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The Impact of Data Science on the Energy Industry



Big data science is altering the energy industry, as it is in many other industries, by providing insights into cost reductions in down markets and allowing oil producers to respond to market demands in boom times.

Algorithms, data tools, sensors, Internet of Things (IoT) devices, machine learning, and data mining approaches have all advanced dramatically. As a result, it has been demonstrated that big data analysis can give a data-driven approach in:

• Using smart sensor data and machine learning techniques, optimise the heating and cooling system.

• Analyze data usage patterns to optimise maintenance, efficiency, and life span of current solar panel technology.

• Allow algorithms to be developed to foresee and predict changes in solar and wind conditions. To increase the efficiency of clean energy production, such systems make use of data regarding weather, environment, and atmospheric conditions.

• Assist in the development of low-cost solutions for emerging countries by analysing data from mobile phones to predict usage trends and better manage batteries and power sources. To make energy last as long as feasible, these predictive models can be used to modify the brightness of lights and slow down the rate of cell charging.

• Optimise yield and enhance equipment maintenance schedules by employing satellite imagery and remote sensing technology to improve oil-field production.

• Assist regulators in making more informed and sustainable energy-comprehensive decisions.

Big data for solar and wind energy management has been a hot topic of discussion. The main issue with wind and solar is that they do not produce enough power when natural resources are scarce. During these periods, methods such as gas, coal, or nuclear power must be used to make up for the deficiency.

Data analysis and computational models can determine the highs and lows of power usage, as well as when there is a surplus, by collecting data on usage and combining it with other sensory information. These models can be used for a variety of purposes, including:

• Estimate when and how much fossil fuels will be required in order to limit the amount consumed and carbon pollution.

• Determine the best sites for turbines depending on consumption and available resources.

• To reduce power waste, improve and implement a more efficient backup facility.

• Run aspects of the utility industry more efficiently, resulting in cost savings.

Big data analytics and machine learning have enormous potential in the sector of clean and renewable energy. There are numerous advantages that computer science may provide in terms of improving the future sustainability of our ecosystem. A tried-and-true innovation method is transferring ideas and methodologies across sectors. According to Francisco Sanchez, president of Houston Energy Data Science, “the energy industry has lately started to incorporate the survival analysis approach from the medical field.” Survival analysis is a statistical method used in medicine to assess patient survival rates depending on their condition, therapies, and other factors. This approach has been applied to field equipment in the oil and gas industry.

“Through monitoring and modelling, survival analysis is utilised to estimate the maintenance requirements for field equipment such as compressors,” Sanchez explains. Instead of shutting down an oil well for three days to repair damage caused by equipment failure, he claims that preemptive data science-enabled action may cut downtime to only one day. A day’s worth of free time is priceless. At current pricing, a day’s production at a small facility – 1,000 barrels of oil – equals $30,000 in revenue.

“It’s critical to start with the business challenge before diving into technologies and approaches,” Francisco Sanchez argues. Predicting output, enhancing field efficiency, and understanding geological activity are all common commercial concerns in the energy industry. “Big companies like BP and Halliburton have already used data science methodologies. “I see a huge possibility for small businesses with less sophisticated data to win by bringing on one or two expert data scientists,” Sanchez says.

“In the oil and gas industry, you have a lot of data to deal with, and putting it all together takes time.” I’ve seen projects where some data is stored in Oracle databases, while drilling data is stored in other databases, and economic and seismic data is stored in yet another system. “Tools like Hadoop and NoSQL are required to bring all of this data together,” Sanchez explains.

“In terms of specific tools, it will be determined by the problem’s complexity. I recommend looking at machine learning tools if you’re working on an issue with more than 50 variables. “One option to examine is Random Forest, which is provided by Salford Systems,” he says. R and Python are included in the data science toolset for additional applications. He continues, “Tibco and Tableau are useful visualisation tools for presenting the data.”

Consulting firms and analysts have traditionally given value to the sector through their specific knowledge, and the same is true in the case of analytics and energy. Another method to create value with data science is to organise and show data in an usable way.

