made in the right direction though,98 such as initiatives by the Ethiopian government to regulate the use of toxic substances (see Case Study).99 A balance might have to be found between the number and geographical spread of local production facilities and the effort to regulate these facilities. It is crucial for LLMICs to take the economics of protective measures into account. The cost to society of injuries, deaths and environmental damage caused by poor protection are much higher than the costs of effective measures and regulations,100 which should be a strong motivation for the governments of these countries to take the necessary steps to protect workers and the environment. Manufacturers must invest in more extensive protective measures, which will inevitably lead to extra costs.101 However, extra costs could be offset by increased productivity by healthier and more satisfied workers.102,103
The biggest risk for release of toxic materials comes at the end-of-life of the module. If the module ends up in landfill, all toxic materials eventually will be released into the environment. This is not a problem exclusive to PSCs, as solder in silicon solar cells contains lead. In addition, the production of terawatt per year quantities of PV is not sustainable for non-circular materials. Therefore, it is important that the module is either refurbished or reused, or its components/raw materials recycled. Studies on silicon modules have shown that reuse is more profitable than component or raw material recycling.104 LLMICs could profit from reuse by buying up less efficient, but cheaper, refurbished modules and using them until they fail. However, this would only shift the recycling challenge geographically and cannot be the final solution. A program could be set up where broken modules are sold and shipped abroad for recycling, or component/material extraction facilities would have to be constructed in LLMICs. However, profit margins on recycled materials are small105 as recycled materials are expected to flood the international market,104 so, with a lack of incentives, modules may still end up in landfill. However, for PSCs it may be profitable and technologically feasible for self-contained cycles to be set up in local markets. Ensuring end-of-life modules still have economic value would be a big step towards preventing them from ending up in landfill.
Module replacement has been suggested as a cost reducing route to implementation for emerging technologies.106 This would be most valuable when non-module costs (such as inverters, switches, support racks and wiring) dominate the system cost, as is expected for PSCs. Continued technological improvement is critical for realizing replacement benefits, which is realistic for PSCs considering they are a relatively novel technology, perovskite tandem solar cells for example are still far from reaching their practical limit.106 Recycling of PSCs are simplified by exploiting the solubility of the active material. Studies have shown that it is possible to revive a degraded PSC by washing away and recovering the active materials, followed by purification and re-deposition.107,108 Recovering organic solvents used during the recycling process is crucial,78 which can reduce environmental impacts by 56 to 68%.109 Much work remains to be done to make these processes industrially viable and PSCs will have to be designed specifically with the aim of making revival possible. The comparatively low-tech processing of PSCs could make small-scale local recycling factories a viable option, further generating jobs and boosting local economies.
Fig. 4 (a) The evolution of energy consumption, population and GDP per capita in Ethiopia for 1980–2016. Data is normalized to 2016 values and adapted from ref. 2, 3 and 5. (b) Long term average PVOUT for Ethiopia, 98% of the country exceeds 4.0 kW h kWp−1, adapted from ref. 32. |
Ethiopia has large potential for hydropower, wind and solar energy. Hydropower is currently the main renewable energy source in Ethiopia, harnessing the energy of the many rivers that originate in the Ethiopian highlands. Hydropower also plays an important role in the future energy plans of the Ethiopian government, accounting for more than 50% of the increased generating capacity of renewable energy by 2030, with the completion of the Grand Ethiopian Renaissance Dam.114–116 However, overreliance on a single source of power carries a high risk,110 and a diversified power mix, including storage,117 will be key to achieving reliable electricity.
Solar power is most abundant in the dry season, but, with a seasonality index of 1.58 (country range 1.26–2.18), it is a reliable source of energy all year round. In addition, the photovoltaic power output exceeds 4.0 kW h kWp−1 for 98% of the country (average 4.695 kW h kWp−1), making it an economically viable source of energy for almost the entire country (Fig. 4b).32 The total annual solar energy reserve is estimated to be 2000000 TW h.118 Harvesting just 0.005% of this energy would be enough to satisfy fully all electricity demands: (∼7 TW h, note however that today electricity accounts for <10% of total energy consumption, but is expected to be 45% by 2040).5,32,114 With only 0.02 TW h of solar energy generated in 2019,32 it is clear that there is enormous potential for growth of the PV sector. It is estimated 18 TW h will be generated annually by PV in 2040 based on existing policy frameworks and announced policy intentions. A more ambitious number of 41 TW h was estimated for a more progressive energy policy.114 This growth will be achieved largely by improving access to electricity.110,114,119,120 However, progress on off-grid technologies is much slower, which is widely attributed to barriers imposed by import taxes and bureaucracy.119 This threatens to disadvantage disproportionally the inhabitants of rural areas, in particular women, who are usually responsible for household energy provision when the main fuel is biomass. A study among rural women in Ethiopia's Tigray region showed that access to solar power positively impacted income, social development and health.35 Access to electricity in rural areas can thus play an important role in achieving Ethiopia's goal of becoming a middle income country.
