Smartening the Grid in Developing Countries: emerging lessons from World bank lending

Since fiscal year 2010 the World Bank has supported 20 smart grid projects in 19 countries and all six Bank regions. Valued at 960 million dollars - a quarter of all Bank support for transmission and distribution during the period — the projects have focused on advanced metering, distribution automation, and supervisory control and data acquisition for energy and distribution management systems. Some of these projects are still under implementation, but task teams are learning valuable lessons about how to implement smart grid projects most effectively.


A k n o w l e d g e n o t e s e r i e s f o r t h e e n e r g y & e x t r A c t i v e s g l o b A l p r A c t i c e
Energy systems in both developed and developing countries present numerous challenges that can be addressed by integrating specific smart grid technologies and smarter management processes (table 1).For example, a common issue faced by developing countries is limited transmission capacity between power plants and major load centers, causing overloaded lines to trip.In a non-smart grid system, the line would trip and an operator would not know whether it was simply a circuit breaker tripping or whether the line had overheated and sagged, touching an obstacle.Under the circumstances, it might take several hours to visually confirm that  the line was safe before manually restoring power.During this time the system would still be facing high load on other transmission lines.
A smart grid approach, by contrast, might be to install phasor measurement units and phasor data concentrators along the line to sample local electricity conditions every cycle (50 times a second in a 50Hz system, and 60 times in a 60Hz system) and detect imminent overcapacity.These units use high-bandwidth, low-latency links to notify the SCADA energy management system (EMS) that a fault is imminent and to take immediate corrective action to prevent a trip.Depending on conditions elsewhere in the grid, the SCADA/EMS system may reroute power flow around the bottleneck, shed load, or curtail generation.Once the risk of overcapacity on the transmission lines has passed, the SCADA/EMS system can automatically restore the line to full operating condition, confident there were no short circuits or other disturbances.
What has the World bank done to make grids smarter?
The bank has invested in advanced metering, supervisory control and data acquisition, and automated distribution-with good results Over the past decade, the World Bank has engaged in an extensive program to help client countries benefit from the deployment of smart grid technologies.Interest has continued to grow, with the number of smart grid projects accelerating over the past two fiscal years.This brief reviews projects that are now being implemented or have recently closed to determine whether they might hold lessons for other projects, either ongoing or under development.In either case, the goal is to bring the benefits of smart grids to client countries expeditiously.
For this review, projects were broken down along three functional lines: advanced metering infrastructure (AMI, or smart meters), SCADA and energy/distribution management systems (EMS/DMS), and distribution automation.A compelling argument could be made for combining the latter two into a larger category of grid automation, but the projects supported by the World Bank suggest that interventions in each category were designed through different processes and consequently should be evaluated separately.Live Wires on smart meters, SCADA, and distribution automation are listed at the end of this brief.A fourth category, prepaid meters, was not evaluated because such meters are not necessarily "smart," though they do represent an innovative approach to some challenges prevalent in developing countries.
Advanced metering infrastructure.AMI refers to an integrated system of smart meters and enabling communication networks and data management systems that provide enhanced capabilities over traditional analog or digital meters.AMI-enabled smart metering is a natural evolution from previous one-way metering systems, such as traditional electromechanical metering and automated meter reading systems.The key differentiator for such AMI deployments is the development of two-way communication between the meters and the utility (US Department of Energy 2015).An AMI deployment allows, at a minimum, remote meter reading, bidirectional communication, complex tariff systems, and utility control of energy supply (Uribe-Pérez and others 2016).World Bank projects have supported the purchase and installation of such smart meters, as well as the back-end systems required to use them.
Supervisory control and data acquisition systems.SCADA systems help ensure that power grids supply electricity safely, reliably, and efficiently.Combined in a larger EMS that oversees the entire grid, such systems mitigate against transient events that would result in outages and pinpoint issues when they occur.Without SCADA/EMS and SCADA/DMS systems, it is nearly impossible to control any but the smallest of power grids; in their absence larger grids are unstable and unreliable, frequently suffering severe faults that cannot be quickly repaired.SCADA systems are thus essential as power systems are scaled up to provide universal access, increase efficiency, and integrate renewable energy sources.
New types of generation and load, along with sophisticated new measurement and control devices, have increased the amount of data that feeds into an EMS or DMS.At the same time, demands for such data have grown with vertical unbundling (that is, unbundling of generation, transmission, and distribution), the establishment of markets for energy generation and sale, regulatory changes favoring renewables, and other major changes in the structure of the marketplace.All of these have required fundamental changes in the architecture of EMSs (Wu, Moslehi, and Bose 2005).A modern EMS consists of a set of interconnected systems that together govern the "World Bank support for smart grids since FY2010 has totaled some $961 million in 20 projects with a total value of $5.81 billion.The projects cover 19 countries in all six of the World Bank's operating regions."operation of the power grid: generation, transmission, consumption, financial performance, and regulatory compliance (Bertsch and others 2005).
Similarly, a SCADA/DMS system consists of a set of interconnected systems that combine to operate the power distribution grid.Its functions include managing medium-and low-voltage networks, integrating distributed renewable generation, and contributing to network planning, technical and financial performance, and regulatory compliance.Owing to the large number of assets involved in distribution networks, the databases needed to manage medium-and low-voltage networks are significantly larger than their EMS counterparts.SCADA is one key source of data, but running the power distribution grid also requires geographical information systems and work force management tools.
Three major drivers of World Bank support for such systems are: • The rapid shift from a central control room toward more localized controllers augmented by high-bandwidth, low-latency networks that enable much greater insight into the functioning of the power grid and create new ways for utilities and operators to optimize system operations (Wu, Moslehi, and Bose 2005) • New regulatory directives to increase the penetration of renewable energy as a share of generation, which mean that modern EMS systems must act on both sides of the supply and demand equation (Singh and Singh 2009) • The development of regional power pools that are expected to exploit scale efficiences even though they consist of supplyconstrained power grids that are both relatively unsophisticated and complex to manage from the operational, legal, and regulatory perspectives.
Distribution automation systems.These systems comprise rugged hardware, customizable logic, and services combined into a system to perform fault detection, isolation, and network reconfiguration.They usually include controllers, protective relays, reclosers, voltage regulator controls, faulted circuit indicators, and wired and wireless communication.The controllers also collect large amounts of information about the grid, which is very important to operators and planners.

