ENERGY IS CHANGING: WHY IT'S TIME TO THINK DIGITAL AND GET AHEAD OF THE CURVE - FOCUS ON INDIA - IIOT WORLD
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Energy is changing: Why it’s time to think digital and get ahead of the curve Focus on India January 2021
Contents India’s new energy future 3 The Indian trilemma 4 The impact of Covid-19 on energy demand 5 Reimagining coal in the new energy landscape 6 Coal’s role in the energy transition 6 Profit from experience 7 Economic Flexible Operation 7 Digitalization could be easier than you think 8 Building a digital enterprise 8 What does digitalization involve? 9 It all starts with data 10 What’s next? 12 Building a digital business case 14 Real use cases to inspire your digital business case 15 2
India’s new energy future With a population of 1.4 billion and one of the world’s fastest-growing major economies, the International Energy Agency (IEA) sees India as vital for the future of the global energy markets1. Like the vast majority of countries around As an owner operator with a successful the world, India is focusing on providing portfolio of 34GW, we genuinely know what secure, affordable and sustainable energy it takes to operate and maintain assets to its people, whilst transitioning to a low in challenging market conditions. We’re carbon global future. The country’s energy managing our own, and our clients’ fleets, sector is developing rapidly, driven by to support renewable integration, so we both renewable energy technologies understand first-hand how to successfully and energy market reforms. Both will transition plants to operate flexibly. be needed to meet Prime Minister Modi’s Digitalization is essential in target of 450GW of renewable energy This report sets out to share our keeping this increasingly capacity by 2030. experience of unlocking Economic decarbonized and decentralized Flexible Operation and how digitalization Flexibility and digitalization will be key to can help you get there. Globally, the system stable and affordable. navigating the multiple energy challenges energy sector is undergoing a major We’ve been through our own India faces over the next few months and transition, and much of it would not be digitalization journey and we’ve years, from fluctuating demand and the possible without digital solutions. experienced what works and integration of renewables, to the changing role of coal-fired plants. what doesn’t. We’ve learnt from our successes and mistakes and can help make your own journey faster and easier. 3
The Indian trilemma Trends in the Indian power market Solar capacity increased World’s largest renewable India is facing the trilemma of needing to provide secure and in the last five and a half energy expansion programme reliable energy to homes and businesses at an affordable years from around price, whilst playing its part in resolving the global climate 175GW until crisis. It’s facing this trilemma from the challenging position 2.6GW to more than 34GW 2022 of having massive domestic coal stock reserves and little natural gas. However, there is huge potential for renewables, especially wind and solar, and new technologies like hydrogen. Renewable energy has India now at Solar park scheme According to the Government of India’s a share of 5th doubled from Ministry of New and Renewable Energy, India has the world’s largest renewable 23.39% in the global position 20GW to 40GW total installed generation for overall energy expansion programme, with a target capacity in the country installed of 175GW of renewable energy capacity by i.e 368.98GW renewable 2022. Installed renewables capacity has (Up to 29th energy capacity grown rapidly, increasing by 226% in the February 2020) Solar power tariff last five years.2 reduced by more than 75% using plug and play model Renewable energy installed capacity increased 226% in the last 5 years Record low solar tariff RS 2.44/unit achieved in Bhadla, Rajasthan Highest ever wind capacity addition of 5.5GW in 2016-2017 *All figures correct as of December 2020. 4
The Indian trilemma Increasing demand >50% of capacity in India With these trends in mind, The impact of supporting economic growth will be non-fossil fuel we believe India’s power Covid-19 on and industrialization within 10 years sector urgently needs: energy demand Driven by nation-building initiatives India was one of the world’s biggest 1. A move away from baseload Power According to the IEA’s World Energy such as Make in India – the Government investors in renewables in 2019 – Purchase Agreements (PPAs) to a Outlook report, published in October 2020, initiative to transform India into a global investing $9.3 billion in the sector.5 more market-based system that global energy demand is set to drop by 5% design and manufacturing hub. Tier 2 rewards the most efficient and in 2020, with electricity demand down by a cities uplifted by new industries will Rural electrification and flexible fossil generation, through relatively modest 2% for the year. Depending develop into megacities, with demand a combination of capacity on the progress of the pandemic and global growing as incomes increase, supported changing use patterns payments and exchanges. economic recovery, energy demand could by Government incentives around electric Around 700 million people in India return to pre-Covid-19 levels by early 2023.8 vehicles and infrastructure. 