Electricity Distribution - IER - The Institute for Energy Research

08, Sep. 2025

 

Electricity Distribution - IER - The Institute for Energy Research

Contents

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  • History of Electricity Distribution
  • How Electricity Distribution Works
  • The Economics of Electricity Distribution
  • The Future of Electricity Distribution

Electricity makes our lives better, brighter, and cleaner. After electricity is generated at a power plant and transmitted on high-voltage power lines, it is then distributed to our homes and businesses on local power distribution lines. This page focuses on electricity distribution—the final stage in electricity delivery. Distribution is the most familiar portion of electricity supply—we see the power lines that run along streets and reach our homes, we pay electricity bills to distribution companies, and we deal with those companies when bad weather knocks out our power. This page tells the story of how electricity distribution has evolved over time and of the innovations that are reshaping how energy is delivered today.

History of Electricity Distribution

In , Thomas Edison built the first electricity distribution system in the U.S. This system carried power from his Pearl Street Station in lower Manhattan to a few customers in the immediate area (within about one square mile). Given the generator’s proximity to the people using power, distributing the electricity from Pearl Street was a small operation compared to the large distribution grids of today. But because it was America’s first grid (Edison had opened a similar plant earlier in in London), many of the components had to be invented. Edison’s electricity-related work in motivated his biggest year ever for patents—he completed 106 successful applications in that year alone.[1]

When Edison switched on the power, 52 light bulbs at the New York Times offices glowed for the first time. Awestruck by Edison’s feat, the Times writers described the new incandescent lighting as “soft, mellow, and grateful to the eye…without a particle of flicker to make the head ache.”[2] Edison’s design was revolutionary in that for the first time in history, the energy user was separated from the energy source (and related nuisances and dangers like soot, smoke, and open flame). By replacing the practice of burning candles and lamps, Edison’s distribution system made lighting cleaner, safer, and more pleasant.

The glamour of Edison’s electric light disguised the enormous effort and cost associated with developing the distribution network. The small area of lower Manhattan powered by Pearl Street used 100,000 feet of underground wiring, and the total cost of establishing the station and local distribution network was $300,000 (about $6.8 million in today’s dollars). In fact, Pearl Street didn’t turn a profit until .[3]

Pearl Street inspired other inventors to come up with competing systems. By the late s, Edison’s distribution systems were vulnerable to competition from a more flexible and affordable option designed by Nikola Tesla, George Westinghouse, and others. Edison’s electricity systems used direct current (DC), while Tesla and others promoted the adoption of alternating current (AC) systems, in direct competition with Edison.

Source: Wikipedia Commons

By the late ’s, AC’s many advantages ultimately allowed it to displace DC as the standard for electricity distribution. For example, AC technology allowed power companies to use the same power plant to serve factories that demanded high-voltage power as well as residential customers who demanded low-voltage power. When the Pearl Street station closed in , it had been eclipsed by much larger and more efficient  systems—in just 13 years, new developments in the electricity industry made it obsolete.

DC distribution systems are incredibly rare in the U.S. today, but many applications for DC power still exist.[4] For example, many of our electronic devices such as mobile phones and computers run on DC power (hence the need for an AC adapter to convert socket power to DC on its way to the device). Batteries also supply DC, and many transit systems run on a DC-powered third rail.[5] Interestingly, small pockets of DC power grids still exist in some cities including San Francisco, but these areas are still linked to the AC distribution grid (via converters at the edges of the DC distribution system).[6]

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How Electricity Distribution Works

Today, the fundamentals of the electricity distribution system are similar to the first AC systems designed by Tesla and Westinghouse. After electricity is generated and moved along the high-voltage transmission system, it comes off the transmission grid at local distribution substations where the voltage is reduced or “stepped down” by special equipment called transformers. This process can take electricity of up to 765,000 volts and step it down to levels under 50,000 volts.[7] The distinction between transmission and distribution lines is not a hard and fast rule, but, generally speaking, distribution lines tend to have voltages below 50,000.

