Global renewable energy trends - Solar and wind move from mainstream to preferred - Deloitte
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Solar and wind move from mainstream to preferred Contents Executive summary | 2 Enablers | 4 Demand | 13 Conclusion | 20 Endnotes | 21 With its breadth of experience in working across the power and utilities value chain and renew- able energy sector, Deloitte helps clients anticipate the changing landscape and take advantage of emerging opportunities by bringing an approach to executable strategy that combines deep industry knowledge, rigorous analysis, and insight to enable confident action. Deloitte’s professionals can help clients uncover data-driven insights to inform vision, strategy, and decision- making; provide insight into current and expected market drivers; identify, analyze, and perform due diligence for acquisition opportunities; transform business models to capture new growth opportunities; and apply technologies to achieve business goals. Reach out to any of the contacts listed in this article for more information. 1
Global renewable energy trends Solar and wind move from mainstream to preferred Executive summary Having only recently been recognized as a “mainstream” energy source, renew- FIGURE 1 able energy is now rapidly becoming a preferred one. A powerful combination Renewables are best able to meet demand for reliable, affordable and of enabling trends and demand trends—evident in multiple developed and environmentally responsible energy developing nations globally—is helping solar and wind compete on par with conventional sources and win. ENABLING TRENDS technology T HE FIRST ENABLER is that renewables are seeking the most reliable, affordable, and environ- parity + integration reaching price and performance parity on the mentally responsible energy sources . grid and at the socket. Second, solar and wind Chief among these consumers are cities inte- can cost-effectively help balance the grid. Third, grating renewables into their smart city plans, new technologies are honing the competitive edge community energy projects democratizing access of wind and solar. to the benefits of renewables on and off the grid, emerging markets leading the deployment of Reliability, affordability, and environmental responsibility Renewable energy is renewables on their path to development, and cor- porations expanding the scope of their solar and DEMAND TRENDS rapidly becoming a wind procurement. These trends will likely continue to strengthen communities + cities + emerging markets + corporations preferred “mainstream” through two mutually reinforcing virtuous circles. energy source. The deployment of new technologies will help further decrease costs and improve integration. This will enable a growing number of energy con- Demand from energy consumers has mostly co- sumers to procure their preferred energy source alesced around three goals that the first three trends and accelerate national energy transitions across have enabled renewables to best fulfill. With varying the world. Source: Deloitte analysis. degrees of emphasis on each goal, consumers are Deloitte Insights | deloitte.com/insights 2 3
Global renewable energy trends Solar and wind move from mainstream to preferred Enablers Beyond the leading countries, wind and solar price parity is also within sight world- by the fact that Japan, Germany, and the United Kingdom have some of the poorest solar resources wide as the cost gap widens between these but are global solar leaders, while Africa and South and other generation sources. Except for com- America, respectively, have the greatest solar and bined-cycle gas plants, the LCOEs of all conven- wind resources, but these remain largely untapped.12 tional sources and nonintermittent renewables have As wind and solar capacities grow, many conven- L ONGSTANDING OBSTACLES TO greater de- of wind and solar intermittency, giving them more either remained flat (biomass and coal) or increased tional sources will start operating at lower capacity ployment of renewables have lifted, thanks to of the reliability required to compete with conven- (geothermal, hydropower, and nuclear) over the past factors, causing the LCOEs of both existing and the three enablers: rapidly approaching grid tional sources. From a price perspective, onshore eight years, while the LCOEs of onshore wind and new-build conventional projects to increase. The parity, cost-effective and reliable grid integration, wind has become the world’s lowest-cost energy utility-scale solar PV have, respectively, fallen by 67 cost of new solar and wind plants could eventually and technological innovation. Once dismissed as source for power generation, with an unsubsidized percent and 86 percent as the cost of components be not just lower than the cost of new conventional too expensive to expand beyond niche markets, LCOE range of US$30–60 per megawatt hour has plummeted and efficiency has increased—two plants, but also lower than the cost of continuing to solar and wind can now beat conventional sources (MWh), which falls below the range of the cheapest trends that are projected to continue.10 According run existing plants globally. This was already dem- on price while increasingly matching their perfor- fossil fuel, natural gas (US$42–78 per MWh).2 to Bloomberg New Energy Finance, onshore wind onstrated by Enel’s winning bid last year to build a mance. The idea that renewables present many By the end of 2017, onshore wind capacity had and solar PV generation costs have already fallen 18 combination of wind, solar, and geothermal plants integration problems in need of solutions has more than doubled over the 2011 capacity of 216 percent in the first half of 2018.11 In Europe, Japan, in Chile that will sell power for less than the cost of reversed: The integration of solar and wind is begin- gigawatts (GW): A total of 121 countries had de- and China, competitive auctions are a major factor fuels for existing coal and gas plants.13 ning to help solve grid problems. Finally, renewables ployed nearly 495 GW of onshore wind power, led further bringing down costs by driving subsidy-free Utility-scale solar and wind combined with are no longer waiting for supporting technologies to by China, the United States, Germany, India, Spain, deployment at lower prices. storage are increasingly competitive, pro- mature, but instead seizing cutting-edge technolo- France, Brazil, the United Kingdom, and Canada— Upgrading, or “repowering,” wind turbines in viding grid performance parity in addition gies to pull ahead of conventional sources. and onshore wind had reached price parity in these the developed world is also pulling global average to price parity. With the addition of storage, nine countries. In the United States, the lowest 3 costs downward by raising capacity factors. In ad- wind and solar become more dispatchable, eroding costs are in strong wind regions such as the Great dition, developing world costs could fall as global the long-held advantage of conventional energy I. Reaching price and perform- Plains and Texas, while the highest are in the developers and international organizations team up sources. While the cost of renewables plus storage ance parity on and off the grid northeast.4 Globally, the lowest costs are in the nine to facilitate project development. Such partnerships is higher, they can provide capacity and ancillary leading countries, as well as Eurasia and Australia.5 are helping resolve the resource dissonance created grid services that make them more valuable. Regu- The speed of solar and wind deployment and Utility-scale solar PV is hot on wind’s heels: It is their steeply declining cost curves have surprised the second-cheapest energy source. The high end of even the most optimistic industry players and ob- solar PV’s LCOE range (US$43–53/MWh) is lower OFFSHORE