What do the projects look like?
Projects implemented to date have suggested valuable lessons for future efforts World Bank support for smart grids since FY2010 has totaled some $961 million in 20 projects with a total value of $5.81 billion ($4.05 billion of which was from the World Bank).Of the $961 million, $421 million (44 percent) is for 14 AMI projects, $162 million (17 percent) for 8 SCADA/EMS projects, and $378 million (39 percent) for 4 distribution automation projects (table 2 and figure 1).The projects cover 19 countries (figure 2) in all six of the World Bank's operating regions (figure 3).
Among the 20 projects, there are wide variations in the size of the smart grid component.For example, in Brazil, $388 million of the $495 million Eletrobras Distribution Rehabilitation project supports smart grid-related activities-$94 million for an AMI rollout, and $294 million for substation and distribution grid automation.In Uzbekistan's Advanced Energy Metering Project, $150 million of the $180 million total project size supports an AMI deployment.On the other hand, just 1 percent of the $85 million Electricity Sector Support Project in Senegal funds the installation of remote terminal units in a handful of key substations.
Profiles of nine of the Bank's smart grid projects follow, with more detail provided in corresponding Live Wires listed at the end of this brief.
India: Haryana Power Sector Improvement (FY2010).The Haryana Power Sector Improvement Project set a target to install about 80,000 meters for high-use domestic and commercial customers in order to reduce commercial losses and to introduce the benefits of demand-responsive and time-of-day usage billing and real-time monitoring to locate theft.Although the project was focused on a small high-revenue segment, the utility now wants to roll out AMI universally to its three million customers.
Interoperability was a serious concern and delayed the project significantly.Bidders also expressed concern about integrating systems from different vendors and establishing a reference point against which future performance would be measured.To assuage concerns from both sides, the project team held joint meetings with the utility and potential bidders to determine what was technically feasible and commercially available, which eventually led the utility to adopt a single AMI standard, thus simplifying the procurement process and enabling it to move forward.To address concerns about integration and baseline performance, the utility and the winning bidder agreed to a process that would take place immediately after the installation was complete to establish the baseline performance and assign responsibilities.Brazil: Eletrobras Distribution Rehabilitation (FY2010).The Eletrobras Distribution Rehabilitation Project sought to improve the finances of six distribution companies located in Brazil's poorer provinces, the only companies not privatized a generation ago.Shrinking federal subsidies, the cost of servicing remote and unpopulated areas, and the impossibility of doing long-term planning led to a comprehensive smart grid project that addressed revenue through AMI and reliability through distribution automation.
The AMI procurement encountered several country-specific challenges, most notably local certification laws that made international companies wary of bidding on the project, even though they had more-sophisticated devices available at lower prices than their domestic competitors.For example, each meter model needed to be approved by the regulator, and then every single meter had to be tested individually in a certified lab.Because domestic meter manufacturers had an ownership stake in the labs, international bidders expressed reservations about liability for delays, which had to be addressed through specific procurement clauses.Concerns about cross-country prices, taxation, and road user fees also complicated procurement, but eventually a tender was issued and awarded.The project will have notable co-benefits from the use of local labor in an economically depressed part of Brazil.A recycling process was established for retired meters and other electrical equipment that earlier would have been discarded, creating an additional revenue stream.