2. The incentivized development of gained access to electricity between new technology such as batteries, While energy demand in India has fallen by 2000 and 2018.6 hydrogen and hybrid grids. around 25-30% in the pandemic, the IEA Low carbon agenda predicts that India will lead the demand for and falling renewables costs Sector reforms 3. Support to make the power energy globally over the next 10 years – with industry the best career choice growth forecast at between 4-9%.9 Solar power tariffs are continuing to The IEA has identified urgent changes for the brightest Indian engineers fall in India, to around Rs 2 per unit.3 needed in India’s power sector, including and scientists. The increase in demand will mainly closer co-operation at national, regional and state-level between the discoms be driven by India’s growing industrial Tightening of finance (distribution companies), the sector, with a smaller rise in demand for new coal sites system and grid operators, and the coming from the residential sector, as regulators through the Central Electricity households have more disposable income Funding for coal projects fell by 82% in to spend on electrical appliances like air 2019, following a 90% reduction in 2018. Regulatory Commission; tariff reform; and the creation of an India-wide conditioning, especially in rural areas. Lending to renewable developments fell by 6%, but it still accounted for 95% of total electricity market with efficient trades.7 With renewables meeting 80% of global investment in energy.4 electricity demand growth over the next decade, the IEA also predicts India will become the largest market for utility-scale battery storage, with storage playing an increasingly vital role in the flexible operation of power systems.10 5
The Indian trilemma Reimagining coal in the Coal’s role in the new energy landscape energy transition Alongside the continued growth of As the IEA’s report noted, the flexibility India is home to one of the world’s largest modifications and integrity management renewables and the demand for existing needed to successfully integrate reserves of coal, and it’s likely that coal to name but a few in order to manage the generation assets to decarbonize, renewables doesn’t just come from plants will play a role in the country’s new operating regimes and the risks and successful operators will need to coal plants, but from other fuel sources energy transition. The Central Electricity opportunities they present. adapt their operating and management like natural gas, new renewable Authority’s 2019 generation optimization regimes to be more resilient in a technologies such as hydrogen, energy plan included potential investment in new For plants, operating flexibly can mean rapidly changing environment. storage, demand-side response efficient coal plants up to 2030, alongside fewer operating hours and lower income, and power grids. the closure of 48.3GW of end-of-life less notice to start with faster ramp times In its 2020 review of India’s energy coal plants.11 requested, and more demand volatility policy, the IEA outlined coal plants’ role with larger swings in load. For plants in supporting India’s energy transition. With flexibility key to the successful predominantly designed for baseload integration of renewables, the Government operation, that could potentially speed up of India is currently working to identify plant deterioration and lower reliability, plants that can and need to provide that increase fuel, oil and water consumption, flexibility, representing a significant and heighten the risk of premature failure opportunity for the sites that get it right. and downtime. To operate economically, especially in a What does flexibility mean more competitive market with limited “India’s power system is currently for coal plants in India? investment, plants will need to focus experiencing a major shift to higher on both: As part of India’s energy transition, shares of variable renewable renewable penetration will see the energy, which is making system • Operational optimization to country’s existing asset base of mostly increase flexibility, lower costs, and integration and flexibility priority coal-fired plants move from baseload reduce emissions; issues. The Government of India has operation to running flexibly. supported greater interconnections • And plant optimization to protect Renewable energy-rich states like Andhra across the country and now requires reliability, lower maintenance costs Pradesh, Karnataka, and Rajasthan will and extend asset life. the existing coal fleet to operate more need highest flexibility. Plants with high marginal cost of generation would face flexibly. It is also promoting affordable Operating flexibly also requires a significant demand to operate flexibly to significant level of staff competence, battery storage.” ensure better integration of renewable compared to steady state operation. energy into the grid. Training will be needed to upskill onsite World Energy Outlook 2020 flagship report, IEA engineering teams for flexible operation Moving to flexible operation involves making and new trials, together with strategic changes onsite: from operations management culture changes to share best and maintenance (O&M) schedules, to plant practice across teams and reduce shift-to-shift variations. 6