WIND AND CSP ALSO REACHING PARITY servers. Ahead of projections and despite lingering than that of any other generation source. A record 6 Offshore wind and concentrating solar power (CSP) are also reaching parity, with LCOE ranges that perceptions to the contrary, wind and solar power 93.7 GW—more than the total capacity in 2011 (69 intersect with the higher end of coal’s range, but remain above the range for gas-combined cycle. A have become competitive with conventional gen- GW)—was added globally in 2017 across 187 coun- record 4.9 GW of offshore wind came on line in 2017 across 15 countries, bringing the total capacity eration technologies across the top global markets, tries, bringing the total capacity to 386 GW, led by to 19.3 GW, mostly located in the United Kingdom, Germany, China, and Denmark.14 Offshore wind even without subsidies. China, Japan, Germany, the United States, Italy, has reached parity in Germany and Denmark and is projected to do so in the United Kingdom Wind and solar have reached grid price India, and the United Kingdom.7 Solar has reached between 2025 and 2030 and in China by 2024.15 The United States has only one offshore wind farm, but the project pipeline is growing, mostly along the highly competitive northern Atlantic coast. As parity and are moving closer to performance price parity in all these markets except Japan, one more projects are deployed, the LCOE of US offshore wind is expected to fall to levels in Europe and parity with conventional sources. In fact, the of the world’s highest-cost solar markets, primarily China, and reach parity within the next decade. In terms of plants that use CSP technology, Spain unsubsidized levelized cost of energy (LCOE) for due to high capital costs. As Japan transitions to (2.3 GW) and the United States (1.8 GW) lead the 4.9 GW, 15-country market, but neither has added utility-scale onshore wind and solar PV generation competitive auctions, solar price parity is expected capacity since 2013 and 2015, respectively. The other CSP markets, from highest to lowest capacity, has dropped even with or below most other gen- between 2025 and 2030. In the United States, the are South Africa, India, Morocco, United Arab Emirates, Algeria, Egypt, China, Australia, Israel, Italy, eration technologies in much of the world.1 While lowest costs are in the southwestern states and Cali- Thailand, Germany, and Turkey.16 The lowest LCOEs are in China and South Australia.17 CSP is not at resources such as combined-cycle gas turbines fornia.8 Globally, Australia has the lowest costs for parity anywhere yet, but a series of recent record-low auction results point to competitiveness with (CCGT) have more flexibility to follow the load solar PV and Africa has the highest due to invest- fossil fuels by 2020.18 By nature of its technology, CSP also includes storage, enabling performance curve, increasingly affordable battery storage and ment costs.9 parity with conventional energy sources. other innovations are helping smooth the effects 4 5
Global renewable energy trends Solar and wind move from mainstream to preferred latory and market structures determine whether markets have utility-scale projects that include that renewables plus storage can be combined reached when self-generation becomes less expen- the additional value can be monetized. But even storage. In the United States, the storage market with distributed resources and demand response sive than retail electricity bills. Commercial solar if the services cannot be sold, this combination is frontrunner, solar-plus-storage is already so com- to create “clean energy portfolios” that provide the PV has reached unsubsidized socket parity in parts more valuable because operators can supply more petitive in some markets that developer Lightsource same grid services for less than it costs to build a of all the top solar markets that are at grid parity, of their own needs and potentially time shift the has announced all its bids in the west will include new gas plant today, and less than it will cost to run except for India.23 Incentives such as tax credits and use of grid-supplied electricity to off-peak, cheaper storage.20 Factoring in the investment tax credit, the an existing one as early as 2026.22 net metering have made residential solar PV com- hours. Renewables combined with storage are United States will see solar-plus-storage projects at Utility-scale grid parity is not the only petitive in these markets too, and mandatory for also reaching price parity as lithium-ion battery parity beginning next year in Arizona, followed by factor, as distributed renewables such as new construction in California beginning in 2020. costs have fallen nearly 80 percent since 2010 and Nevada and Colorado, which will also feature wind- rooftop solar are reaching socket price and Solar installers are increasingly combining battery solar penetration has increased. All the top solar 19 plus-storage at parity. A recent RMI study shows 21 performance parity. In this case, price parity is storage with residential solar. US homeowners de- FIGURE 2FIGURE 2 The majority of countries The majority in the in of countries world have both the world havewind bothand solar wind andcapacity, solar capacity, and alland butall onebutofone the of topthe markets are at are top markets parity at parity Top solarTop market Top windTop solar market market Top market wind market Topwith bothwith market solar andsolar both windand capacity Solar andSolar wind capacity windand capacity wind below 1 MW capacity below 1 MW Only solar capacity Only Only wind solar capacity capacity Only wind capacity Both solar andsolar Both windand capacity wind capacity Asia and Asia and North America North America EuropeEurope MiddleMiddle East East Top windTop markets wind markets Top solar Top markets solar markets China China China China USA USA Japan* Japan* GermanyGermany GermanyGermany India India USA USA Spain Spain Italy Italy France France India India Brazil Brazil UK UK UK UK CanadaCanada *Of the top *Ofmarkets, Japan is the the top markets, only Japan is the only country that hasn’t country reached that hasn’t parity reached parity South America South America Africa Africa OceaniaOceania LCOE comparison (in $/MWh) LCOE comparison (in $/MWh) Wind Wind 30 30 60 60 Solar Solar 43 43 53 53 Gas combined cycle cycle Gas combined 42 42 78 78 Coal Coal 60 60 143 143 Note: TopNote: markets Top=markets >10 GW= >10 GW Source: Map based Source: Mapon based IRENA,onRenewable Capacity Statistics IRENA, Renewable Capacity2018; LCOE Statistics comparison 2018; based on based LCOE comparison Lazard,on Lazard, Levelized cost of energy Levelized cost analysis—version 11.0, November of energy analysis—version 2017. 11.0, November 2017. Deloitte Insights Deloitte| Insights deloitte.com/insights | deloitte.com/insights 6 7