Uzbekistan: Advanced Electricity Metering (FY2012).The Advanced Electricity Metering Project was designed to install AMI in Tashkent City and two neighboring oblasts.Driven by the need to replace traditional electromechanical meters installed between 1960 and 1990 that were past their useful life and rarely calibrated, the project sought to replace about 1.2 million meters for low-voltage residential and institutional customers.However, the sheer scale of a universal metering system rollout, which was both technically challenging and costly, overwhelmed the utility, presenting significant challenges to the bidding process.Cost concerns from the government, as well as the unusual contract structure that separated the meters from the back-end systems contributed to a delay that is now four years long and growing longer.
Vietnam: Distribution Efficiency (FY2013).The Distribution Efficiency Project was designed to improve the performance of Vietnam's power corporations in providing quality and reliable electricity services through the introduction of SCADA/DMS systems for distribution network operations and data collection.The project also introduces AMI systems.The project will reduce losses in the distribution sector by 60 percent, from an average of 15.2 percent to 9.4 percent, and avoid 540 million tons of CO 2 by 2018.
Turkey: Renewable Energy Integration (FY2014).Turkey has committed to increasing wind energy in the country from 2,700 MW (4 percent of installed capacity) to 20,000 MW (20 percent) by 2023.The intermittent and variable nature of wind energy has meant the Turkish transmission company needed a significant upgrade to its SCADA/EMS systems, as well as upgrades of its network, to cope with the additional renewable energy.The project provides for muchneeded functional upgrades of the SCADA/EMS system, including a forecasting module that predicts supply from renewable sources.Additional financing supports upgrades of substations where wind farms connect to the transmission system.
The project also drew $50 million from the Clean Technology Fund, half of which went toward the EMS and SCADA system upgrades.Though staffing shortages led to a delay in the supply of some remote control equipment for substations, installation of the SCADA/EMS upgrades is underway.When the project is complete, the EMS will predict wind at 15-minute increments, connect 600 MW of new wind generation, generate 1730 GWh of power annually, and reduce power sector emissions by 0.7 million tons of CO 2 each year.
Kenya: Electricity Modernization (FY2015).The World Bank is supporting a comprehensive program to overhaul the Kenyan power sector.To support revenue collection, about 45,000 meters are expected to be deployed.The 2 percent of customers that will receive the 45,000 meters generate 72 percent of the utility's revenues.The project will halve commercial losses from the current rate of 6 percent.Procurement is under way.
Past underinvestment, rapid load growth, and haphazard network extensions to accommodate new customers have combined to overtax the Kenyan transmission and distribution backbones, producing outages averaging 12 hours a month.To improve reliability and availability, the SCADA/EMS system is being upgraded, bringing monitoring and control capabilities to 60 key substations in addition to the 86 already managed by the SCADA system.To complement the SCADA system upgrade, a parallel automation component will upgrade 90 percent of Nairobi's distribution network through the installation of a thousand load-break switches in the 11, 33, and 66 kV networks, with associated controllers and communication systems.Upon completion, the SCADA upgrade and grid automation are expected to contribute to a halving of the System Average Interruption Duration Index.
Vietnam: Transmission Efficiency (FY2015).Demand for electricity in Vietnam has grown 10-15 percent a year since 2008.Transmission investments are urgently needed to cut network overload, reduce load shedding, and meet expected further growth in demand.Incompatible standards, miscommunication, and decaying equipment have contributed to unreliability in the network, resulting in long and severe faults.For lack of computing equipment, most records are kept on paper, increasing the error rate.
The World Bank will support the installation of a SCADA system to improve monitoring and management of key substations.The changes will reduce faults and ensure that correct procedures are followed after an outage.When complete, the project will increase the transfer capacity of the system by 80 percent, cut the amount of generation that needs to be shed each year by an average of 5 GWh, and reduce faults by a quarter.Procurement is expected to be complete by the middle of 2016.
Albania: Power Recovery (FY2015).Albania seeks to reduce its obligation to guarantee supply at regulated rates by moving medium-voltage commercial customers to the wholesale market, following a similar move for high-voltage customers in 2011.To support the move, the project will supply meters for medium-voltage customers and enable so-called feeder metering.The project is at an early stage of implementation.The procurement process is about to begin.