Profit from experience The UK and Europe have already gone through this change, and have insights and experience that can be leveraged across the regions to help evolve asset management and operations, without the need for large capital investment projects. Plants have demonstrated they can The potential real-world value successfully reduce minimum load to around 10%, improve ramp rates, of Economic Flexible Operation and/or two shift to minimize • Shorten start-up times by 20-50% renewables curtailments. • Improve ramp rate and load following by 50% Economic Flexible Operation • Reduce major component Economic Flexible Operation is effectively a replacement costs by 20-30% change management program focusing on economic operation, maximizing income and • Increase max load by 5-10% of Pmax reducing risk. It’s based on our experience • Reduce minimum load by as an owner operator navigating the energy 5-10% of Pmax transition in the UK and Europe, and our collaboration with clients’ plants around the • Increase major outage world. It has helped us get the most from intervals by 20-40% our existing assets, and we can help you • Reduce daily maintenance do the same, by providing expert flexibility costs by 10-20% support bespoke to your plant. In 2019, our digital solutions • Reduce fuel, oil and water consumption by 10-20% delivered an average 56% • Extend economic plant life rate of return on investment by 5-15 years for our clients, across 20GW A significant increase in useful asset worldwide. In India, we deliver utilization, life and profitability. What would engineering expertise and these benefits be worth for your plant? digital-based solutions to support the energy transition across the region. 7
Digitalization could be easier than you think When you look at the trends and targets driving India’s energy transition, it’s clear that the plants that will survive and grow will need to be steps ahead – ready and able to deliver flexibility. Digitalization will help you get there, by giving you a real time view of your assets, risks and opportunities. It’s integral to the commercial delivery of safe, flexible operations. Digital technology is transforming the We’ve developed meaningful and proven energy sector and bringing wide-ranging digital tools for our own power plants, changes. The Industrial Internet of Things which have demonstrated a measurable (IIoT) promises to digitalize much of the step change in performance, but crucially, world’s industrial processes, including an digitalization isn’t just about technology. overhaul of physical infrastructure in the There isn’t a silver bullet – a solution that utilities sector, such as power generation, can simply automate everything for you. For transmission and distribution. This brings us, it has meant combining advanced digital with it equally enormous opportunities, solutions developed specifically for power both operational and societal, and major plants with multidisciplinary engineering challenges including interoperability and expertise – to achieve specific goals. regulatory issues. In short, digitalization in the The main issue is that digital means energy sector means digital different things to different people and engineering and asset getting value out of digital, in amongst all management – with bespoke the buzzwords and promises, is the key challenge facing many owners and digital solutions to solve operators. Often, digitalization consultants bespoke challenges and providers talk about best practice, around reliability, without looking at or understanding the practical aspects for plants. That means availability, flexibility and that when plants set out their digitalization commercial resilience. roadmap, it can often be unrealistic. 8
Digitalization could be easier than you think What does Navigating the energy transition digitalization involve? with digital – how can digital help? Frost & Sullivan see digitalization as the analytics, foresight and prevention Applies to the entire stack of power generation needed to drive better agility of assets within a plant, to drive long-term profitability and sustenance amid The familiar territory The unfamiliar yet the most innovative territory market uncertainty. Sensing Monitoring Analysis Analytics Foresight Prevention They recommend digital platforms Basic data Different methods of Analysis of condition Data analysis Event or operational Any event that lead because they allow for the creation of collection tool. monitoring depending monitoring and and visualization prediction before the to negative outcomes holistic operational intelligence that Pressure, on the asset type. reliability assessment to derive outcomes event occurs. E.g. is prevented with can drive enterprise-wide optimization temperature, vibration Condition monitoring data. Root cause from past operational asset failure prescriptive common measures in reliability assessment analysis, equipment instances to identify prevention due to technologies such as across your portfolio, whilst individual trends and pattern artificial intelligence sensing. Latest trend and monitoring, specific analysis, patterns, trends and solutions can be targeted to serve is with vibration analysis operational simulation situations that can be analysis or digital twin and machine learning a specific purpose. multi-sensing and monitoring, etc. analysis, etc. improved for future based simulations. tools, thus leading (multiple measures operational purposes. to cost savings. can be collected at once). Digital Platform Stack Customized AI/ML Driven Analytics Cloud Support Mobile Native Customer API Existing application Support interface support Single data feed-in/feed-out layer Monitoring No code app O&M Data Sensing Scheduling development Management Management Analysis Analytics Workflow Criticality Portfolio Cybersecurity digitalization Contribution Management and IT Foresight Prevention Asset/Plant Performance Management Workflow Management Stack Other Pertinent Stacks Stack (can be combined with market risk management too) Source: Frost and Sullivan 9