Global renewable energy trends Solar and wind move from mainstream to preferred ployed as many residential storage systems in the PV systems installed in 2017 included storage.25 Wind and solar place downward pres- than any other generation source.34 In instances first quarter of 2018 as in the past three combined, Australia and Europe have more residential and sure on electricity prices. In theory, because where extreme weather conditions have tested grid mostly in California and Hawaii.24 Residential commercial rooftop solar than utility-scale solar solar and wind have zero marginal generation resilience, renewables compensated for fuel-based solar-plus-storage is currently cheaper than utility capacity, raising the prospect of distributed versus costs, they displace more expensive generators and resource shortfalls. Wind broke generation records retail rates in 19 US states, as well as in several utility-scale solar-plus-storage becoming the de- reduce electricity prices. In global practice, the de- when the United Kingdom faced a natural gas regions of Australia and Germany, where, respec- fining energy resource competition when grid and ployment of solar has flattened midday price peaks, shortage during a winter storm in 2018, and beat tively, 40 percent and 50 percent of residential solar socket parity are reached. while wind has lowered nighttime prices.28 Three- generation expectations in the United States when quarters of the top 20 US solar and wind states have coal piles froze during the 2014 polar vortex or FIGURE 3 electricity prices below the US national average; a soaked during Hurricane Harvey in 2017.35 Top onshore wind and solar II. Cost-effective and reliable quarter are among the nation’s 10 states with the Wind and solar can become important PV markets grid integration cheapest electricity, including the wind leader grid assets. Intermittent renewables are already Texas.29 Wholesale prices in the top European solar helping to balance the grid. For example, wind Wind One of the most often cited obstacles to the and wind market, Germany, Renewables have not been as difficult Brazil deployment of solar and wind energy has been their have more than halved over UK 13 Canada 12.3 intermittency. The situation is reversing: Wind and the past decade. In Denmark, Spain 12.3 23 France 13.1 solar may soon cease to appear as problems to be solved, but rather as solutions to grid balancing. which has the world’s highest share of intermittent renew- or costly to integrate as anticipated. India China 161.4 Indeed, renewables have not been as difficult or ables (53 percent), electricity What’s more, they have demonstrated 32.9 costly to integrate as anticipated. What’s more, they prices exclusive of taxes and have demonstrated an ability to strengthen grid levies are among the lowest an ability to strengthen grid resilience Germany 50.5 resilience and reliability and provide essential grid services. in Europe. Lawrence Berkeley National Laboratory esti- and reliability and provide essential The intermittency challenges of wind and solar may be overstated. Most countries and mates that once the United States reaches Denmark’s grid services. regions are at renewable penetration levels that penetration levels of 40–50 USA ROW 87.5 88.7 require minimal adjustments to the grid: Renew- percent renewables, some states will see the dawn power helped decrease the severity of most of the ables either barely register at the system level or of “energy too cheap to meter.”30 northern Midcontinent Independent System Op- require only small changes in operating practices Growing shares of wind and solar pair erator’s steepest three-hour load ramps in 2017.36 Solar and in the use of existing resources.26 In countries with greater grid reliability and resilience. But conventional generation still provides virtu- UK or regions with a high penetration of renewables, US states with the fewest outages are among the ally all essential grid reliability services related to Italy India 12.8 19.7 19 requiring more complex systemic changes, conven- top solar and wind states.31 Over the past decade frequency, voltage, and ramping. That may change, China tional energy sources are adjusting to enable more as wind production increased 645 percent in Texas, though, as smart inverters and advanced controls 130.6 renewables to be integrated cost-effectively. For the state’s grid reliability metrics significantly im- have enabled wind and solar to provide these USA 41.1 example, across the European Union, China, and proved. The grids of Germany and Denmark have 32 services as well or better than other generation India, operators have retrofitted conventional com- also become more reliable over the past decade, sources.37 When combined with smart inverters, bined heat and power plants to produce heat without even as the latter has seen wind and solar produce wind and solar can ramp up much faster than con- electricity, and coal and CCGT plants to provide 90 percent of the power consumed in its western ventional plants, help stabilize the grid even after Germany 42.4 additional flexibility and stability. Interconnection region for a fifth of the year. The interconnected the sun sets and the wind stops, and, for solar PV, with neighboring markets is another key tool that Danish and German grids are currently two of the show much higher response accuracy (respond Northern Europe and regions of the United States world’s most reliable. 33 European data shows that faster and with the required amount of power) than Japan ROW have successfully pursued, since the aggregation of unplanned outages form a minority of onshore any other source.38 Smart inverters can also turn 48.6 71.4 renewables spread over a larger territory can more and offshore wind outages, whereas most coal and distributed resources into grid assets with minimal cost-effectively smooth their output and eliminate gas plant outages are unplanned; onshore wind impact on customers and make these resources Note: Unit = GW curtailment. 27 has fewer and shorter outages and recovers faster visible and usable to utilities. The few jurisdictions Source: IRENA, Renewable capacity statistics 2018. Deloitte Insights | deloitte.com/insights 8 9
Global renewable energy trends Solar and wind move from mainstream to preferred FIGURE 4 tors by 30 percent by transforming production from integrated AI and driven significantly improved Three quarters of the top 20 US solar and wind states have a hundred-step, multiday process to one that takes accuracy and cost reductions for operators.43 For electricity prices below the US national average just a few steps and hours.40 Automation also has sig- example, the AI-based Sipreolico, Spain’s national All states have below-average electricity prices except for Massachusetts, California, nificant operational implications for offshore wind, wind forecasting system, halved the number of New York, New Jersey, and Kansas which accounts for more planned maintenance errors in 24-hour forecasts in seven years of op- Top solar state Top wind state Top solar and wind state outages per installed GW than any other generation eration. Hyperlocal AI forecasting models can now Average retail electricity price (c/kWh): Below national average Above national average technology.41 In July, the world’s largest offshore be implemented in a week almost everywhere.44 wind farm deployed fully automated drones and cut In addition, IBM is currently working with the US the inspection time from two hours to 20 minutes.42 National Center for Atmospheric Research to create 7.68 Looking ahead, crawling robots currently under the first global weather forecasting model, which 8.94 9.99 development will enable automated microwave and will bring AI capability to underserved markets.45 16.48 8.83 14.47 ultrasonic inspections of the internal structure and Another technology that could benefit under- materials in solar panels and wind turbines. served markets is blockchain. 