Ukraine: Second Power Transmission (FY2015).Ukraine saw its energy demand and supply drop significantly over the 1990s.Although demand has rebounded, Ukraine still has excess supply that it could sell to its neighbors.To facilitate this power trade, the project will fund an EMS to allow Ukraine's power grid to interact with the neighboring European Internal Energy Market.The project (ConTinueD) will refurbish key sections of the transmission infrastructure and provide an EMS upgrade that will enable the transmission system operator to tie into the European power grid and dispatch excess power.After a short delay, during which regulators worked to clarify enabling laws, the project is now moving through the procurement process.
What's next for smart grids?
Technical assistance is key to ensuring that smart grid solutions are sensitive to specific challenges The World Bank is seeing accelerating interest in smart grids, accompanied by client demand for support.This is unsurprising, considering findings from the International Energy Agency on smart grids.IEA research indicates that while interest in smart grids is high everywhere, the factors that drive their adoption are different in emerging economies than they are in developed ones (table 3).In emerging economies, reliability, efficiency, and revenue collection top the list of concerns, whereas system efficiency, the integration of renewable power, and value-added services top the list in developed countries.Meanwhile, AMI installations are likely to accelerate over the next decade and reach about half of the total installed meter base by 2023 (IEA 2015a).
Continuing advances in computing and communication technologies are also having knock-on benefits in the energy sector.For example, phasor measurement units can measure local electricity conditions as often as once a cycle, instead of the traditional 15-20 refreshes a minute.Along with accurate timing signals available from GPS and other Ethernet network-based time synchronization protocols, these units can be synchronized, giving a grid operator very detailed information that can allow much faster responses to grid incidents, potentially preventing an outage (Schweitzer and others 2009).
The World Bank can play a significant role in encouraging the uptake of smart grids where such interventions are useful and appropriate.Aside from financial support, a key emerging focus for the Bank is overcoming some of the challenges identified in existing projects, using a combination of topical studies and country-specific technical assistance.
For distribution automation, a continuing challenge is ensuring interoperability of components from various manufacturers.Quite often, distribution grids grow organically; it can be challenging to integrate a system made up of components added over many years.In this direction, the Bank could help its clients formulate smart grid road maps that would clearly identify the desired policy goal and chart out a pathway to meeting the objective (see, for example, Madrigal and Uluski 2015).Doing so would logically be combined with templates to facilitate the preparation of proper technical specifications for projects.
Operating a highly automated grid calls for a different set of skills for system operators.Training is indeed necessary, but of greater importance is changing the mindset of utilities accustomed to long-standing protocols of operation.Capacity building programs therefore need to go beyond conventional training.Extensive training that allows operators to use simulators to get comfortable with the automated system could help open up their thinking.
This brief and its companions, which cover AMI, distribution automation, and SCADA/EMS and SCADA/DMS systems, discuss the many challenges that existing projects have encountered during implementation.The lessons learned can help inform the design of projects under development and enable the World Bank to continue to play a significant leadership role in deploying smart grid technologies in developing countries.The Live Wire series of online knowledge notes is an initiative of the World Bank Group's Energy and Extractives Global Practice, reflecting the emphasis on knowledge management and solutions-oriented knowledge that is emerging from the ongoing change process within the Bank Group.
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Get Connected to live Wire 1 Tracking Progress Toward Providing s usT ainable e nergy for a ll in e asT a sia and T he Pacific