Digitalization could be easier than you think It all starts with data For plants, AI and ML can help you learn Accessed at the click of a button with The six Vs what’s ‘normal’ and spot deviations to no long supply chain. Ultimately, not Most of the data needed to run a power prevent issues before they happen. That embracing cloud computing will Traditionally, the challenge of managing station more profitably already exists. offers significant benefits in terms of increase the time, cost and effectiveness and utilizing big data is described in terms But with a vast amount of data to cost, ROI, risk, health and safety, and of digital implementation. of – volume, variety, velocity and veracity. understand and analyze, how do you extract environmental compliance. Operating the insight you need, especially with a flexibly often means operating in the Volume – the vast amount of plant data small plant team? Start small and scale up unknown, so ML and AI are key to helping generated every second, with many Advanced technologies like Artificial you analyze the impact of flexible operation One of the benefits of digital platforms datasets too large to store or analyze using Intelligence (AI) and Machine Learning (ML) on performance and asset life. enabled by cloud computing, is that conventional database technologies. have made data much easier to manage they offer plants the ability to scale. and turn into useful, actionable insights. Cloud computing Plants can start small and evolve their Variety – the numerous types of data Including structured data from things like digitalization journey in the way that’s generated plant-wide (e.g. plant process plant monitoring, and unstructured data Brian Bradford, Vice President of Utilities right for them, with potentially unlimited data, maintenance records or shift logs etc.). from control room emails for example. within Oracle’s Industry Strategy Group, access to resources. believes that many utilities increasingly see cloud computing as essential to their Digitalization is something that every Velocity – plants need to be able to Machine Learning & survival and a fundamental asset in meeting plant should target, but in our experience, extract continuous, real-time insights for both operational and plant optimization. Artificial Intelligence ever-evolving expectations and turning data we’d recommend taking baby steps into an opportunity to modernize and evolve towards your vision, to understand the ML and AI definitions are often their operations.14 limitations as well as the opportunities. Veracity – plants need reliable, interchanged and differ depending on Before we started working with one of accurate, high quality data to support who you are talking to. A recent study shows that 71% of utilities our clients, they had put out a single their decision-making. According to Gartner, advanced ML now use cloud hosted software, up from just tender for their complete digitalization Increasingly, two further Vs are also used algorithms are composed of many 45% three years ago, with 74% planning to all at once and invited all the major to reflect issues around cybersecurity technologies such as deep learning, spend more on cloud technologies in the next providers to bid. They didn’t get a single for example. neural networks and natural language 3-5 years.15 response to their tender because it’s processing. Algorithms are designed to Traditionally, utilities often cite cybersecurity impossible to automate like that. We Vulnerability – data security and learn from data, so the more data they and regulatory acceptance as barriers to responded by sharing our own privacy are key concerns for plants, use, the better they get.12 cloud adoption, but it’s important to digitalization experience and suggested and is often seen as one of the barriers remember that cloud providers spend billions a step-by-step approach to build on to digitalization. AI applies advanced analysis and on cybersecurity, attract the best talent in the success of each implementation. logic-based techniques, including ML, to the market and cloud services can be Value – the value of data lies in interpret events, support and automate It’s important to remember that meeting your specific objective, for hosted in India if preferred. decisions, and take actions.13 digitalization is a change management example, reducing your emissions or process involving technology and people lowering your maintenance costs. The main message to take from this Cloud computing provides the security working together. If digitalization isn’t evolving area is that both ML & AI have many and flexibility for companies to pay user-friendly for example, it increases technical sub categories, which when applied only for what they use, when they need it. the risk of digital tools not being used. with engineering know-how can generate high benefits. 10
Digitalization could be easier than you think Digital solutions designed Digitalization isn’t about A human-centric approach: by engineers replacing people • Do you need support to deploy and Our journey began 30 years ago with In our experience, going digital involves embrace technology in a way that’s thermodynamic modelling and today more than just technology and applications. bespoke and relevant to your plant we’re using technologies like site-specific Fundamentally, AI, ML and the IIoT are doing and your onsite team? artificial intelligence and neural networks what engineers have always aimed for – • Do you have questions around IT and for operational and plant optimization. delivering improved ways to do things cost security concerns at management, A neural network learns from your effectively. They are tools to help people investor or plant level? best human operator to optimize your