9.38 13.38 9.05 Automated processes collect troves of data that The case for blockchain is compelling 8.39 8.55 AI can help analyze for predictive and prescriptive for energy attribute certificates. The elec- 8.72 10.49 purposes. tricity sector is rife with possible applications for 15.23 9.20 AI finetunes weather forecasting to opti- blockchain. One of the clearest use cases is energy 10.33 7.83 mize the use of renewable resources. Weather attribute certificate (EAC) markets—predomi- 9.59 forecasting is a key component in the integration nantly renewable energy certificates (RECs) in the United States and Guarantees of 8.43 Origin (GOs) in Europe. EACs are 9.91 Manufacturers are heavily investing conceptually simple: Each energy in these new technologies because attribute credit certifies 1 MWh of tradable renewable electricity they anticipate growing demand for generation. However, the tracking process involves a complex, expen- solar and wind power. sive, and time-consuming interplay Note: The average retail price per kWh is 10.41 cents. of multiple parties that is exposed Source: GTM Research and SEIA, US solar market insight, 2017 year in review, 2018, p. 8; American Wind Energy Association, to fraud. By providing a shared and “Wind energy in the United States,” 2018; US Energy Information Administration, “State electricity profiles,” January 25, 2018 (data for 2016). of renewables because weather shapes the avail- trusted master list of all transactions, blockchain Deloitte Insights | deloitte.com/insights ability of wind and solar resources, as well as their obviates the need for registry providers, brokers, leveraging these capabilities have mandated them technologies range from those streamlining the pro- consumption. On a cold windy day, both supply and and third-party verification.46 The automated (e.g., Quebec), allowed renewables to sell ancillary duction and operation of renewables (automation demand for wind power might increase, whereas process can become transparent, cheap, quick, and services in their markets (e.g., Italy), and/or created and advanced manufacturing) to those optimizing a windy night might see increased supply and un- accessible to small players. Blockchain EACs would new services markets (e.g., the United Kingdom).39 their use (AI in weather forecasting), improving changed demand. An AI system can process satellite also help resolve the many trust and bureaucratic the market for renewables (blockchain), and trans- images, weather station measurements, historical hurdles that are especially acute in developing forming the materials of solar panels and wind patterns, and data from wind turbine and solar countries, which have struggled to get EAC markets III. Technology for automated, turbines (advanced materials). These technolo- panel sensors to forecast weather, compare the fore- off the ground (see Powered by blockchain: Rei- intelligent, blockchained, and gies support the previous two trends by helping to casts against reality, and adjust its model through magining electrification in emerging markets).47 further decrease costs and facilitate integration. machine learning to produce increasingly accurate Both startups and established players have started transformed renewables Automation is dramatically cutting time forecasts. AI systems can process hundreds of exploring EAC blockchains, with a power company New technologies involving automation, arti- and costs for solar and wind production and terabytes of data and provide frequent forecasts and stock exchange recently partnering to create a ficial intelligence (AI), and blockchain, as well as operations. FirstSolar automated its US manu- at a highly granular level. National forecasting proof of concept.48 advanced materials and manufacturing processes, facturing plant last year and tripled the size of its systems in the leading solar and wind markets have can accelerate the deployment of renewables. The panels at a cost that undercut its Chinese competi- 10 11
Global renewable energy trends Solar and wind move from mainstream to preferred Meanwhile, two proven concepts have paved the way for paradigm shifts in the field of advanced and more applications. Perovskite modules may be commercialized as early as 2019.52 Demand materials and manufacturing. On the wind front, additive manufacturing is Advanced materials and manufacturing: paving the way for the use of new materials. Two Perovskite and 3D printing are poised to re- US national laboratories collaborated with the volutionize the solar and wind industries. industry to manufacture the first 3D-printed wind- C Perovskite has been the fastest-developing solar blade mold, significantly reducing prototyping costs ITIES, COMMUNITIES, EMERGING markets, TABLE 1 technology since its introduction, making efficiency and time, from over a year to three months. The 53 and corporations are increasingly driving gains that took silicon over half a century to achieve next frontier is to 3D print the blades. This would demand for renewables as they seek reliable, Top smart renewable cities57 in less than a decade. 49 In June 2018, a British enable use of new combinations of materials and affordable and increasingly clean energy sources. and German startup demonstrated a record 27.3 embedded sensors to optimize the blades’ cost and Thanks to the enabling trends, solar and wind Wind and solar Population share of annual percent conversion efficiency on perovskite-on- performance, as well as onsite manufacturing to power are now best positioned to deliver on all City (million) electricity silicon tandem cells in laboratory settings, beating eliminate logistical costs and risks. Manufacturers three of these goals. Smart renewable cities (SRCs) generated the laboratory record of standalone silicon cells. 50 plan to start with on-demand 3D printing of spare see renewables as an integral part of their smart city San Diego 1.4 33% Belgian researchers achieved similar efficiency parts at wind farms to reduce costs and downtime strategies; community renewable energy is empow- the following month, and both claim that over 30 for repairs.54 GE is already using additive manufac- ering consumers to access electrification or exercise Los Angeles 1 20% percent efficiency is within reach.51 Perovskite has turing to repair and improve wind turbine blades.55 electricity choice; emerging markets are embracing a simpler chemistry, the ability to capture a greater Manufacturers are heavily investing in these solar and wind as the best means to power their Jaipur 3 20% light spectrum, and higher efficiency potential than new technologies because they anticipate growing development strategies; and corporations are pro- Hamburg 1.8 14.8% silicon. Perovskite can also be sprayed onto surfaces demand for solar and wind power. curing renewables to improve their bottom line and printed in rolls, enabling lower production costs while greening their operations. Toronto 2.8 12% Bangalore 11 10% IV. Smart renewable cities Santiago 7.3 9% SRCs recognize that solar and wind can power Seoul 10.3 6.6% their smart city goals. Most of the world’s popula- tion now lives in growing cities, some of which Tainan 1.9 5.1% have taken a proactive “smart” approach to man- aging their infrastructure with connected sensor Paris 2.3 4.2% technology and data analytics. The focus of more Source: Deloitte analysis. advanced smart cities is to enhance quality of life, competitiveness, and sustainability (see Forces of change: Smart cities).56 Solar and wind are at the in- tersection of these goals because they contribute to with over a million people by their share of power depollution, decarbonization, and resilience while generation from wind and solar. San Diego is the enabling clean electric mobility, economic empow- global leader. Solar and wind already account for erment, and business growth. SRCs capitalize on over a third of its electricity mix, and the city has a this confluence. The biggest SRCs are doing this by 100 percent renewables target by 2035. San Diego transforming their existing infrastructure, while the is also a locally driven SRC—while the US govern- newest ones are building it from scratch. ment is stepping back from climate commitments, The biggest: Million-people SRCs. SRCs San Diego has vowed to continue its deployment of can be defined as cities with solar and/or wind renewables.58 The city also has a more ambitious power and a smart city plan that includes a re- renewable target than California’s statewide target. newable energy component. Table 1 lists the cities Meanwhile, the leading city in Asia, Jaipur, is a 12 13