THE BOTTOM LINE
where does the region stand on the quest for sustainable energy for all? in 2010, eaP had an electrification rate of 95 percent, and 52 percent of the population had access to nonsolid fuel for cooking.consumption of renewable energy decreased overall between 1990 and 2010, though modern forms grew rapidly.energy intensity levels are high but declining rapidly.overall trends are positive, but bold policy measures will be required to sustain progress.

2014/28
Tracking Progress Toward Providing Sustainable Energy for All in East Asia and the Pacific Why is this important?
Tracking regional trends is critical to monitoring the progress of the Sustainable Energy for All (SE4ALL) initiative In declaring 2012 the "International Year of Sustainable Energy for All," the UN General Assembly established three objectives to be accomplished by 2030: to ensure universal access to modern energy services,1 to double the 2010 share of renewable energy in the global energy mix, and to double the global rate of improvement in energy efficiency relative to the period 1990-2010 (SE4ALL 2012).The SE4ALL objectives are global, with individual countries setting their own national targets in a way that is consistent with the overall spirit of the initiative.Because countries differ greatly in their ability to pursue the three objectives, some will make more rapid progress in one area while others will excel elsewhere, depending on their respective starting points and comparative advantages as well as on the resources and support that they are able to marshal.
To sustain momentum for the achievement of the SE4ALL objectives, a means of charting global progress to 2030 is needed.The World Bank and the International Energy Agency led a consortium of 15 international agencies to establish the SE4ALL Global Tracking Framework (GTF), which provides a system for regular global reporting, based on rigorous-yet practical, given available 1 The universal access goal will be achieved when every person on the planet has access to modern energy services provided through electricity, clean cooking fuels, clean heating fuels, and energy for productive use and community services.The term "modern cooking solutions" refers to solutions that involve electricity or gaseous fuels (including liquefied petroleum gas), or solid/liquid fuels paired with stoves exhibiting overall emissions rates at or near those of liquefied petroleum gas (www.sustainableenergyforall.org).
databases-technical measures.This note is based on that framework (World Bank 2014).SE4ALL will publish an updated version of the GTF in 2015.
The primary indicators and data sources that the GTF uses to track progress toward the three SE4ALL goals are summarized below.
• Energy access.Access to modern energy services is measured by the percentage of the population with an electricity connection and the percentage of the population with access to nonsolid fuels.2These data are collected using household surveys and reported in the World Bank's Global Electrification Database and the World Health Organization's Household Energy Database.
• Renewable energy.The share of renewable energy in the energy mix is measured by the percentage of total final energy consumption that is derived from renewable energy resources.Data used to calculate this indicator are obtained from energy balances published by the International Energy Agency and the United Nations.
• Energy efficiency.The rate of improvement of energy efficiency is approximated by the compound annual growth rate (CAGR) of energy intensity, where energy intensity is the ratio of total primary energy consumption to gross domestic product (GDP) measured in purchasing power parity (PPP) terms.Data used to calculate energy intensity are obtained from energy balances published by the International Energy Agency and the United Nations.
2 Solid fuels are defined to include both traditional biomass (wood, charcoal, agricultural and forest residues, dung, and so on), processed biomass (such as pellets and briquettes), and other solid fuels (such as coal and lignite).

