Introduction
The international community is pursuing ways to curtail anthropogenic greenhouse gas (GHG) emissions to minimize the impacts of climate change. Notably, the 2015 Paris Climate Accords target a temperature rise to well below 2°C, with efforts to limit the rise to 1.5°C.
1Adoption of the Paris agreement. UNFCC.
Although strategies for achieving this have largely been left to individual countries, the Intergovernmental Panel on Climate Change (IPCC) has indicated that to limit the rise to 1.5°C, GHG (i.e., equivalent CO
2 or CO
2e) emissions must be curtailed with an estimated total remaining carbon budget of 300–900 GtCO
2e (17%–83% confidence).
2The physical science basis. IPCC, 2021: summary for policymakers.
One of the major impediments to reaching these climate goals is transitioning to carbon neutral sources of energy in a cost-effective manner. A significant fraction of GHG emissions occur during the burning of fossil fuels for transportation, heat, and electricity. To benefit from industrial process electrification and the growth of electric vehicles, it is critical to accelerate the implementation of low-carbon energy sources into the electrical grid mix. Increasingly, renewable energy technologies, specifically photovoltaics (PV), have become more cost-effective and are produced at a sufficiently large scale to be plausibly considered as a part of the solution as the era of global Terawatt (TW) scale PV is reached, with projections of 1 TW of installed PV capacity by 2023.
3- Haegel N.M.
- Atwater H.
- Barnes T.
- Breyer C.
- Burrell A.
- Chiang Y.-M.
- De Wolf S.
- Dimmler B.
- Feldman D.
- Glunz S.
- et al.
Terawatt-scale photovoltaics: transform global energy.
The present PV market is dominated by two technologies. The most prevalent technology, silicon (Si) PV, has greater than 90% of the global market share.
4Photovoltaic Manufacturer Capacity, Shipments, Price & Revenues 2020/2021. Report SPV-Supply9.
Cadmium telluride (CdTe) PV makes up ∼90% of the balance, with the vast majority of the rest made up by copper indium gallium selenide (CIGS). CdTe notably comprised 40% of the US axis-based tracking market, according to the 2019 US Energy Information Administration (EIA) Annual Electric Generator Report.
5EIA
Construction cost data for electric generators installed in 2019. EIA. July 14, 2021.
Based on analysis of EIA data, CdTe is found to account for ∼25% of cumulative US installations >1 MW. This work focuses on these two technologies; however, many of the conclusions for CdTe could be extrapolated to other thin-film PV technologies (e.g., perovskite PV) that emerge at scale.
While clearly both Si and CdTe PV provide significant benefits over traditional fossil fuel energy sources, it is instructive to look beyond the traditional cost and efficiency metrics for which these technologies are typically evaluated. A life cycle assessment (LCA) is performed that examines the impact in terms of embodied energy, energy payback time (EPBT), and embodied carbon to better understand their costs and contributions in the transition to carbon neutral electricity. Here, the term “embodied” is used to indicate the sunk costs (i.e., energy and GHG emissions) to complete the manufacture of a PV module. First, the new analysis is compared with a survey of previous analyses (details in
supplemental information) to support the validity of our analysis and illustrate the improvements in the present state of the art. Next, we examine the sources of the largest contributors to embodied energy and GHG emissions and assess the potential for recovery and reuse of the critical materials of the CdTe semiconductor (i.e., cadmium and tellurium) and their effect on these metrics. Then, the GHG emissions for the manufacturing of Si and CdTe PV are calculated for four electricity generation energy mixes representative of the European Union, United States, China, and India. Notably, electricity GHG emissions go to zero as the energy mix becomes carbon neutral. To frame the effects of the variations between technology and energy mix, the GHG emissions that would be generated in manufacturing 1 TW are evaluated, a value that the US Department of Energy (DOE) recently explored as a 2035 scenario in its Solar Futures Study.
6- Ardani K.
- Denholm P.
- Mai T.
- Margolis R.
- O’Shaughnessy E.
- Silverman T.
- Zuboy J.
Solar futures study. U.S. Department of Energy.