Global renewable energy trends Solar and wind move from mainstream to preferred nationally driven SRC. India’s national government with storage, and features a bridge across the sea microgrids is their cost-effectiveness relative to fueled one in under a decade with a community created a 100 Smart Cities Mission that included a to Egypt. fuel-powered microgrids, a grid extension, kerosene energy model.70 Energy cooperatives are also the solar energy requirement.59 Jaipur does not have a While first-generation greenfield smart cities lamps, or diesel generators. Renewable microgrids pioneers of community energy in the United States, renewable target, but will benefit from ambitious were criticized for their ghost town aspect, resulting are also generally more reliable than the grids in as discussed in Deloitte’s Unlocking the value of state and national targets set this year. Jaipur’s from a focus on technology over people, these new developing countries.65 Nongovernmental organiza- community solar.71 Cooperatively owned utilities, key SRC initiative is rooftop solar powering of in- SRCs seek to weave into the existing urban fabric, tions (NGOs) have primarily initiated and funded driven by member customer demand, account for frastructure, beginning with eight metro stations with Peña Station serving as a “living lab” for Denver, these community energy projects. The advantage over 70 percent of US community solar programs,72 that will be entirely solar-powered during the day. 60 Quayside as a “model sustainable neighborhood” of community energy over other electrification while larger utilities account for the majority of Finally, the European leader Hamburg is a locally for Toronto, and NEOM as a “connectivity hub” for models is strong community buy-in and empower- capacity. Almost half of US households and busi- and supranationally driven SRC. While Germany Asia and Africa. Solar and wind power are integral ment. The same rationale applies to many island nesses cannot host a solar system for lack of suitable does not provide a national smart city strategy or to their plans. While Peña Station and Quayside are markets and remote areas in devel- While cities and communities are facilitate access to funding, the European Union small SRCs, they can provide proofs of concepts for oped countries. On the flipside, some provides many platforms and funding sources sup- technologies and business models that can then be communities in developed countries portive of SRC initiatives. Hamburg has drawn on scaled in big cities. NEOM can do the same at a much are pursuing community renewable increasingly relevant actors in the 61 these to help position itself as a European hub for greater scale. With so much freedom, the challenge energy as a means to go off grid. This renewable research and companies in addition to for greenfield SRCs is to narrow the options down to is notably the case in Australia, where deployment of solar and wind deploying renewables. These SRCs share the chal- a combination worth exploring. community energy grew strongly in lenge of transforming existing infrastructure and Greenfield renewable projects are also key to 2017.66 In an effort to generate elec- power in developed markets, the systems into smarter, more renewable ones. Greenfield SRCs can create them from scratch. areas that are not connected to an electric grid. tricity that’s more reliable, affordable, and clean than what their national national level is most relevant in The newest: Greenfield SRCs. Unencum- bered by legacy development, entrenched interests, V. Community energy grid provides, communities such as the Tyalgum Energy Project are emerging markets. and red tape, greenfield SRCs can build a model off and on the grid developing self-sufficient renewable city that showcases and tests the latest technology. microgrids that could sell excess power back to the or accessible roof space; community energy enables Peña Station Next is an aerotropolis that seeks to The original trend toward “community solar” grid or disconnect from it completely.67 them to buy electricity from a shared solar project capitalize on a strategic location at a train station has expanded into “community energy” with the In areas with developed electric grids, and receive a credit on their utility bill. Third-party between the booming city of Denver and its growing addition of storage and management systems that community energy provides shared owner- providers administer two-thirds of community airport—two stakeholders in this project. 62 The allow more flexibility. The expansion has resulted ship or access to wind and solar resources. solar capacity, primarily to commercial customers 382-acre community is powered with an islandable in new ways for community energy to serve off- Energy cooperatives are the most common struc- and mostly in Colorado, Minnesota, and Massa- rooftop solar-plus-storage microgrid owned by Xcel grid and on-grid areas. In off-grid areas, it can now tures and involve shared citizen ownership and chusetts, with utilities accounting for the rest and Energy and operated by Panasonic, another two provide electrification at price and performance operation of renewable resources. Germany is the primarily serving residential customers.73 Low key partners in the smart city’s development. The parity with other options. In on-grid areas, its global energy cooperative leader: Over two-fifths costs, customer demand for renewable energy, and National Renewable Energy Laboratory (NREL) is ability to power communities independently of the of renewable energy installed in the country last resilience concerns are driving the strong demand also partnering with the city to help create a net- grid fulfills resilience and self-determination goals. year was cooperative-owned, and Germany recently for community energy. The latter is reflected in zero energy and carbon-neutral community plan. In both situations, many countries have embraced implemented new rules to level the playing field Massachusetts’ Community Clean Energy Resil- In Canada, Quayside is a greenfield SRC located community energy as it democratizes access to the for energy cooperatives to participate in power ience Initiative (CCERI) grant program to protect within the top-10 SRC of Toronto. Rooftop and wall- benefits of renewables deployment. auctions.68 Denmark also strongly supports energy communities from electricity service interrup- mounted solar will power the 800-acre waterfront In off-grid areas, community renewable cooperatives, requiring a 20 percent local com- tions.74 Many communities that have experienced neighborhood developed in partnership with Alpha- energy can provide optimal electrification. munity share in all wind projects.69 The energy blackouts in the aftermath of natural disasters or bet’s Sidewalk Labs. 63 Finally, last year the Saudi Community energy in off-grid areas can be defined cooperatives have contributed to strong citizen severe weather events are turning to community Crown Prince announced a US$500 billion plan for as community-owned partnerships that enable engagement and support for the deployment of renewable microgrids as a resilience tool to protect a 10,000-acre greenfield SRC by the Red Sea called electrification and reinvest profits in the commu- renewables in these two countries. Spurred by a critical infrastructure. This is the case in Japan, NEOM, with the ambition of becoming an interna- nity. Projects mostly consist of solar-plus-storage national competition, the Danish island of Samsø which has a national resilience plan supportive of tional hub akin to Dubai. The plan envisions a city 64 microgrids in rural areas with sufficient popula- successfully transitioned from an entirely fossil community energy.75 running entirely on solar and wind power paired tion density. The main driver for solar-powered fuel-dependent market to a 100 percent renewables- 14 15