A substation near Denver takes power from the transmission grid and delivers it to the city. Source: Wikipedia Commons

How do transformers change electricity from high voltage to low? A transformer has two cores, each wrapped in copper wiring, with an electromagnetic field passing between them. When entering the transformer, the power travels through a core with many winds of copper wiring surrounding it. As it leaves the transformer, it passes the other core with many fewer winds, resulting in electricity with much less voltage. The concept sounds easy, but high-voltage transformers are a big investment—they each cost millions of dollars and weight hundreds of tons.[8]

Source: Wikipedia Commons

Low voltage electricity can then be distributed through cities and neighborhoods on local distribution power lines.[9] Before the electricity enters houses and business, it is usually stepped down in voltage once again on transformers near the customer (such as the pole-mounted transformers pictured below). For some industrial customers like factories, the voltage may still be relatively high as it reaches its destination, usually between 4,000 and 13,000 volts. The power that reaches most residential and commercial customers, however, comes in at 120 or 240 volts.[10]

Source: Wikipedia Commons

Metering the Electricity Used by Homes and Businesses

Once the electricity reaches its final destination, it runs through a meter for billing purposes. These meters have traditionally been electromechanical devices that measure the electricity as it passes through, like the one pictured below. Historically, an employee of the distribution company (a so-called meter reader) would come to read how much power had been used during the billing cycle.

Source: Wikipedia Commons

Today, meters are frequently more high-tech and can communicate with the distribution company without a meter reader going to the trouble of checking each meter individually. These new technologies are commonly referred to as “smart meters.” Smart meters use advances in information technology to allow the various pieces of the power grid (power generators, distributors and consumers) to communicate more effectively and in real time.

Collectively, these technology-enabled communications between different parts of the grid are referred to as the “smart grid.” As electric utilities convert analog features to digital, the grid is becoming smarter and allowing for new types of communication. For example, the smart grid allows customers with smart meters to change their consumption patterns (if they choose) by reacting to real-time prices in the wholesale power market.[11] It also allows power companies to better detect grid abnormalities or outages. However, replacing the existing infrastructure with a “smarter” one is expensive and can make the grid more susceptible to cyber security threats.[12]

What Happens When the Power Goes Out?

While the electrical grid is incredibly reliable, there are times when it fails. A key distinction to draw when discussion power outages is the difference between blackouts that are region-wide (transmission-related) and those that are localized (distribution-related). Blackouts that affect whole regions are rare in the U.S., but distribution systems are disrupted much more often.[13] This can occur when overhead lines contact trees, extreme weather events like wind and ice physically damage power lines, or when wildlife make contact with certain components.[14]

According to the Annual Blackout Tracker recorded by Eaton Corporation, there were 3,236 reported power outages in totalling over 89 days of outage time. The average blackout lasted 197 minutes , and a majority of them were a result of weather incidents and falling trees.[15] With digital technology, utilities are now better able to monitor the status of the grid in real time, correct problems quickly, and avoid outages by curtailing power.[16]

Why not bury power lines underground to avoid outages? As the following chart from the Energy Information Administration shows, converting distribution lines from overhead to underground is incredibly expensive. Even in new systems, the cost of burying lines underground can be five to ten times that of building overhead lines.

Source: Energy Information Administration

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The Economics of Electricity Distribution

Distribution is essentially the retail end of the electricity business. Currently, distribution makes up roughly 32 percent of the total cost of electricity—out of the 9.9 cents/kilowatt-hour (kWh) that Americans paid for electricity on average in , distribution accounted for about 3.1 cents/kWh.[17]

Retail Regulation

Early in the electrification of the U.S., state-level public utility regulators were concerned that electricity companies would use their near-monopoly power to exploit consumers. In response, regulators extended the reach of public utility commissions to regulate electric utilities in the same way they had regulated existing industries such as railroads. The same regulatory bodies created in the late 19th and early 20th centuries are still in place today.[18]

Most often, a state Public Utility Commission (PUC) establishes a maximum rate that power companies are allowed to charge their customers based on the cost of providing electricity. PUCs also scrutinize costs incurred by distribution companies under a “prudence” test before the costs can be recovered. Periodically, PUCs review existing rate structures or the underlying costs and make changes to ensure that the utilities remain viable while minimizing sharp rate increases.[19]

Retail Competition

Seventeen states and the District of Columbia now allow electricity customers to buy from competitive retail suppliers rather than the standard distribution company. This concept is known as retail competition or retail choice. The power sold by competitive suppliers still flows on the lines owned by the distribution company, but retail competition allows customers the choice to contract with a third-party supplier for power sold on the same infrastructure.[20]

These competitive suppliers often provide an array of service options, such as plans that hedge against price fluctuations or promote energy efficiency. Before entering a new market, competitive retail suppliers have to first seek approval from public utility commissions.[21] In , competitive retail suppliers provided 16 percent of U.S. retail sales.[22] The majority of customers who take advantage of competitive retail suppliers are in the commercial and industrial sectors, with the northeastern states, the mid-Atlantic states, and Texas leading the charge.[23] Overall, retail competition has had mixed results—some attribute rate increases to new retail choice policies, while others reject that argument.[24]