This is then contextualized in terms of the remaining global estimated carbon budget—namely, how to deploy PV while keeping within the budget. If the highest carbon-intensity scenarios are realized, we find that as much as 2%–14% of the remaining budget might be consumed to manufacture modules before accounting for their balance-of-system costs (e.g., racking and inverter). Finally, we ask through a technical lens, “How do we reduce the carbon impact of an already green technology?”
Discussion
The IPCC has estimated the world’s remaining carbon budgets to keep the temperature rise at 1.5°C and 2°C.
Figure 5 compares the embodied carbon of 1 TW of Si and CdTe modules made by different energy mixes to the 50% confidence levels of this remaining carbon budget. Although 0.1% of these budgets seems small, estimates of PV required to reach decarbonization goals range from 7 to 55 TW.
10- Victoria M.
- Haegel N.
- Peters I.M.
- Sinton R.
- Jäger-Waldau A.
- del Cañizo C.
- Breyer C.
- Stocks M.
- Blakers A.
- Kaizuka I.
- et al.
Solar photovoltaics is ready to power a sustainable future.
This translates to 2%–14% of the estimated remaining carbon budget if the highest embodied carbon cases are realized. Although this is likely a high estimate, even if it is within a factor of two, there is a clear benefit to understanding the “knobs” available to reduce the carbon impact of PV deployment. These knobs can be assigned to three general categories: energy grid mix, technology/technology advances, and recycling.
The effect of energy grid mix is the best understood knob. Unfortunately, manufacturing has typically been done using the most carbon-intensive mixes. The present-day and projected 2050 mixes illustrate the importance of this as it steps from a less-carbon-intensive (nuclear and renewable) to natural-gas-rich to more-coal-rich mix (
Figure 5). Comparing the 2020 mixes, there is a factor of almost two between the cleanest and dirtiest—creating near-term realizable incentive to shift the manufacturing location. Replacing the dirtiest sources in the projected 2050 scenarios leads to reductions of another factor of 2–3.
The comparison between the two dominant PV technologies highlights the importance of semiconductor choice and its technological advances. Some advances are nominally achievable by any technology. Advances may optimistically enable 26% efficiencies for both Si and CdTe in the next 15 years.
7- Wilson G.M.
- Al-Jassim M.
- Metzger W.K.
- Glunz S.W.
- Verlinden P.
- Xiong G.
- Mansfield L.M.
- Stanbery B.J.
- Zhu K.
- Yan Y.
- et al.
The 2020 photovoltaic technologies roadmap.
Increased energy yield per nameplate efficiency through advances such as bifaciality is another potential area for improvement. Although, at present, there is no accepted way to quantify the increased energy yield, with many factors such as the ground’s albedo playing a role, reports indicate gains from a few percent to as much as 25%.
7- Wilson G.M.
- Al-Jassim M.
- Metzger W.K.
- Glunz S.W.
- Verlinden P.
- Xiong G.
- Mansfield L.M.
- Stanbery B.J.
- Zhu K.
- Yan Y.
- et al.
The 2020 photovoltaic technologies roadmap.
Presently, bifacial designs are becoming prevalent in Si, but have not been achieved with thin films. Similarly, reduced degradation rates/increased module life can increase energy yield. The recent transition to a new defect chemistry in CdTe has led to performance warranties that now surpass Si (0.2%/year warranted degradation for CdTe compared with 0.55%/year for Si).
12First Solar
First Solar Series 6 CuRe advanced thin film solar technology module datasheet.
,39Longi-Solar. Longi Solar Hi-MO4m LR4-72HPH 430∼460M.
Although module lifetimes are presently 30 years for CdTe and 25–30 years for Si, the community is working toward 50-year warranties.
40- Peters I.M.
- Hauch J.
- Brabec C.
- Sinha P.
The value of stability in photovoltaics.
Improvements in efficiency and energy yield will ultimately only be adopted if they result in lower cost. Each of these advances has the potential to further reduce the environmental impact of PV, but at the tens of percent level. Reductions in glass usage, through thinning of glass or introduction of non-glass transparent backsheets for bifacial modules have the potential to further reduce the environmental impact.