“As a data analyst, I spend the majority of my time visualising rig and drilling performance.” I’ve developed data collection techniques that allow me to compile hundreds of data sources into tidy packages for display and performance evaluation. My company then sells this material at a higher price than the market norm. Because many firms lack in-house capabilities for these operations, the market pays a premium for explanatory data visualisations, according to Graham Eckel, a former analyst with Precision Drilling in Calgary, Alberta.

“There are still lots of data opportunities in the energy business.” It begins with the implementation of data gathering, cleansing, and storage systems and processes. One method to get started is to hire a data scientist to design the architecture and supervise the execution. “Once you have that in place, you can start generating predictive insights,” adds Eckel.

“We believe that without real-time visibility, misunderstanding will arise. When the time comes to sell that capacity to the markets, the grid, if you don’t know what technologies are available in the market, how much is the capacity of your property, if you don’t know how much money you are going to pour on the solar, you’re in a panic. That is not a simple or straightforward experience.” Says Mahmudul Hasan, Founder and CEO of Nexergy, a cleantech startup based in New York.  He adds, “As a result, we place a great priority on real-time data at Nexergy. We’ve combined technologies to allow us to stream data streams and ingesting databases of time series data, and we’ve applied it to the energy sector. Big data is influencing the future of renewable energy. Weather forecasting using data science could be advantageous to renewable energy sources like wind and solar. It can be used to assist homeowners in deciding whether or not to go solar by estimating costs and savings. It can also be used to streamline management and day-to-day operations in order to assist new renewable energy firms in attracting investors. Renewable energy companies can use cutting-edge analytics to gain valuable insights into how to better manage the system and forecast the amount of energy that can be used in the power grid or conserved for later use.”

Hasan claims that Nexergy intends to give all-in-one solutions for households to decide on solar installation, upgrades, and maintenance. “Nexergy calculates the solar savings by estimating the cost of solar installation and upgrades, as well as financing possibilities, depending on the roof size and shape, shaded roof areas, local weather, local power rates, solar costs, and projected incentives over time. We provide information on solar potentials, incentives, legal and regulatory requirements, and geolocation based on the 2010 United States Census, National Renewable Energy Laboratory meteorological data, EPA GHG Equivalencies, Department of Energy SLED State & Local Energy Data, and Google Maps. When a user enters his address and some basic information into the Nexergy system, Nexergy pulls real-time data from integrated resources and shows it to the user for free.” He also claims Nexergy is working on integrating real-time energy prices based on the geolocation of the user and developing a system that allows a microgrid or homeowner to track solar costs, savings, and carbon emissions. “A microgrid operator/homeowner, for example, can utilise Nexergy data to decide the best time, method, and technology to install or replace solar panels, as well as make energy-related decisions. All of these applications need a significant amount of data collection and processing.” Hasan explains.

Big data and data analytics have been used in the energy business for years to improve production and service offerings such as utilities. More data scientists will be needed to optimise the performance of solar and wind farms as clean energy becomes more profitable. By 2050, renewable energy is expected to account for half of all energy sources. When it comes to clean energy, other technological advancements such as battery technology and long-distance energy exchanges will add more responsibilities for data scientists to keep track of. This emphasises the relevance of big data in optimising renewable energy and transforming it into a future energy source. Data science will be in high demand for sustainable energy in the near future as well as in the long run.

Jacob Musser is an independent cleantech analyst based in the United States. He can be contacted at jacobmusser[at]

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Kurdistan – Britain Ties in New Momentum Driven by Energy Supply



One hundred year before, despite world promise for Independent Kurdistan after post world war’s Ottoman division, Britain government’s decision to divide Kurdistan and merge it in new forming Iraq and Turkey, as well as bloodily suppressing the Kurdish rebel movement by using intense bombardment deprived the Kurds of their right to self-determination, built a historical aloofness between the Kurds and Britain, which has been deepened over time, and brought profound bilaterally distrust, it’s still lasting.