Distributed Generation

A recent shift in the economics of the distribution grid is the rise of distributed generation. Traditionally, we think of electricity being generated at a large power plant and sent over high-voltage transmission lines. This model—centralized generation—is the standard of electricity generation around the world. Distributed generation, in contrast, is smaller in scale and is located on-site. In the past, the biggest source of distributed generation was “cogeneration” facilities that produce steam for some industrial use but can also “co-generate” electricity with steam as well.

In recent years, smaller home or business-based distributed generation has become more popular as people install solar panels on their homes and businesses. Today in the U.S., more than 90 percent of all distributed generation comes from solar power.[25] Once installed, these panels essentially convert a home or business into a small power plant generating a portion of its own electricity while the sun is out. Most distributed generation facilities are still connected to the grid in order to have reliable access to electricity around the clock (at night or while clouds pass).

Net Metering

Any power produced by on-site generators can be used by the customer or cogeneration facility. If there is more electricity generated than is used on-site or in the home, that power can travel back through the meter and onto the distribution grid, providing power in those moments for other local customers. Customers feeding electricity back to the grid can present unique challenges for grid operators trying to manage supply and demand efficiently. For example, in cases such as Hawaii’s, unwanted solar energy that utilities are forced to take may add too much energy to an already-taxed system, increasing the risk of voltage spikes.[26]

Aside from the challenges for grid operators in balancing the flow of electricity, utilities also face economic challenges as net metering becomes more widely adopted. Unlike wholesale generators of electricity, which are paid wholesale prices for the electricity they generate, distributed generation customers (i.e. generally customers with solar panels on their homes) are typically paid the full retail rate for the electricity they feed to the grid. For utilities, this means they pay much more for electricity from net metering customers than they do for electricity from power plants. In some cases, utilities pay as much as 300 percent more.[27] When utilities incur these higher costs, they then pass those expenses onto their non-solar customers to ensure they can maintain reliable service.

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The Future of Electricity Distribution

Since , the utility industry has invested over $275 billion ( USD) on distribution networks.[28] Going forward, investment in new distribution infrastructure through the year is expected to reach as high as $582 billion.[29] This investment is driven in part by the unavoidable need to replace aging equipment and in part by the push for new “smart” equipment. As with investment levels, residential electricity prices are also rising, with rates in New England, the Mid-Atlantic, the Mountain area, the South Atlantic, and the East North Central accounting for the highest jump in rates.[30] In fact, U.S. retail residential prices for the first half of , at 12.3 cents/kWh, increased 3.2 percent from the same time in , the highest year-to-year increase during the first half of the year since .

Net Metering Policies

Currently, 43 states and the District of Columbia have adopted formal net metering policies. While there is some variation, customers are generally reimbursed for the electricity they supply back to the grid at the full retail rate, when utilities could purchase power from local power plants at wholesale prices. But most customers do not supply power to the grid, and this cost shift from net metering customers to others (generally from solar users to non-solar users) has driven discussions on reforming net metering policies nationwide. Finding a fair way to address these issues going forward is essential for promoting long-term equity and reliability in the power grid.

Demand-Side Management (DSM)

Electricity may be the one industry in which suppliers actively encourage customers to use less of their product, and that is partly due to demand-side management (DSM) policies. DSM policies such as energy efficiency laws encourage or force utilities to sell less electricity, particularly during peak hours when electricity use and electricity prices are highest.[31]

DSM policy also plays a role in the Environmental Protection Agency’s (EPA’s) recently proposed power plant regulations. EPA administrator Gina McCarthy, in her testimony during a Senate hearing on the power plant regulations, said, “What we’re projecting is that consumers will see a lowering of their energy bills, and that’s because we’re getting waste out of the system…it’s the cheapest, most effective way to get these reductions—to get more efficient.”[32]

Critics of DSM point out two fundamental problems: 1) DSM policies start with a false premise—they assume everyone uses too much electricity to begin with, which is impossible to know for each individual household, and 2) DSM policies fail to accomplish their stated goals—as the Institute for Energy Research has previously noted, energy efficiency mandates can have a “rebound effect.” That is, people increase their use of energy-consuming technologies as they become more efficient, which undermines the initial goal of using less energy.[33]

Conclusion

Thanks to the work of innovators like Thomas Edison and George Westinghouse, we have a robust electricity distribution system today, but we must continue to work to make sure our electricity is reliable and affordable for future generations of Americans. That starts with an appreciation of how far we have come and how fortunate we are to have access to the electricity that powers our lives.