Other differences are inherent to technology differences. As shown above, using the same energy mix (Mix 1), Si PV is inherently more energy intensive than CdTe (thin-film) PV, with 2.9× more embodied energy, 2.6× higher EPBTs, and 2.0× higher embodied carbon. Si had 76% of its energy embodied in the semiconductor compared with 0.4% for CdTe. The much larger embodied energy associated with Si relative to CdTe is due to several factors, including the ∼75-fold more material by volume required for the wafers plus kerf losses compared with 3 μm thick films, the increased purity requirement for Si, and the greater thermodynamic stability of SiO
2 (hence more energy required to strip the oxygen).
14- Liu Z.
- Sofia S.E.
- Laine H.S.
- Woodhouse M.
- Wieghold S.
- Peters I.M.
- Buonassisi T.
Revisiting thin silicon for photovoltaics: a technoeconomic perspective.
,16- Heath G.A.
- Silverman T.J.
- Kempe M.
- Deceglie M.
- Ravikumar D.
- Remo T.
- Cui H.
- Sinha P.
- Libby C.
- Shaw S.
- et al.
Research and development priorities for silicon photovoltaic module recycling to support a circular economy.
Although Si wafers can be made somewhat thinner, there is limited headroom. Since the vast majority of embodied energy and carbon in a CdTe module stems from its assembly energy and package, emerging thin-film (e.g., perovskite) modules could readily be estimated to have similar values.
Scaling PV beyond a TW can raise concerns associated from perceived scarcity (i.e., Te and Ag) and toxicity (i.e., heavy metals). As mentioned previously there are 4–5× more Te resources than is currently recovered from Cu byproducts alone, but there has been limited economic incentive to extract Te since the market is so small. Furthermore, in the present-market there is a disincentive to target Te-rich Cu deposits since miners are charged penalties by smelters when high Te concentrations are present.
27- Moats M.
- Alagha L.
- Awuah-Offei K.
Towards resilient and sustainable supply of critical elements from the copper supply chain: a review.
Conservatively, these resources provide sufficient Te resource to manufacture 1–2 TW of CdTe by 2050; in contrast, with appropriate incentives to develop non-Cu Te resources and thinning of the absorber layer could increase CdTe potential by an order of magnitude or more.
41Sustainability of photovoltaics: the case for thin-film solar cells.
For instance, there are underutilized Te resources outside of Cu deposits including Pb, Au, Ag, and Bi as well as decades of tailings which should facilitate relatively low-cost Te sources. If Te-rich ferromanganese resources on the ocean floor were to come into play (conservatively estimated at 9 million tonnes), there is sufficient Te for an additional 200 TW.
41Sustainability of photovoltaics: the case for thin-film solar cells.
,42- Hein J.R.
- Koschinsky A.
- Halliday A.N.
Global occurrence of tellurium-rich ferromanganese crusts and a model for the enrichment of tellurium.
Present Te resources could enable at least 25% annual CdTe growth through the end of this decade. For Si PV, similarly Ag scarcity/cost has been raised as a concern for large-scale deployment. As Ag is not a part of the Si absorber, it has been viewed as an important but less integral and limiting concern. There is active research in reducing the amount of Ag in contacts, and although previous targets to eliminate its use have been missed, it is likely that if scarcity limits growth, price signals will push the industry to an alternative.
43- Lo Piano S.
- Saltelli A.
- van der Sluijs J.P.
Silver as a constraint for a large-scale development of solar photovoltaics? Scenario-making to the year 2050 supported by expert engagement and global sensitivity analysis.
Interestingly, although direct Cd releases during manufacturing and fires for CdTe might raise toxicity concerns, a thorough life cycle analysis by Fthenakis et al. indicates that the amount of Cd emissions is two orders of magnitude lower than that for fossil fuels per GWh, which also emit As, Pb, Hg, and Ni.
44- Fthenakis V.M.
- Kim H.C.
- Alsema E.
Emissions from photovoltaic life cycles.
Due to the higher electricity requirements for manufacturing Si PV, an equivalent amount of CdTe PV results in lower Cd and other heavy metal emissions, but adding each to the grid will significantly reduce the heavy metal emissions relative to the present, fossil-fuel-powered grid. All of this being said, as manufacturing processes scale it is fair to scrutinize their environmental impacts and identify places for improvement.