Global renewable energy trends Solar and wind move from mainstream to preferred FIGURE 5 While cities and communities are increasingly received US$1.34 billion in wind and solar invest- the most marginalized unelectrified populations relevant actors in the deployment of solar and wind Emerging markets are overtaking ments from 13 investor countries. 78 in low-density areas, pay-as-you-go solar home power in developed markets, the national level is developed countries in solar and wind Even without China, emerging markets systems are often the best electrification option. most relevant in emerging markets. capacity deployment are driving renewable energy growth and The International Energy Agency estimates that in have the greatest potential to drive future the next two decades, most people without elec- China Emerging markets Developed markets growth. Emerging markets sans China are not tricity will gain access through decentralized solar VI. Emerging markets as Wind ahead of the developed world in terms of wind and PV systems and microgrids.83 leading markets 220 241 260 solar capacity added annually, but China’s share of Emerging markets are incubating inno- 235 emerging markets’ added capacity decreased from vation. Developed countries have benefitted from 199 212 185 The solar and wind industries and markets 141 2016 to 2017 for both wind and solar.79 In other areas, market and product designs that initially took off started and matured in the developed world (defined emerging markets outside of China are leading the in emerging countries. For example, renewable as the 33 high-income OECD members), but their way. Auctions for solar and wind capacity hit their energy auctions are a trend that emerging markets center of gravity has shifted to emerging markets most recent records in Mexico and the United Arab embraced first and that has brought steep declines (all nondeveloped countries). In 2013, emerging Emirates (UAE), which, respectively, recorded the in renewable prices across the globe.84 Some solar 148 161 markets surpassed the developed world in onshore 131 world’s lowest bids for wind and solar in 2017. Auc- and wind products designed in and for emerging 96 wind growth, and in 2016, solar PV growth; in 2017, tions have helped turn India into the world’s most markets are also now being deployed in developed they accounted for 63 percent of global new invest- competitive renewables market, with new players markets in a process of reverse innovation. For 2014 2015 2016 2017 ment in renewable energy, widening the investment joining the fray.80 India and Turkey doubled their example, microgrids designed to electrify off-grid gap with developed countries to a record high.76 Solar solar capacities in 2017, and the former recently areas in developing countries have found applica- Today, their cumulative capacity is on the verge of 213 raised its already lofty renewable energy target tions in remote mines in developed countries.85 189 161 173 surpassing that of the developed world (figure 5). 133 103 to 227 GW by 2022.81 Emerging markets have ac- More broadly, corporations play a growing role 59 Emerging markets have helped bring down the cost counted for all new CSP capacity over the past two in facilitating transfers between developed and de- of renewables, allowing them to leapfrog developed 36 years; South Africa was the only country to bring veloping countries that promote renewable energy countries in the deployment of renewables, pursue new CSP capacity on line in 2017, while the UAE an- growth. less carbon-intensive development, and innovate in 131 nounced the world’s largest CSP project, slated to be 78 ways that also benefit the developed world. 43 operational in 2020. The countries with the highest 25 As the global leader, China is propelling 2014 2015 2016 2017 renewable energy investment as a share of GDP are VII. The growing scope of the ascent of emerging markets in renew- also all emerging markets, including the Marshall corporate involvement able energy growth. China recorded the largest Wind and solar Islands, Rwanda, Solomon Islands, Guinea Bissau, 473 solar and wind growth and total installed capacities 431 and Serbia.82 Finally, the largest untapped market Corporations are procuring renewable energy 408 in 2017 and is the only market above 100 GW for 381 for electrification, Sub-Saharan Africa, presents a in new ways, with a growing number of industry 314 both sources. China alone accounted for over half 332 244 huge opportunity for renewable energy growth. For sectors involved. Power purchase agreements of new solar capacity installations as well as two- 177 (PPAs) are becoming the preferred tool as corpo- thirds of global solar PV panel production in 2017. rations become increasingly concerned about the Eight of the top ten solar PV suppliers are Chinese, Even without China, quality of their procurement: The gold standard is and the top three Chinese wind companies together account for the largest wind market share.77 China 225 292 emerging markets are additionality, that is, assurance that the procure- ment creates measurable, additional renewables 174 is also the only country to rank among both the top 10 recipients of emerging market cross-border clean 122 driving renewable energy capacity. PPAs provide the greatest additionality, but are primarily accessible to large corporations. investment and the top 10 investors, and the only 2014 2015 2016 2017 growth and have the Aggregation is starting to expand access to smaller greatest potential to drive emerging market among the latter. From the record Note: All numbers are in thousand MW. players. The largest corporations are also requiring cross-border clean investment year of 2015 through Source: Capacities calculated from IRENA, and helping smaller companies to procure renew- Renewable capacity statistics 2018. the first half of 2017, China invested US$2.23 billion in wind and solar in 11 other emerging markets, and Deloitte Insights | deloitte.com/insights future growth. ables as they have encompassed supply chains in their renewable targets. 16 17
Global renewable energy trends Solar and wind move from mainstream to preferred PPAs are the most rapidly growing cor- share the same drawbacks. PPAs are available in 35 procurement markets, and information technology to jointly execute a utility-scale PPA. Some project porate procurement tool. Corporations sourced countries and rapidly spreading. In 2017, corpora- remains the leading sector. However, companies in developers are now meeting these smaller compa- 465 terawatt hours (TWh) of renewables globally tions signed a record 5.4GW of renewable energy other sectors are increasing renewable procurement nies halfway by aggregating a series of PPAs. Last in 2017 through self-generation or procurement. 86 PPAs in 10 countries. 