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[1] http://edison.rutgers.edu/patents.htm

[2] http://www.pearlstreetinc.com/NYISO_bulk_elect_beginnings.pdf

[3] Institute of Electrical and Electronics Engineers, Pearl Street Station, http://www.ieeeghn.org/wiki/index.php/Pearl_Street_Station

[4] Jennifer Lee, Off Goes the Power Current Started by Thomas Edison, New York Times, November 14, , http://cityroom.blogs.nytimes.com//11/14/off-goes-the-power-current-started-by-thomas-edison/

[5] http://en.wikipedia.org/wiki/List_of_current_systems_for_electric_rail_traction

[6] http://spectrum.ieee.org/energy/the-smarter-grid/san-franciscos-secret-dc-grid

[7] GE Digital Energy, Distribution Feeder Principles, http://www.gedigitalenergy.com/multilin/resource/Feeder/UniFlip_Publication/document.pdf

[8] http://energy.gov/sites/prod/files/Large%20Power%20Transformer%20Study%20-%20June%_0.pdf

[9] https://www.cowlitzpud.org/pdf/electricity101/6%20Electricity%20-%20Transmission.pdf

[10] The Cadmus Group, Metered Load Factors for Low-Voltage, Dry-Type Transformers in Commercial, Industrial, and Public Buildings, December 7, , Northeast Energy Efficiency Partnerships Inc. (NEEP), http://www.neep.org/Assets/uploads/files/emv/emv-library/-12_Metered_Load_Factors.pdf

[11] https://rrtp.comed.com/about/

[12] http://www.gao.gov/assets/600/.pdf

[13] http://www.history.com/news/blackout-the-worst-power-outages-in-history

[14] http://www.nytimes.com//09/01/opinion/sunday/squirrel-power.html?pagewanted=all&_r=0

[15] http://electricalsector.eaton.com/forms/BlackoutTrackerAnnualReport

[16] http://www.cnn.com//TECH/innovation/08/09/smart.grid/

[17] http://www.eia.gov/energyexplained/index.cfm?page=electricity_factors_affecting_prices

[18] http://www.naruc.org/commissions/

[19] http://www.eei.org/issuesandpolicy/stateregulation/Documents/COSR_history_final.pdf

[20] https://www.epsa.org/industry/primer/?fa=sold

[21] https://www.epsa.org/industry/primer/?fa=sold

[22] http://www.eia.gov/todayinenergy/detail.cfm?id=

[23] Ibid.

[24] https://www.epsa.org/industry/index.cfm?fa=mythsRealities

[25] http://www.publicpower.org/files/PDFs/Distributed%20Generation-Nov.pdf

[26] https://www.instituteforenergyresearch.org/analysis/net-metering-101/

[27] Ibid.

[28] http://www.eei.org/resourcesandmedia/industrydataanalysis/industryfinancialanalysis/finreview/
Documents/FinancialReview__03_BusStrat.pdf page 52.

[29] http://www.eei.org/ourissues/finance/Documents/Transforming_Americas_Power_Industry_Exec_Summary.pdf

[30] http://www.eia.gov/todayinenergy/detail.cfm?id=

[31] http://www.aceee.org/topics/eers

[32] https://www.instituteforenergyresearch.org/analysis/epas-misleading-pr-power-plant-rules/

The Electric Power Transmission and Distribution Industry - InContext

The Electric Power Transmission and Distribution Industry

When people talk about the electric power industry, the focus of the conversation is usually on the power generation side of the business or on the utilities. The power generation side examines the extraction of fossil fuels, alternative energy generation, oil spills, carbon emissions, and nuclear power. The utilities side focuses on the customer-oriented delivery side of the business, from electricity bill surcharges to outages in our electricity supply.

A third and often overlooked portion of the power and energy industry is the transmission and distribution space (T&D), an important cluster of industries that include the production of machinery, electric lines and transformers as well as line management systems (such as "smart-grid" technology) that improve efficiency. These are responsible for the actual “delivery” of the electric power—no matter the generation source, be it solar, gas, oil, wind or otherwise—to commercial, private and industrial users in a usable format. Table 1 shows the T&D space relative to other power and energy sub-sectors by capital expenditure.