The last knob is increasing the use of recycled materials. For Si, the biggest single contributor to embodied energy and carbon is the Si wafer, but it is unclear when there might be an established process, thus further research is warrantied. For CdTe, recycling is already occurring. The absorber recycling is motivated by criticality of materials rather than embodied carbon or energy. In both Si and CdTe, glass is presently down-cycled, presenting a potential opportunity for improvements. Al is readily recycled, although recent analysis has indicated that in addition to module materials racking presents another significant source of embodied energy and carbon.
45- Lennon A.
- Lunardi M.
- Hallam B.
- Dias P.R.
The aluminium demand risk of terawatt photovoltaics for net zero emissions by 2050.
Although clearly important, due to the desire to exponentially increase our deployment of PV, direct recycling is unlikely to strongly impact the spend rate of our carbon budget in the next couple of decades due to the warranted lifetime of PV.
The relative value of generating lower-embodied-carbon PV can be estimated in a couple of ways. The value associated with not generating carbon emissions can either be realized as a tax or as a cost to capture it post generation. First, direct air capture of carbon costs have been estimated to be ∼$500–$600/tCO
2 presently, with targets of $94–$232/tCO
2.
46- Keith D.W.
- Holmes G.
- St. Angelo D.
- Heidel K.
A process for capturing CO2 from the atmosphere.
Alternatively, while present carbon taxes vary widely ($0.08–$127/tCO
2e), estimates of pricing requirements to limit warming to less than 2°C suggest $50–$100/tCO
2e for 2030.
47Tax carbon emissions and credit removal.
Together, these indicate $50–$100/tCO
2e is a reasonable estimate of the value. For instance, this translates to an overlooked ∼$0.02–$0.04/W difference for Si versus CdTe when manufactured with energy mix 1.
Conclusion
This work provided an updated evaluation of the embodied energy, EPBT, and embodied energy of the dominant PV technologies (Si and CdTe) and put these in terms of the IPCC’s estimated remaining carbon budget. Specifically, state-of-the-art Si and CdTe PV modules were modeled to consider the effects of technological advances, PV type, energy grid mix, and recycling. It was found that as much as 2%–14% of the carbon budget might be consumed in producing the modules to achieve global decarbonization—this does not include balance of systems (e.g., framing and inverters).
While it is critical to replace carbon-emitting energy sources in as short a timeframe as possible, it is worth examining the embodied carbon and energy for the clean energy sources and establish key considerations to reduce their overall impact.
It was found that the biggest opportunities come from manufacturing on less-carbon-intensive energy mixes today (∼2×) with another factor of two to be gained as the grid decarbonizes. Due to the high embodied energy intrinsic to Si, CdTe was shown to have 2–3× lower impact than Si. This was because glass and Al contributed the most to environmental impacts, whereas the impact of CdTe itself was negligible. Other thin-film technologies, such as perovskite PV, produced at scale with a similar architecture (e.g., glass/glass construction with Al frames) would be expected to follow similar trends. Additional technological advances such as efficiency improvements and increased energy yield (bifaciality, improved lifetime) could provide double-digit percent gains. Although recycling was evaluated, given the expected recycling streams and growing demand for PV, recycling will not be a substantial factor in achieving decarbonization goals. Presently, recycling appears to be driven by criticality/perceived toxicity of materials and policy, but in next generation architectures and technologies, embodied energy may begin to drive circularity.
While in the United States, 25% of cumulative PV installations >1 MW are CdTe, the 2020 worldwide PV manufacturing capacity is very different, with >90% Si.
4Photovoltaic Manufacturer Capacity, Shipments, Price & Revenues 2020/2021. Report SPV-Supply9.
Waiting for CdTe or an emerging thin-film technology to scale up rather than implementing Si would be an incorrect lesson to take away from this analysis, as that would perpetuate existing emissions from fossil fuels. However, due to the scale of the challenge, any actions that lead to an increasing deployment of thin film and/or significant decreases in the embodied CO
2e emissions of globally deployed PV by changing the overall grid mix used to manufacture PV have demonstrable value in helping the world stay within its remaining estimated carbon budget.