87 By the end of July 2018, as well, and emerging markets are making it easier. year, a Fortune 1000 company signed a PPA for 10 Three procurement tools are available to various corporations had already far surpassed this record, Emerging markets India and Mexico also offer a full percent of an 80 MW wind project. The company extents across the 75 countries where corporations with 7.2 GW purchased in 28 markets. PPAs offer 88 toolkit and are seeing growing multinational and will benefit from the project’s economies of scale, are sourcing renewables: EACs, utility green pro- greater additionality and cost savings over EACs national corporate procurement. while the developer will benefit from a diversified curement programs (UGPs), and PPAs. and UGPs, but also over typical electricity prices. A corporate compound effect can be customer base and financial risk pool consisting of EACs, the most widely used procurement tool, However, they are more difficult for smaller players achieved through aggregation and supply several smaller companies.91 This same company are available in 57 countries and are easy to procure. to access. They are a preferred tool for companies chains. Two-thirds of Fortune 100 companies more recently collectively purchased 290 MW of They allow companies to certify compliance with with electricity costs exceeding 15 percent of op- have set renewable energy targets and are leading renewable capacity with three companies, including government renewable requirements or voluntary erational expenditures.89 Most of these companies global corporate procurement through PPAs. Many a top procurer of renewables that provided access targets. However, they do not capture the full cost actively manage energy procurement since it repre- of them have joined RE100, a group of 140 compa- and favorable PPA terms the other partners would benefit of renewables and may not always provide sents a significant outlay. nies (as of September 2018) that have committed not have been able to otherwise secure. The scope additionality. UGPs are available in 39 countries, All three tools are available in North America to sourcing 100 percent of their electricity from re- of corporate procurement is also growing through mostly in Europe, but are the least used and least and most European countries. These developed newables.90 These are all positive developments, but supply chains. A third of RE100 companies have transparent tool. They are often tied to EACs and countries continue to be the leading corporate the renewable corporate procurement momentum expanded the 100 percent renewables target to en- can only be sustained if many smaller companies compass their supply chain. This larger scope has FIGURE 6 join the effort and are able to access the full corpo- the additional benefit of bringing multinational rate procurement toolkit. As argued in Deloitte’s corporate expertise and capital to the renewables Most developed markets offer all three corporate procurement tools 2017 report Serious business: Corporate procure- sector in emerging markets. A leading corporate ment rivals policy in driving growth of renewable procurer of renewables recently created a US$300 energy, small- and medium-sized businesses rep- million clean energy fund to invest in the develop- resent the next wave of opportunity. Through ment of 1 GW of renewable energy in China, a model EAC + PPA Brazil, Chile, Jordan aggregation, smaller players can form partnerships it hopes to replicate elsewhere.92 EAC PPA EAC + UGP PPA + UGP China Bulgaria EAC + PPA Morocco Algeria Columbia Czech Republic + UGP Argentina Croatia Estonia Burkina Faso Australia Italy Cyprus Greece Egypt Austria Mexico Guatemala Hungary Eritrea Belgium Netherlands Honduras Japan Ghana Canada Norway Israel Latvia Kenya Denmark Portugal Malaysia Lithuania Namibia Finland Sweden Malta Luxembourg New Zealand France Thailand Philippines Poland Panama Germany UAE Romania Korea Iceland UK Saudi Arabia Singapore India USA Switzerland Slovakia Ireland Turkey Slovenia Uganda South Africa Spain South Sudan UGP Source: IRENA, “Corporate sourcing of renewables: Market and industry trends,” 2018. Deloitte Insights | deloitte.com/insights 18 19
Global renewable energy trends Solar and wind move from mainstream to preferred Conclusion Endnotes 1. The LCOE is the $/MWh measure of power generation costs that accounts for the capital costs, operations and maintenance costs, capacity factors, and fuel costs of a given technology, averaged over its lifetime. It enables an apples-to-apples cost comparison of different energy resources. S OLAR AND WIND power recently crossed a come closest to meeting three energy consumer pri- 2. Lazard, Levelized cost of energy analysis—version 11.0, November 2017. new threshold, moving from mainstream to orities: reliability, affordability, and environmental 3. Capacities calculated from IRENA, Renewable capacity statistics 2018, March 2018; CSIS, BNEF’s new energy outlook preferred energy sources across much of the responsibility. In leading renewable markets such as 2018, June 20, 2018 (for China, India, and the United States); Canadian Wind Energy Association (for Canada); globe. As they reach price and performance parity Denmark, supranational, national, and local com- EIA, Levelized cost and levelized avoided cost of new generation resources in the Annual energy outlook, March 27, with conventional sources, demonstrate their ability munity interests are aligned on these goals. In others, 2018 (for the United States); France Energie Eolienne, Un vent de transition, accessed September 3, 2018 (for to enhance grids, and become increasingly competi- such as the United States and Australia, where the France); Fraunhofer ISE, Levelized cost of electricity: Renewable energy technologies, March 2018 (for Germany); GTM, The transformation of solar and the future of energy, May 1, 2018 (for the United States); IRENA, Renewable tive via new technologies, deployment obstacles and national leadership is retreating on decarbonization power generation costs in 2017 (for Brazil, Canada, China, France, Germany, India, Spain, the United Kingdom, ceilings are dissolving. Already among the cheapest efforts, cities, communities, and corporations have and the United States); and UK Department for Business, Energy & Industrial Strategy, Electricity generation costs, energy sources globally, solar and wind have much become the most relevant actors. They have stepped November 2016 (for the United Kingdom). further to go: The enabling trends have not even run up to fill the vacuum and demand has continued to 4. US Department of Energy, 2016 wind technologies market report, 2016. their full course yet. Costs are continuing to fall, and grow. Finally, the emerging markets that will see successful integration is proceeding apace, under- the most significant growth in electricity demand as 5. REN21, Renewables 2018: Global status report, 2018. girded by new technologies that are bringing even they develop and/or electrify have leapfrogged into 6. Lazard, Levelized cost of energy analysis—version 11.0. greater efficiencies and capabilities. a position of solar and wind leadership. The case for Meanwhile, the demand for renewables is renewables has never been stronger. 7. Capacities calculated from IRENA, Renewable capacity statistics 2018. inexorably growing. Solar and wind power now 8. US Department of Energy, 2016 wind technologies market report. 9. REN21, Renewables 2018: Global status report. 10. IRENA, Renewable power generation costs in 2017 (for biomass, geothermal and hydro); Lazard, “Summary findings of Lazard’s 2017 levelized cost of energy analysis” (for coal and nuclear); CSIS, BNEF’s new energy outlook 2018; and GTM, The transformation of solar and the future of energy. 11. Jeremy Hodges, “Fossil fuels squeezed by plunge in cost of renewables, BNEF says,” Bloomberg, March 28, 2018. 12. IRENA, “VAISALA global wind and solar datasets,” accessed September 3, 2018. 13. Russell Gold, “Global investment in wind and solar energy is outshining fossil fuels,” Wall Street Journal, June 11, 2018. 14. IRENA, Renewable capacity statistics 2018. 15. Fraunhofer ISE, Levelized cost of electricity: Renewable energy technologies; Jeff St. John, “Offshore wind reaches cost-competitiveness without subsidies,” GTM, June 8, 2017; Danish Energy Agency, “Levelized cost of energy calculator,” accessed September 3, 2018; UK Department for Business, Energy & Industrial Strategy, Electricity generation costs; Hodges, “Fossil fuels squeezed by plunge in cost of renewables, BNEF says.” 16. IRENA, Renewable capacity statistics 2018. 17. REN21, Renewables 2018: Global status report; Lazard, Levelized cost of energy analysis—version 11.0. 18. IRENA, Renewable power generation costs in 2017. 20 21