Table 1: Share of Infrastructure Spending for U.S. Electric Utilities by Power and Energy Sub-Sector,

Power and Energy Sub-Sector Share of Infrastructure Spending Generation 35.9% Distribution 24.5% Environment 14.4% Transmission 11.7% Other (Including Gas) 13.5%

Source: Edison Electric Institute

This article describes the T&D space within the energy economy and then summarizes the challenges yet tremendous growth potential for this cluster of industries given the aging U.S. infrastructure and rapid technological advancement of the developing world.

Understanding Key Elements of the T&D Space

The T&D market supplies equipment, services and production systems for energy markets. The initial stage in the process is converting power from a generation source (coal, nuclear, wind, etc.) into a high voltage electrical format that can be transported using the power grid, either overhead or underground. This “transformation” occurs very close to the source of the power generation. The second stage occurs when this high-voltage power is “stepped-down” by the use of switching gears and then controlled by using circuit breakers and arresters to protect against surges. This medium voltage electrical power can then be safely distributed to urban or populated areas. The final stage involves stepping the power down to useable voltage for the commercial or residential customer (see Figure 1).

Figure 1: Transmission and Distribution Grid Structure within the Power Industry

Source: U.S. Department of Energy. "Benefits of Using Mobile Transformers and Mobile Substations for Rapidly Restoring Electric Service: A Report to the United States Congress Pursuant to Section of the Energy Policy Act of ." .

In short, while power generation relates to the installed capacity to produce energy from an organic or natural resource, the T&D space involves the follow up “post-power generation production” as systems and grids are put in place to transport this power to end users. While the T&D space does not perfectly follow typical industrial classification systems, its primary industries can be loosely distinguished from power generation as illustrated inTable 2.

Table 2: Industries Associated with Generation and Utilities Compared to the Transmission and Distribution Space,

Category NAICS Code Description of Industry Generation and Utilities Hydroelectric Power Generation Fossil Fuel Electric Power Generation Nuclear Electric Power Generation Other Electric Power Generation Electric Power Distribution* Transmission and Distribution (T&D) Electric Bulk Power Transmission and Control Electric Power Distribution* Power, Distribution, and Specialty Transformer Manufacturing

*The electric power distribution classification includes a substantial portion of electric power brokers and sales agents so it is categorized here as belonging to both generation and utilities as well as transmission and distribution.
Source: Indiana Business Research Center

Despite its name, only part of the electric power distribution industry belongs to the T&D space and most of it to the generation and utilities group since it includes a substantial number of traditional utility businesses that focus exclusively on the “sale of electricity via power distribution systems operated by others.”1

The T&D space is estimated to have a market share of over $50 billion globally and can be divided into four main segments, according to the organizational structure used by AREVA:2

  • Products: Manufacture of high and medium voltage power and distribution transformers. The drivers for this market are the aging T&D infrastructure, load growth from sprawl, deregulation and general industrial growth.
  • Services: Support for the products and systems sold throughout its lifecycle, usually contracts for repair and maintenance. The drivers for this segment are aging infrastructure, preventative maintenance and general outsourcing.
  • Systems: Research and development of turnkey substations, electronics for direct current substations and systems to increase grid capacity and quality. This fast growing market is primarily driven by an increased need for power electronics, network efficiency, reliability, and new sources for renewable energy.
  • Automation: Products to detect failures, ruptures and general protection arenas. This may also include systems for substation and energy management or for remote management for the power grid.

Revenue and Employment Trends in T&D-Related Sectors

Taking a closer look at three key industry sectors linked to the T&D space, we see that the increasing value of shipments and revenues is not necessarily linked to higher levels of employment.

Figure 2 reveals the value of shipments for the power, distribution and specialty transformer manufacturing industry, which made a dramatic 50 percent increase (from $4.9 billion to $7.4 billion) between to despite scant growth during the previous five-year period. However, employment continued to fall in the industry, albeit slower between to (-3 percent) than the 15 percent drop between and .

Figure 2: U.S. Value of Shipments and Number of Employees for the Power, Distribution and Specialty Transformer Manufacturing Industry, to

Source: IBRC, using U.S. Census Bureau Economic Census data for NAICS

We observe a similar trend for the massive electric power distribution industry which contains portions of the T&D space (see Figure 3). While revenues increased more than $111 billion (57 percent) between and , employment gradually decreased from 413 million employees in and 401 million in to 381 million in —an 8 percent drop overall.