While, majority of people in Middle East (M.E) strongly still believe that Britain’s interests or intentions are in behind of most of the sufferings in this region, but Kurds found their fate directly changed by Britain policies in the M.E. Britain’s role in Iraq’s political and economical process of Iraq  by 1972 were main obstacle in Kurdish movements for independence. This policy continued then, with no proper reactance by Britain for Iraqi Baathi government’s violences against Kurds, such as chemical attacks and Infal (Massacre of more than 180,000 people) deepened these mutual reluctances, but Britain’s cooperation along with France and the United States in passing UN Security Council’s Resolution 688 to prevent a mass extermination of the Kurds by the Iraqi government in 1991, is unforgettable turning point in Britain’s approach toward Kurdish people.

Twelve years later, when international coalition, led by U.S, Overthrew Baath’s Saddaam Hussein in 2003, British forces focused on south of Iraqi province of Basra, where later in 2009, British giant oil, bp, signed its first oil contract in modern Iraqi era to develop the big field of Rumaila in cooperation with Chines CNPC. Four years later, British bp entered new cooperation with Iraqi federal for redeveloping oil fields in Kurdish city of Kirkuk, where first oil well in Iraq’s history were drilled by British led Iraq Petroleum Company (IPC) in 1927. Kirkuk, where known as heart of Kurdistan, is one of disputed regions between Kurdish government and federal government of Iraq, stipulated in Iraqi constitution (article 140) to be determined by a referendum, so far it has been postponed.

Meanwhile, despite British bp’s interest to Kirkuk, less than 100 km far from Erbil, KRG’s capital, lack of any British giant oil and gas companies’ desire to enter the projects in Kurdish administrated region, raise a doubt over Britain’s support for 2017’s October attacked by Iraqi federal forces on the Kurdish peshmerga’s bases in Kirkuk, in contrast to the close mutual cooperation in the fight against ISIS terrorism in Iraq.

When the distance between the Kurds and Britain was predicted to widen, bike-tour of Erbil streets by Kurdistan President and British ambassador to Iraq, in April 2021, dispatched positive pulses. The improvements in mutual relationship continued, when British foreign minister visited Erbil, June of 2021. Then, Kurdistan President’s visit of No.10 of Downing Street strengthened the ties, brought hopes for more developments.

Russian invasions on Ukraine, which highlighted Europe’s need for reform in Energy policies and diversifying energy sources, mainly for Natural gas supplies, made historical opportunity for Kurdistan, world biggest undeveloped oil and gas reserves. Kurdistan Region of Iraq own about 45 billion barrels of oil reserves and about 5.7 trillion cubic meters of natural gas, while the KRG’s oil production is still below 500,000 bpd and about 15 million cubic meters of natural gas. While Baath government of Iraq left Kurdistan oil and gas reserves undeveloped until end of its rule in 2003, Kurdish semi-autonomous government began development plan of its oil and gas, soon after 2007, when its oil and gas law was passed in region’s parliament. The semi-autonomous region’s oil production is over three OPEC members including Gabon, Congo and Equatorial Guinea, according to OPC Monthly Oil Market Report – April 2022.

Kurdistan government targeted fast raise in natural gas production to 725 million cubic feet by 2023 and more than one billion cubic feet by 2025, which enabled region to start export natural gas in next two years. Kurdish government president and prime minister recently visited regional countries, incising Qatar, UAE and Turkey to receive their support. In next step, Kurdish PM, Mr. Masrour Barzani, showed Kurdistan’s plan to develop the region’s natural gas production and infrastructures to export to Europe, through Turkey, during his Dubai Energy Forum. He also during his meeting at mid of April 2022, with Britain’s PM, Mr. Brouris Johnson, discussed Kurdistan’s interest  to connect region’s natural gas to international transmitting pipeline in Turkey, seems supported by British PM, a great chance for more development in mutual economical relationship.

Kurdistan’s ambitiously plan for fast development of its natural gas production to be supported by west, mainly US and UK in several categories. While KRG should internally conduct radical reforms in directing the sector, the international supports to be achieved against threatening of Kurdistan by Baghdad’s view on Kurdistan’s oil and gas sector, seeking to centralize its administration, which is needed to be resolved with federal government swiftly. International racing, is also vital for facing the regional and global competitor’s challenges, seems to be next step facing Kurdish natural gas project.