Global renewable energy trends Solar and wind move from mainstream to preferred 19. Claire Curry, Lithium-ion battery costs and market, Bloomberg New Energy Finance, July 5, 2017. Lithium-ion 32. New York Times, “Can you guess these three surprising energy trends?,” July 14, 2018; Beth Garza, “Wind Integra- battery prices fell by almost a quarter last year alone. Brian Eckhouse, Dimitrios Pogkas, and Mark Chediak tion in ERCOT,” presentation at EIA conference, June 4, 2018. “How batteries went from primitive power to global domination,” Bloomberg, June 13, 2018; Paul Denholm, Josh 33. Energinet, Security of electricity supply report 2017, 2017; International Energy Agency, “Status of power system Eichman, and Robert Margolis, “Evaluating the technical and economic performance of PV plus storage plants,” transformation 2018: Advanced power plant transformation.” National Renewable Energy Laboratory, August 2017. 34. Most recent data for Europe (2010-2016). European Commission, VVA, Copenhagen Economics, Neon, and De- 20. Julian Spector, “Lightsource: No more solar bids without energy storage west of the Colorado,” GTM, May 7, 2018. loitte, Study on the quality of electricity market data of transmission system operators, electricity supply disruptions, 21. BNEF, “Utilities see value in storage alongside PV, and will pay,” June 12, 2017; Peter Maloney, “How can Tus- and their impact on the European electricity markets, March 2018. con Electric get solar + storage for 4.5c/kWh?,” Utility Dive, May 30, 2017; Julian Spector, “Nevada’s 2.3-cent bid 35. Jason Deign, “What beastly weather says about UK energy security,” GTM, March 22, 2018; Robbie Orvis and Mike beats Arizona’s record-low solar PPA price,” GTM, June 12, 2018; Julian Spector, “Breaking down the numbers for Boyle, “DOE rulemaking threatens to destroy wholesale markets with no tangible benefit,” Utility Dive, October Nevada’s super-cheap solar-plus-storage,” GTM, June 15, 2018; Jason Deign, “Xcel attracts ‘unprecedented’ low 2, 2017; Brian Eckhouse, “Harvey pushed this Texas wind farm all the way to the max,” Bloomberg, September prices for solar and wind paired with storage,” GTM, January 8, 2018. 1, 2017. 22. Assuming a gas price of $5/MMBtu. Mark Dyson, Alex Engel, and Jamil Farbes, The economics of clean energy 36. Twite, “Forget the duck curve.” portfolios, Rocky Mountain Institute, May 2018. 37. A CAISO and NREL study conducted with FirstSolar shows “how the development of advanced power controls 23. CSIS, BNEF’s new energy outlook 2018. can leverage PV’s value from being simply an intermittent energy resource to providing services that range 24. WoodMackenzie, US energy storage monitor, June 5, 2018. from spinning reserves, load following, voltage support, ramping, frequency response, variability smoothing and frequency regulation to power quality”. Clyde Loutan and Vahan Gevorgian, Using renewables to operate a low- 25. John Farrell, “Reverse power flow,” Institute for Local Self-Reliance, July 2018; REN21, Renewables 2018: Global carbon grid: Demonstration of advanced reliability services from a utility-scale solar PV plant, California ISO, NREL, status report. FirstSolar, 2017. Wind power can provide “synthetic inertia.” Peter Fairley, “Can synthetic inertia from wind power 26. The IEA refers to these as phase 1 and 2 issues. International Energy Agency, “Status of power system transfor- stabilize grids?,” IEEE Spectrum, November 7, 2016. mation 2018: Advanced power plant transformation,” May 2018. 38. International Energy Agency, “Status of power system transformation 2018.” Solar and wind inverters can pro- 27. International Energy Agency, Large-scale electricity interconnection, 2016; California ISO, “Exploring a regional in- vide short circuit power without active power feed-in. Dena German Energy Agency, Ancillary services study 2030, dependent system operator,” accessed September 3, 2018; International Energy Agency, “Status of power system July 3, 2014. Solar PV inverters can provide reactive support and voltage control by using grid power when solar transformation 2018: Advanced power plant transformation,”; Wind power helped decrease the severity of most PV power is unavailable. National Renewable Energy Laboratory, “Demonstration of essential reliability services of MISO North’s steepest ramps in 2017. Andrew Twite, “Forget the duck curve. Renewables integration in the by utility-scale solar photovoltaic power plant: Q&A,” April 27, 2017; Loutan and Gevorgian, Using renewables to Midwest is a whole other animal,” GTM, June 21, 2018. The most highly interconnected country, Denmark, has operate a low-carbon grid. virtually no curtailment. Gerard Wynn, “Power-industry transition, here and now,” Institute for Energy Economics 39. Ibid; Peter Behr, “Gas, renewables can replace coal with stronger rules–NERC,” E&E News, December 15, 2017; and Financial Analysis, February 2018. ENTSOE, “Need for synthetic inertia (SI) for frequency regulation,” January 31, 2018; Fairley, “Can synthetic in- 28. Joachim Seel, Andrew Mills, and Ryan Wiser, “Impacts of high variable renewable energy futures on wholesale ertia from wind power stabilize grids?,”; International Energy Agency, “Status of power system transformation electricity prices, and on electric-sector decision making,” Lawrence Berkeley National Laboratory Electricity 2018,”; Emiliano Bellini, “Italy opens ancillary services market to pilot renewable energy and storage projects,” PV Markets and Policy Group, May 2018. Magazine, May 9, 2017; Joseph Eto et al., “Frequency control requirements for reliable interconnection frequency response,” Lawrence Berkeley National Laboratory, February 2018. 29. GTM Research and SEIA, US solar market insight: 2017 year in review, 2018; American Wind Energy Association, “Wind energy in the United States,” 2018; US Energy Information Administration, “State electricity profiles,” Janu- 40. Chris Martin, “First Solar is using robots to better tap the sun,” Bloomberg Businessweek, January 24, 2018. ary 25, 2018 [data for 2016]. 41. Most recent data for Europe (2010-2016). European Commission, VVA, Copenhagen Economics, Neon, and De- 30. The Electric Reliability Council of Texas (ERCOT) would see prices close to zero for 15% of the year. See Mills and loitte, Study on the quality of electricity market data of transmission system operators, electricity supply disruptions, Wiser, “Impacts of high variable renewable energy futures on wholesale electricity prices, and on electric-sector and their impact on the European electricity markets. decision making”; United States Atomic Energy Commission, “Remarks prepared by Lewis L. Strauss,” September 42. Priyanka Shrestha, “Orsted drones on about robotic wind turbine blades inspection,” Energy Live News, July 18, 16, 1954. 2018. 31. Based on System Average Interruption Frequency Index (SAIFI) figures for 2016, the latest available EIA data. 43. A PV plant in Sardinia increased revenue following more accurate AI forecasting. Rosaria Ciriminna et al., “New System Average Interruption Duration Index (SAIDI) figures are not considered here because the high ranking energy and weather services in the context of the energy transition,” Energy Technology, September 21, 2017; of North and South Carolina primarily reflect the effects of Hurricane Matthew. The states with the highest SAIFI Better AI-based forecasting through NCAR saved Xcel $60 million. Quirin Schiermeier, “And now for the energy rates are Maine, Alaska, Louisiana, and West Virginia; the states with the lowest SAIFI rates are Nevada, Arizona, forecast,” Nature, July 14, 2016. New York (among the top 20 solar and wind states), and Nebraska (a top 20 wind market). David Darling and Sara Hoff, “Average frequency and duration of electric distribution outages vary by state,” US Energy Information 44. Engerati, “Utilities and machine learning–the use cases,” January 12, 2018. Agency, April 5, 2018. 45. Jon Walker, “AI for weather forecasting–in retail, agriculture, disaster prediction, and more,” TechEmergence, October 7, 2017. 22 23
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