Figure 3: U.S. Revenues and Number of Employees for the Electric Power Distribution Industry, to

Source: IBRC, using U.S. Census Bureau Economic Census data for NAICS

Only in the highly volatile electric power transmission and control industry do we see a more positive correlation between revenue and employment (see Figure 4). The twelve-fold jump in revenues from $1 billion to $13 billion between and occurred at the same time the workforce grew to 15,000 employees—five times its size at the start of the five-year period. Then, as revenues plunged to $4 billion (down 68 percent) by , employment dropped 67 percent to 5,000 employees.

Figure 4: U.S. Revenues and Number of Employees for the Electric Power Transmission & Control Industry, to

Source: IBRC, using U.S. Census Bureau Economic Census data for NAICS

Growth Potential of the T&D Space

While GE is the largest U.S. firm that participates in the T&D space, it lags far behind European companies ABB and Siemens and recently failed in its bid to acquire AREVA—the third largest global competitor.3 Most of the growth in this sector is taking place in developing countries, particularly through the manufacture of large transformers outside the United States, thus increasing competition with parts and equipment suppliers across the globe.4 Emerging markets are also increasingly the major demand side partners for T&D firms with over two-thirds of current power generation products being built outside of North America and Europe, with China alone representing almost 24 percent.5

According to the Edison Electric Institute, projected T&D spending of utilities for is going to top $11 billion in the United States.6 This level of spending is mandated by the U.S. government to service existing systems, to incorporate smart grid technologies into the current infrastructure, to enable both off-shore and land-based wind power generation towers to be part of the current system and to promote spending and growth of solar technologies and improved efficiency in the current system.

The U.S. T&D space has strong growth potential with the increasing need to replace aging transformers. Through a widely cited study, William Bartley found the average failure age for U.S. transformers was 18 years and the failure rate increases exponentially at the 30-year mark. This is alarming since the majority of current U.S. transformers were installed in the s or earlier.7 Bartley found that transformer failures were already on the rise with a total of 94 power losses from to resulting in total costs of over $286 million. These facts present both a challenge and an opportunity for the T&D industry since analysts predict we are fast approaching an “asset wall” since the U.S. would require more than a 30 percent jump in T&D investment to replace aging infrastructure between and .8

As the United States continues to discuss efficiency and a comprehensive plan for smarter energy, we can expect to see tremendous growth in the T&D space. However, higher values of shipments and revenues do not necessarily lead to higher employment, so special efforts may be needed to ensure that direct or indirect U.S. job creation occurs as T&D investment increases. In particular, more stable investment may be needed for the promising, yet volatile, electric power transmission and control industry where revenues seem most directly linked to job creation.

Notes

  1. More information on the North American Industrial Classification System (NAICS) can be found at: www.census.gov/cgi-bin/sssd/naics/naicsrch?chart=.
  2. AREVA was one of the world’s leading T&D companies before the recent sale of its T&D division. This information comes from the AREVA Reference Document filed with the French financial market authority. It is available at www.areva.com/finance/liblocal/docs//Doc%20de%20ref%_vdef2_vUK_.pdf.
  3. Gianluca Baratti, “Areva Unit Goes to French Buyers, ”Business Week, December .
  4. U.S. Department of Energy, “Benefits of Using Mobile Transformers and Mobile Substations for Rapidly Restoring Electric Service: A Report To The United States Congress Pursuant To Section of the Energy Policy Act Of ,” .
  5. The AREVA Reference Document is available at www.areva.com/finance/liblocal/docs//Doc%20de%20ref%_vdef2_vUK_.pdf.
  6. Marc W. Chupka, Robert Earle, Peter Fox-Penner, and Ryan Hledik, "Transforming America's Power Industry: The Investment Challenge -," The Brattle Group / The Edison Foundation, , https://www.edisonfoundation.net/-/media/Files/IEI/publications/Transforming_Americas_Power_Industry.pdf.
  7. William H. Bartley, "Analysis of Transformer Failures" (paper presented at the 36th Annual Conference of International Association of Engineering Insurers, Stockholm, ), www.dslreports.com/r0/download/~b4c1ba766bdaf00a1ced03b745ff4fe7/transformer_failures.pdf
  8. For more information, please see Thomas A. Prevost and David J. Woodcock’s “Transformer Fleet Health and Risk Assessment,” IEEE Power & Energy Society Transformers Committee Tutorial, March 13, .

Ali Arif Merchant
Research Assistant, Indiana Business Research Center, Indiana University Kelley School of Business

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