New era in Kurdistan and Britain ties sparked hopes to bring Britain’s support for Kurdistan’s oil and gas industry, not only technically, but also, politically. British companies would be welcomed in Kurdistan to participate in developing Kurdistan’s oil and gas plan, financially and technically supports. Also, Britain’s political support for Kurdistan’s natural gas, mainly, would be softening Iraq’s position against Kurdistan’s natural gas, which could back Britain’s strategy for diversifying UK and Europe natural gas sources.

The new turning point in Kurdistan and Britain is recently kicked off, would strengthen ties and raise hopes for strategical achievement, if Britain is ready to warmly shake the hands with Kurdish government, mainly for gas policy.

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The Development and Geopolitics of New Energy Vehicles in Anglo-American Axis Countries




While the global development of green energy and industries has been an ongoing matter, the war launched by Russia in Ukraine adds a deeper geopolitical dimension to it. In this shift, the “Anglo-American Axis”, comprising the United Kingdom and the United States, may once again lead the way.

Take the UK as an example. In promoting green energy and green industry, and reducing its carbon emissions, a series of seemingly radical policies have been introduced in the past two years. The UK government released the “Ten-Point Plan for a Green Industrial Revolution” in November 2020, proposing the development of offshore wind power, in addition to promoting the development of low-carbon hydrogen, and providing advanced nuclear energy, accelerating the transition to zero-emission vehicles, among others. It also includes action plans for the reduction of 230 million tons of carbon emissions in the transport and construction industries in the next decade.

In the policy paper Energy White Paper: Powering Our Net Zero Future published in December 2020, the UK has planned for the transformation of the energy system, and strive to achieve the goal of ne-zero carbon emissions in the energy system by 2050. On the conventional energy front, it announced a phase-out of existing coal power plants by October 2024. Focusing on the fields of energy, industry, transportation, construction and others, it aims at reducing greenhouse gas emissions by at least 68% by 2030. Additionally, the UK has also launched the Emissions Trading Scheme (ETS) on January 1, 2021, setting a cap on total greenhouse gas emissions for industrial and manufacturing companies, with the objective of achieving a net-zero emissions target by 2050. In March 2021, it took the lead among the G7 countries to launch the Industrial Decarbonization Strategy, supporting the development of low-carbon technologies and improving industrial competitiveness. The plan is to significantly reduce carbon dioxide emissions from manufacturing companies by 2030 and build the world’s first net-zero emissions industrial zone by 2040.

In terms of public transport, there is the March 2021 National Bus Strategy, and a green transformation plan for the bus industry is proposed. In July of the same year, the Transport Decarbonization Plan is announced, further integrating low-carbon transformation in transportation such as railways, buses, and aviation, and promoting the electrification of public and private transportation. At present, there are more than 600,000 plug-in electric vehicles in the UK, and the production of new energy vehicles exceeds one-fifth of the total car production. In the nation’s new car sales for February 2022, electric vehicle sales accounted for 17.7% of the market, the market share of plug-in hybrid vehicle sales is 7.9%. Adding traditional hybrid vehicles, electric vehicles account for more than one-third of the sales.

On April 8, 2022, the UK government announced the annual development goals for new energy vehicles. It is stipulated that by 2024, all-electric vehicles must occupy 22% of the market. This proportion rises to 52% in 2028 and 80% in 2030. The country’s authority hopes that these mandatory policies will force carmakers to, by 2035, increase the share of electric vehicles in sales every year, when all models must achieve zero emissions. It will then ban the sale of new petrol and diesel cars from 2030 and hybrid cars from 2035, under plans unveiled two years ago.