Most PV is presently manufactured on a coal-rich grid; changing manufacturing location leads to ∼2× (present-day) swings in embodied carbon. Further reductions are possible with increased renewable grid penetration. Furthermore, thin-film technologies such as CdTe present an opportunity to reduce embodied carbon relative to Si PV by another ∼2×.
Data and code availability
This study leverages the Materials Flows through Industry (MFI) tool,
48Evaluating opportunities to improve material and energy impacts in commodity supply chains.
which is based on the US industrial sector supply chains and uses supply networks to aggregate associated energy and material requirements in a cradle-to-gate analysis. MFI also estimates energy related CO
2e (CO
2 equivalent) emissions, allowing for the determination of embodied carbon for a desired product. The reported emissions value includes methane and nitrous oxide in addition to CO
2. For the purpose of this paper, this is referred to as embodied carbon. Process data (referred to as recipes) in the MFI database are obtained from sources including the US Life Cycle Inventory database, the Ecoinvent v2.2 life cycle inventory database, and scientific literature.
49- Nicholson S.R.
- Rorrer N.A.
- Carpenter A.C.
- Beckham G.T.
Manufacturing energy and greenhouse gas emissions associated with plastics consumption.
In this work, updated CdTe and Si solar module recipes based on 2021 state-of-art were created in MFI. Although there are numerous reports of Si, CdTe reports are more limited and older. The goal was to enable a fair comparison by using the same analysis tool and process. For the Al frame and the glass, a new recipe was added to MFI. The specifics used in MFI can be found in the
supplemental information (LCA methodology). MFI outputs for kgCO
2e per manufactured mass was converted to kgCO
2e/kWh using an insolation of 1,700 kWh/m
2/year and module nameplate efficiencies, assuming no degradation over the rated module life. The highest performance module specifications were selected from the top manufacturers by size (First Solar and Longi).
For CdTe, the new recipe—adapted from an internal bottoms-up cost model recipe—includes recent updates to module size, a transition from a frameless to Al-frame design, and changes in layer compositions. In a preliminary analysis, the embodied energy approximations for a full device stack utilizing recipe component weights were analyzed to predict high-impact materials. This allowed further refinement and more in-depth evaluation of the high-impact components in the MFI database to ensure accuracy. Al, glass, and CdTe were determined to be the high-impact materials. The module efficiency was 19% and weighed 34.9 kg.
12First Solar
First Solar Series 6 CuRe advanced thin film solar technology module datasheet.
It should be noted that the manufacturing assembly energy for the MFI recipe (
Table S2) is conservative when compared with the reported environmental production declaration (see
supplemental information for more details).
The Si module recipe followed Jia et al., modeling a bifacial module with 72 PERC cells/144 half-cells with 166 mm sides.
50- Jia X.
- Zhou C.
- Tang Y.
- Wang W.
Life cycle assessment on PERC solar modules.
Due to the large number of reports on Si modules, a sensitivity analysis on the component weights was not performed. The module efficiency was 21.13% efficient and weighed 29 kg.
Acknowledgments
This work was authored by the National Renewable Energy Laboratory, operated by Alliance for Sustainable Energy, LLC, for the US Department of Energy (DOE) under contract no. DE-AC36-08GO28308. Funding was provided by the United States Department of Energy Office of Energy Efficiency and Renewable Energy's Advanced Manufacturing Office and Solar Energy Technologies Office.
The authors wish to thank Joe Cresko with the Advanced Manufacturing Office for his significant support and discussions conceptualizing the project; Billy Roberts for his contributions making the maps; Al Hicks for his contributions making graphics; Scott Nicholson and Shubhankar Upasani for their assistance with MFI; and Nancy Haegel, Alberta Carpenter, Joseph Berry, Mark Ruth, and James Burst for their useful discussions.
Author contributions
Conceptualization, S.B.R. and M.O.R.; methodology, S.B.R. and M.O.R.; investigation, H.M.W., S.B.R., and M.O.R.; writing – original draft, H.M.W., S.B.R., and M.O.R.; writing – review & editing, H.M.W., S.B.R., and M.O.R.; resources, M.O.R. and S.B.R.; supervision, M.O.R. and S.B.R.; project administration, S.B.R.; funding acquisition, M.O.R. and S.B.R.
Declaration of interests
The authors declare no competing interests.