The main bottleneck for wide-scale implementation of off-grid solar power is the high costs and bureaucracy associated with importing solar modules.119 A solution to this problem could be local production. As silicon plants need large capital investment and highly specialized labour, local production is considered unviable. However, for alternative technologies, such as PSCs, local production may be cost effective and technologically feasible. Our analysis shows that a cost reduction of ∼11% would make local PSC manufacturing competitive with GW-scale silicon manufacturing (Fig. 3). To establish whether this is also technically feasible for PSCs, we studied the labour requirements for both the 18 and 41 TW h scenarios, where either 20% or 100% of newly installed capacity comes from PSCs (Table S3, ESI†). The largest number of engineers required for these scenarios is ∼10000, which is less than the total number of unemployed engineers (Table S3, ESI†). This means that enough qualified personnel would be available in the years leading up to 2030 to satisfy the demand from the PSC sector fully, even for the most labour-intensive scenario. Job generation may be a strong argument for multiple small plants instead of larger scale facilities. Considering silicon is already an established technology, the 20% scenario is more likely than the 100% scenario. Our analysis shows both 10 MW and 100 MW plants are feasible options based on available labour and population distribution. Policy makers would have to consider whether to prioritise cost, or whether also to factor in considerations relating to regional development.
Ethiopia possesses a range of raw materials that could be used for value addition. Ethiopia has reserves of iron (68.4 million metric tonnes), nickel (17 million metric tonnes) and manganese (0.2 million metric tonnes), which could be used to fabricate stainless steel metal frames. Furthermore, silica sand (3.4 million metric tonnes) and feldspar (500 thousand metric tonnes) can be used to fabricate glass panels, and gold (>200 metric tonnes)121 for metal contacts (cheaper metals, such as silver and copper, have also been found, but exact quantities are unknown).122 Taking this mineral wealth into account, the 10 years development plan published in 2020 recognizes mining as an important focus area, alongside energy and manufacturing. Refining minerals requires large amounts of energy, having access to cheap solar energy could make local refining more viable. There is thus much potential for synergy between the mining sector and PSC fabrication.123 Although ore processing infrastructure in Ethiopia is currently limited, with the presence of a sheet glass factory124 and the first iron ore processing plant scheduled to be operational by 2024,125 the first steps towards local production are being made.
Another important factor in determining the suitability of local PSC fabrication is effective legislation and control of the toxic materials used in fabricating PSCs (such as lead and solvents). This to protect both factory workers during fabrication and consumers when using the PSCs. Worker protection is beneficial for society as a whole,100 but the effect on manufacturing costs depends on an interplay between the costs of safety measures and increased productivity as a result of more motivated workers and less time lost due to health conditions. A survey among Ethiopian manufacturing industry workers revealed that a large majority believed their productivity would be increased by better safety regulations.126 An analysis of livestock markets in Ethiopia's Somali region found a cost-benefit ratio of 1.5 for sanitary regulations compliance costs.127 In 2018 the Ethiopian government published a proclamation recognizing the importance of hazardous material management. The aim is to create a system that controls the generation, storage, treatment, recycling and reuse, transportation, disposal and movement of hazardous material, to prevent harm to human and animal health and the environment.99 If PSC plants follow the rules set out in the proclamation, enforced by regular inspections, exposure of workers to toxic materials would be kept to a minimum during the production and usage stages. Another challenge occurs, however, when the panel needs maintenance or reaches its end of life. To prevent toxic materials from ending up in landfill, an extensive repair and recycling network will have to be set up, with the advantage of creating more high quality jobs. As it has been shown that PSCs can be revived by replacing the light absorbing material,107 end of life modules will still hold significant value for recycling and people could be persuaded to return their modules for financial compensation.
To summarize, local PSC fabrication is promising in Ethiopia as there is enough demand for energy, skilled labour and a sufficient amount of large population centres to facilitate PSC plants. A number of useful minerals are present, and first steps are being taken to process ore locally. Lastly, appropriate legislation is already in place to deal with toxic materials.
Footnote |
† Electronic supplementary information (ESI) available. See DOI: https://doi.org/10.1039/d2ee01343f |
This journal is © The Royal Society of Chemistry 2022 |