As the world’s largest automobile consumer, the United States has also put forward the development plan for new energy vehicles. It should be pointed out that the marketization forces represented by Tesla have played a strong and spontaneous role in the U.S.’ development of new energy vehicles. On this basis, the supporting policies introduced by the U.S. government will have greater policy flexibility. After the Biden administration came to power, there are changes in the negative attitude of the Trump administration towards the new energy industry, and an agreement returning to the Paris Agreement has been signed. To achieve the goals of the Paris Agreement, the U.S. government plans to increase the sales of new energy vehicles (including plug-in hybrid, pure electric, and fuel cell vehicles) to 40-50% by 2030. The government and industry will provide subsidies for the purchase of these vehicles, improve the charging network, invest in research and development, and provide subsidies for the production of the vehicles and their spare parts. On March 31, 2021, the Biden administration proposed to invest USD 174 billion in supporting the development of the U.S. electric vehicle market, which involves improving the U.S. domestic industrial chain. It targets to construct 500,000 charging stations, electrify school buses, public transport, and federal fleets by 2030. In President Biden’s USD 1.75 trillion stimulus bill passed by the House of Representatives that year, there was a subsidy mechanism for new energy vehicles and additional subsidies for traditional American car companies.

Major U.S. domestic and international automakers, United Auto Workers, Alliance for Automotive Innovation, the California government, the U.S. Climate Alliance, as well as other industrial and governmental agencies have issued a joint statement and support the Biden administration to accelerate the development of the new energy vehicle industry, so as to strengthen the leadership of the U.S. in this field. On the basis of marketization, the strong support of the U.S. to the new energy vehicle industry will greatly promote the development of this particular market in the country.

Researchers at ANBOUND believe that the UK and the American strategies and series of policies for the development of new energy vehicles are not merely concerning industry and green development. Instead, they carry profound influence and significance. Chan Kung, founder of ANBOUND, pointed out that the policy signals given by the Anglo-American axis represent the shape of the things to come. The development of new energy vehicles is not a purely industrial or technological issue. It is conspicuous that such a development means alternative ways of energy utilization have emerged, and this energy revolution has its geopolitical implication, where both the UK and the U.S. will further ditch their dependence on Russian energy. If the future industrial system and consumer market are no longer dependent on oil, then Russia, which is highly dependent on oil resources economically, will be hit greatly in economic sense.

It should be pointed out that due to the complexity and extension of the transportation system, this revolutionary policy of energy substitution will also drive the rapid development of other industries, as well as related technological buildout and the manufacturing of new products. It will not take long for a new manufacturing system to emerge in the countries and societies of the Anglo-American axis.

Chan Kung emphasized that it is also worth noting that from a geopolitical perspective, this large-scale new energy policy is also a measure to share geopolitical risks and pressures. In the past, countries and governments had to address issues caused by geopolitical risks, such as rising oil prices and inflation. These in turn, could lead to political instability if the ruling government failed to address them well. However, the rapid development of industries such as new energy vehicles has made a great change in the situation. The pressure on the government was quickly directed to the private sector, industry, and society. To improve the quality of life, people are spending money to buy new energy vehicles. This is tantamount to common people spending money to solve the geopolitical risks of the Anglo-American axis countries and governments. Once this pattern and market system are formed, the Anglo-American axis countries will not only eliminate the pressure of Russia’s weaponization of energy, they can also generate profits from it, even form a new manufacturing system that can scrap their dependence on the manufacturing industry of third world countries and China. From this ideal logic, the development of new energy vehicles can serve multiple purposes for countries such as the United Kingdom and the United States.

Noticeably, unlike in China, the “electric vehicles” or “new energy vehicles” mentioned in the supporting policies of the Anglo-American axis countries do not have any specific type (such as plug-in hybrid, pure electric, fuel cell vehicle, etc.). This is actually a wise decision in the design of public policy. The technology part is a technical issue, not a public policy issue. Separating public policy from technical issues not only distinguishes the functions of policy and market, but also effectively reduces the influence of interest groups.

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China’s Contribution to Bangladesh’s Achievement of 100 Percent Electricity Coverage



With the opening of a China-funded eco-friendly 1320mw’s mega power plant at Payra in Patuakhali district, Bangladesh became the first country in South Asia to achieve 100 percent electricity coverage. That megaproject is a centrepiece of Bangladesh and China’s Belt and Road collaboration. Bangladesh saved $100 million by completing the Payra Thermal Power Plant project ahead of schedule.