1
Tracking Progress Toward Providing s usT ainable e nergy for a ll in e asT ern e uroP e and c enT ral a sia

THE BOTTOM LINE
where does the region stand on the quest for sustainable energy for all?The region has near-universal access to electricity, and 93 percent of the population has access to nonsolid fuel for cooking.despite relatively abundant hydropower, the share of renewables in energy consumption has remained relatively low.very high energy intensity levels have come down rapidly.The big questions are how renewables will evolve when energy demand picks up again and whether recent rates of decline in energy intensity will continue.

2014/29
Tracking Progress Toward Providing Sustainabl e Energy for All in Eastern Europe and Central Asia Why is this important?
Tracking regional trends is critical to monitoring the progress of the Sustainable Energy for All (SE4ALL) initiative In declaring 2012 the "International Year of Sustainable Energy for All," the UN General Assembly established three global objectives to be accomplished by 2030: to ensure universal access to modern energy services,1 to double the 2010 share of renewable energy in the global energy mix, and to double the global rate of improvement in energy efficiency relative to the period 1990-2010 (SE4ALL 2012).The SE4ALL objectives are global, with individual countries setting their own national targets in a way that is consistent with the overall spirit of the initiative.Because countries differ greatly in their ability to pursue the three objectives, some will make more rapid progress in one area while others will excel elsewhere, depending on their respective starting points and comparative advantages as well as on the resources and support that they are able to marshal.
To sustain momentum for the achievement of the SE4ALL objectives, a means of charting global progress to 2030 is needed.The World Bank and the International Energy Agency led a consortium of 15 international agencies to establish the SE4ALL Global Tracking Framework (GTF), which provides a system for regular global reporting, based on rigorous-yet practical, given available 1 The universal access goal will be achieved when every person on the planet has access to modern energy services provided through electricity, clean cooking fuels, clean heating fuels, and energy for productive use and community services.The term "modern cooking solutions" refers to solutions that involve electricity or gaseous fuels (including liquefied petroleum gas), or solid/liquid fuels paired with stoves exhibiting overall emissions rates at or near those of liquefied petroleum gas (www.sustainableenergyforall.org).Identifying opportunities to cut emissions of greenhouse gases requires a clear understanding of the main sources of those emissions.Carbon dioxide (CO2) accounts for more than 80 percent of total greenhouse gas emissions globally,1 primarily from the burning of fossil fuels (IFCC 2007).The energy sector-defined to include fuels consumed for electricity and heat generation-contributed 41 percent of global CO2 emissions in 2010 (figure 1).Energy-related CO2 emissions at the point of combustion make up the bulk of such emissions and are generated by the burning of fossil fuels, industrial waste, and nonrenewable municipal waste to generate electricity and heat.Black carbon and methane venting and leakage emissions are not included in the analysis presented in this note.
Where do emissions come from?
Emissions are concentrated in a handful of countries and come primarily from burning coal The geographical pattern of energy-related CO2 emissions closely mirrors the distribution of energy consumption (figure 2).In 2010, almost half of all such emissions were associated with the two largest global energy consumers, and more than three-quarters were associated with the top six emitting countries.Of the remaining energy-related CO2 emissions, about 8 percent were contributed by other high-income countries, another 15 percent by other 1 United Nations Framework Convention on Climate Change, Greenhouse Gas Inventory Data-Comparisons By Gas (database).http://unfccc.int/ghg_data/items/3800.php middle-income countries, and only 0.5 percent by all low-income countries put together.
Coal is, by far, the largest source of energy-related CO2 emissions globally, accounting for more than 70 percent of the total (figure 3).This reflects both the widespread use of coal to generate electrical power, as well as the exceptionally high CO2 intensity of coal-fired power (figure 4).Per unit of energy produced, coal emits significantly more CO2 emissions than oil and more than twice as much as natural gas.Vivien Foster is sector manager for the Sustainable Energy Department at the World Bank (vfoster@worldbank.org).