work more efficiently and make quicker and specific plant. It processes all input data better decisions. Understanding the human • Is your technology scalable and suitable simultaneously, making decisions every element is a crucial part of the digitalization for diverse uses, across a regional or 30 seconds, 24/7. As plant operators journey, and often more complex than the national portfolio for example? ourselves, we know how to design and technology itself. use AI in a safe and secure way. • How will technology help to support Digitalization isn’t about replacing people your onsite team? Are your resources With our power plant background, we know with technology, it’s about supporting and stretched, for example? how to identify value-added information enhancing plant teams and tapping into hidden in vast amounts of data. engineering expertise. There’s a world • People are the most difficult to change, of difference between technology and so identify their drivers and support them, technology enabled by plant knowledge. share good practice and experience. The digital IIoT solution we Building a digital platform is easy, but • Identifying KPIs and remaining agile will developed for our own digitalization bringing power plant knowledge into your support successful implementation. algorithms is key. What makes digital tools journey, Enerlytics, is built on a effective, powerful and relevant for plants strong engineering base. It provides is their ability to unlock the value of your our plants, and our clients’ plants data and transform it into timely actionable with a clear picture of asset health insights, together with their ability to harness the very best engineering and actionable insights from expertise – both onsite and from other their data. plants around the world. 11
What’s next? No one technology should be seen in Navigating the energy transition with digital – trends in digital technologies isolation. As Frost & Sullivan put it: “The boundaries of digital are being stretched Intuitive skill based Connected Field Services to enable performance optimization and workforce training achieve process excellence.” With cloud computing and scalable digital platforms, AR/VR/MR you’ll be ready to adapt to new technologies as needed. Intelligent sensors P2P Energy Transfer with embedded via Microgrids compute capabilities Technology should not be seen in isolation. A converged view leads to new growth opportunities. Boundaries of digital are Contractual being structured to enable performance Deep Learning Service optimization and consequently achieve Sensor and Agreements process excellence. Blockchain Fusion Artificial for Connected Services Product as Intelligence a service (Lifecycle Monetization Strategies) AI-based Cybersecurity Threat Prevention across AI + Edge + Sensing Edge and Sensor Fusio Blockchain, Cybersecurity AR/R/MR Edge-based AI driven applications Source: Frost and Sullivan 12
What’s next? How to build your digital business case How digital can help you To survive and thrive The current state of play in India’s power sector provides a clear case for plants to overcome the challenges in a challenging and embrace digitalization – with economic flexible operation needed to support ROI. of flexible operations and evolving market, But how do you go about building a bespoke digital business case for your specific plant/s? benefit from the opportunities plants will need to: Flexible operation represents both a • Optimize operations to increase 1 2 3 4 challenge and an opportunity for many flexibility, lower costs and Company vision Use case gathering Financials plants in India. Supporting the transition reduce emissions. Analyse and focus and goal to renewables could mean less income from generation and more pressure on • Optimize assets to protect How can How are your Gather the use Create a financial reliability, lower maintenance assets rapidly adapting to different digitalisation help assets positioned cases which match model which values costs and extend asset life. operating scenarios. your company in markets and your asset type the use cases, create the future using an asset from own trials or trials and costs to • Upskill onsite engineering teams you are aiming for? management other companies. produce a matrix for flexible operation. model, what are detailing your risks the focus areas for and opportunities. • Optimize management culture to value creation? support onsite teams and share best It’s important to remember practice plant-wide. that digitalization is a Digitalization combined with change management process engineering expertise will help you involving technology and navigate these strategic changes, maximize income and reduce risk, people working together. by unlocking the value of your data and giving you bespoke digital tools to solve specific plant challenges. Crucially, it will help you optimize your assets and operations without the need for large capital investment and drive ROI fast. In 2019, our digital solutions delivered an average 56% rate of return on investment for our global clients. 13