Prime Minister Sheikh Hasina also expressed gratitude to the Chinese president and prime minister for their assistance in the construction of the Payra power plant. She claimed that with the inauguration of the project, every residence in the country was now getting electricity and announced 100 percent electricity coverage with the inauguration of the 1,320 MW Payra Thermal Power Plant, the country’s largest of its kind.

She also remarked March – a month of Bengalese Victory, noting that her government was able to open the power plant during this month, which coincides with the “Mujib Borsho,” which commemorates the birth centenary of Bangabandhu Sheikh Mujibur Rahman and the country’s Golden Jubilee.

Chinese Ambassador to Bangladesh Li Jiming quoted on the inauguration ceremony that, “This project serves another major breakthrough in China-Bangladesh cooperation in the Belt and Road Initiative, another splendid symbol of China’s strong commitment to Bangladesh in its development.”

According to the State Minister for Power, Energy and Mineral Resources, Bangladesh has not undertaken such a large-scale, cutting-edge project in the last 50 years, and the Payra plant is Asia’s third and the world’s twelfth to use ultra-supercritical technology.

Bangladesh China Power Company Limited (BCPCL), a 50:50 joint venture between China National Machinery Import and Export Corporation (CMC) and Bangladesh’s state-owned North-West Power Generation Company Ltd (NWPGCL), developed the Payra Thermal Power Plant with $2.48 billion financing from China Exim Bank.

The power generation capacity has rocketed to 25,514 MW in February 2022 from 4,942 MW in January, 2009. Bangladesh is now ahead of India and Pakistan, among the South Asian countries that have brought 98 per cent and 74 per cent of their population under the electricity network, according to data from the World Bank.

Patuakhali district of Bangladesh is set to take the lead in the country’s economic growth following the opening of the country’s first coal-fired Ultra Supercritical Technology power plant in coastal Payra. Within the next 5-10 years, the area will become an energy hub.

The government is also planning to establish a special economic zone and an airport to realize its dream of developing the country, attracting investments to Payra, and establishing besides Kuakata as a world-class eco-tourism centre within the next two decades, according to State Minister for Power Nasrul Hamid, while this powerplant will ensure power coverage of this flagship dreams.

The plant will energize Payra port, which has the potential to become an important sea-based transit point on the Silk Route as well as a global trade hub, as the government plans to develop the region as one of the country’s major economic corridors by establishing direct road and rail connections between Dhaka and the rest of the country, as well as connectivity to Bhutan, china, India, and Sri Lanka. According to the port authorities, a full-scale functioning of the port will result in a 2% boost in the country’s gross domestic product (GDP).

Another active power project, The Barapukuria Coal Fired Power Plant Extension is a 275MW coal-fired power plant in Rangpur, Bangladesh is also developed by CCC Engineering and Harbin Electric. Bangladesh received a US$224 million loan from the Chinese private bank Industrial and Commercial Bank of China (ICBC) in January 2014 to expand the capacity of the 250 MW Barapukuria coal-fired thermal power station by 275 MW.

China’s SEPCOIII Electric Power Construction Corporation has also committed to collaborate with Bangladesh’s S.Alam Group to build coal-fired power facilities in Chittagong with a capacity of 1,320 megawatts, which are targeted to begin operations this year.

Bangladesh joined the flagship BRI in 2016, and its ties with Beijing have grown significantly in recent years as Bangladesh’s largest trading partner is now China. During Chinese President Xi Jinping’s visit to Dhaka in October 2016 different development projects worth around $20 billion were agreed.  Among which The Padma Bridge Rail Link, the Karnaphuli Tunnel, the Single Point Mooring project and the Dasherkandhi Sewage Water Treatment Plant are all slated to be finished this year. All of these china funded projects are expected to make a significant contribution to Bangladesh’s economic growth in order to meet the country’s goal of becoming a developed country by 2041.

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