Daron Bedrosyan works for London
Economics in Toronto.Previously, he was an energy analyst with the World Bank's Energy Practice.
Tracking Progres s Toward Providin g Sustain able Energy for All in Eastern Europe and Central Asia Why is this important?
Tracking regional trends is critical to monitoring the progress of the Sustainable Energy for All (SE4ALL) initiative The SE4ALL objectives are global, with individual countries setting their own national targets in a way that is consistent with the overall spirit of the initiative.Because countries differ greatly in their ability to pursue the three objectives, some will make more rapid progress in one area while others will excel elsewhere, depending on their respective starting points and comparative advantages as well as on the resources and support that they are able to marshal.
To sustain momentum for the achievement of the SE4ALL objectives, a means of charting global progress to 2030 is needed.The World Bank and the International Energy Agency led a consortium of 15 international agencies to establish the SE4ALL Global Tracking Framework (GTF), which provides a system for regular global reporting, based on rigorous-yet practical, given available 1 The universal access goal will be achieved when every person on the planet has access to modern energy services provided through electricity, clean cooking fuels, clean heating fuels, and energy for productive use and community services.The term "modern cooking solutions" refers to solutions that involve electricity or gaseous fuels (including liquefied petroleum gas), or solid/liquid fuels paired with stoves exhibiting overall emissions rates at or near those of liquefied petroleum gas (www.sustainableenergyforall.org).This note uses data from the GTF to provide a regional and country perspective on the three pillars of SE4ALL for Eastern 2 Solid fuels are defined to include both traditional biomass (wood, charcoal, agricultural and forest residues, dung, and so on), processed biomass (such as pellets and briquettes), and other solid fuels (such as coal and lignite).
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Figure 2 .
Figure 2. locations of iBrd/ida-supported smart grid projects, fY2010 to Q3 fY2016 databases-technical measures.This note is based on that framework (World Bank 2014).SE4ALL will publish an updated version of the GTF in 2015.The primary indicators and data sources that the GTF uses to track progress toward the three SE4ALL goals are summarized below.Energy access.Access to modern energy services is measured by the percentage of the population with an electricity connection and the percentage of the population with access to nonsolid fuels.2These data are collected using household surveys and reported in the World Bank's Global Electrification Database and the World Health Organization's Household Energy Database.Renewable energy.The share of renewable energy in the energy mix is measured by the percentage of total final energy consumption that is derived from renewable energy resources.Data used to calculate this indicator are obtained from energy balances published by the International Energy Agency and the United Nations.Energy efficiency.The rate of improvement of energy efficiency is approximated by the compound annual growth rate (CAGR) of energy intensity, where energy intensity is the ratio of total primary energy consumption to gross domestic product (GDP) measured in purchasing power parity (PPP) terms.Data used to calculate energy intensity are obtained from energy balances published by the International Energy Agency and the United Nations.This note uses data from the GTF to provide a regional and country perspective on the three pillars of SE4ALL for Eastern 2 Solid fuels are defined to include both traditional biomass (wood, charcoal, agricultural and forest residues, dung, and so on), processed biomass (such as pellets and briquettes), and other solid fuels (such as coal and lignite).e r s ta n d i n g C O 2 e m i s s i O n s f r O m t h e g l O b a l e n e r g y s e C t O r Understanding CO2 Emissions from the Global Energy Sector Why is this issue important?Mitigating climate change requires knowledge of the sources of CO2 emissions of global emissions of CO2.threequarters of those emissions come from six major economies.although coal-fired plants account for just 40 percent of world energy production, they were responsible for more than 70 percent of energy-sector emissions in 2010.despite improvements in some countries, the global CO2 emission factor for energy generation has hardly changed over the last 20 years.

Figure
Figure 1.CO2 emissions by sector Figure 2. energy-related CO2 emissions by country In declaring 2012 the "International Year of Sustainable Energy for All," the UN General Assembly established three global objectives to be accomplished by 2030: to ensure universal access to modern energy services, 1 to double the 2010 share of renewable energy in the global energy mix, and to double the global rate of improvement in energy efficiency relative to the period 1990-2010 (SE4ALL 2012).
databases-techn ical measures.This note is based on that framework (World Bank 2014).SE4ALL will publish an updated version of the GTF in 2015.The primary indicators and data sources that the GTF uses to track progress toward the three SE4ALL goals are summarized below.Energy access.Access to modern energy services is measured by the percentage of the population with an electricity connection and the percentage of the population with access to nonsolid fuels. 2 These data are collected using household surveys and reported in the World Bank's Global Electrification Database and the World Health Organization's Household Energy Database.Renewable energy.The share of renewable energy in the energy mix is measured by the percentage of total final energy consumption that is derived from renewable energy resources.Data used to calculate this indicator are obtained from energy balances published by the International Energy Agency and the United Nations.Energy efficiency.The rate of improvement of energy efficiency is approximated by the compound annual growth rate (CAGR) of energy intensity, where energy intensity is the ratio of total primary energy consumption to gross domestic product (GDP) measured in purchasing power parity (PPP) terms.Data used to calculate energy intensity are obtained from energy balances published by the International Energy Agency and the United Nations.

Table 1 .
Smart grid solutions to energy system challenges

Table 2 .
the World Bank's smart grid portfolio, fY2010 to Q3 fY2016 (millions of u.S. dollars) Source: World Bank.

Table 3 .
Smart grid adoption drivers