What’s next? What markets are What are your focus areas for value creation? Use this table to match your assets in? your market scenario and operation mode to identify the value drivers Your digital business case sets out how digital will help to deliver your corporate Scenario Conventional (gas/ Conventional (gas/ Wind farms/Solar Conventional (gas/ Conventional (gas/ strategy, for example, flexibility, coal) assets in coal) assets in farm in liberal coal) assets in coal) assets in low renewables low renewables market low renewables high renewables decarbonization, security of supply, penetration market, penetration penetration market, penetration market, aligned to the markets you operate in. with efficiency market, with an low fuel cost so high high fuel cost driven PPA infrastructure with in the merit order capacity issues Test before you invest Operation mode Base load All modes Run all the time Base load Flex We recommend gathering use cases to test the real-world impact of using digital Capacity solutions before you invest, focusing on three to five key areas significant to your plant strategy. You can run your own trials Availability Value focus areas or learn from external use cases relevant to your assets, market and objectives. Reliability Given the need to accelerate your digitalization journey, a combined approach could be the best way to give Flexibility you the advantages of both. Trials will give you results and data unique to Efficiency your plant and enable you to see and understand the cultural impact of your digital project.. Cost Learning from external use cases will help build your business case faster and leverage a huge breadth and depth of experience and expertise from plants around the world, including similar markets to India. 14
What’s next? Real use cases to inspire your digital business case Case study Case study Case study Case study Assets protected by Maintenance costs cut by Demineralized water use 5 figure gains unlocked smart alerts up to 15% optimized to save water, through thermodynamic chemicals and energy modelling Marubeni Asset Power Management are Through plant data collected to monitor transforming their O&M business model the condition of our assets, we could see We’ve developed our digital Enerlytics Advanced remote monitoring techniques through digital transformation – to reduce that some components maintained during platform over many years, based on such as online thermodynamic modelling risk, improve efficiency and increase planned three-yearly shutdowns didn’t our engineering expertise as an owner provide a way of identifying the optimal profitability. They’ve recently worked with actually have any issues. We carried out operator. It enables us to develop operational changes to make onsite 24/7. us to develop data-driven early detection of our first site-specific Maintenance Strategy bespoke digital tools to solve specific, Enabling you to see how your plant will jellyfish and algae ingress affecting plants’ Review (MSR) in 2017, to identify the optimal real-life plant challenges. For example, respond and the risks and benefits of cooling water intake. Together we developed maintenance strategy for each individual we’ve created a bespoke digital tool for different operating scenarios. In this case, a smart alert configured to provide 24/7 auxiliary asset, using data modelling to plants to optimize their demineralized precise insights from thermodynamic autonomous monitoring and email compare the effectiveness of different water use – to reduce costs and risks, modelling helped our customer accurately notifications. This delivered a practical maintenance strategies. Today, all our plants increase efficiency and improve identify the optimum number of cooling solution to a new problem, quickly and easily. are using asset data combined with onsite performance. Plants can create towers the plant needed to maximize expertise to cut maintenance costs by up to automatic, real-time online reports efficiency and performance across an 15%, reduce the risk of maintenance-induced to visualize their daily water use at already heavily optimized power station. failures by up to 30%, and optimize planned a glance, with a health score to This unlocked 5-figure gains per annum outages. We’re rolling out MSR at our clients’ benchmark daily performance. from small operational changes in just a plants too and can optimize maintenance for Enerlytics is designed to work single area of plant. For plants operating up to 500 assets in just one day using our alongside proprietary software, flexibly, thermodynamic modelling unique MSR algorithm and your asset data enabling you to combine multiple will help you understand the impact and operating/market conditions. data sources and maximize ROI on of variable loads on operation and your existing technology. how to balance generation versus efficiency savings. 15
The next step… One size doesn’t fit all, especially in India’s diverse and evolving power markets. Working out what digitalization means for you is key to a successful digitalization journey. Digitalization can work at any stage – whatever market factors you’re experiencing. Why not talk to us about developing a bespoke digital solution for your plant? We offer free trials to help you understand the benefits and impacts at plant level, based on our engineering expertise and experience as a fellow owner operator. Animesh Kumar Managing Director Uniper India Private Limited M +91 907 395 3939 M +49 173 368 2118 Animesh.Kumar@uniper.energy 16
Sources 1 IEA India 2020 energy policy review 2 Government of India, Ministry of new and renewable energy 3 The Times of India 4 Yahoo Financial 5 Yahoo Financial 6 IEA India 2020 energy policy review 7 IEA India needs a resilient power sector 8 World Energy Outlook 2020 9 Down to Earth 10 IEA World energy outlook 2020 11 IEA India 2020 energy policy review 12 Gartner: Machine Learning 13 Gartner: Machine Learning 14 Smart Energy International 15 Smart Energy International www.uniper.energy Uniper Engineering, Uniper India Pvt Ltd, Unit 701, Tower 1, Okaya Centre, Sector 62, Noida 201301, UP, India
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