JP Elektroprivreda Srbije (EPS)

Total Page:16

File Type:pdf, Size:1020Kb

JP Elektroprivreda Srbije (EPS) Serbian leading energy provider boosts trading profits with predictive artificial intelligence Accurate energy demand evaluation is vital for Serbia’s leading utility supplier, Elektroprivreda Srbije (EPS). Wanting to improve and optimize the process of consumption forecasting, the company‘s stakeholders resolved to use a new solution combining Microsoft Azure Machine Learning with Power Apps and Power BI. In addition to extending the company’s forecast period and simplifying data entry and visualization, EPS saw both its prediction time and margin of error drop beyond expectations. Customer Customer profile Software and services JP Elektroprivreda Srbije Public Enterprise Electric Azure (EPS) Power Industry of Serbia is a Azure Machine Learning Website: eps.rs/eng state-owned public utility and Power Apps Country: Serbia one of the largest companies Power BI Industry: Energy in Serbia, operating in Customer size: Corporate electricity generation, supply, (10,000+ employees) distribution, and trading. Serbian energy provider boosts trading profits with predictive AI “We worked closely Demand forecasting in the energy industry is crucial since energy overconsumption and underutilization generate substantial losses. Serbia’s leading electricity provider, Elektroprivreda with Microsoft so that Srbije (EPS), faced such inefficiencies. Dispatchers used to manually input large volumes of historical we could transfer data, consumption and meteorological data into spreadsheets to predict supply trends—an error-prone years of experience, process that affected the company’s bottom line. “We play balancing markets on an hourly basis. Each deviation is an extra cost,” explains Dragan Vlaisavljević, Executive Director at EPS. and thought process To optimize electricity trading and accelerate decision-making, EPS turned to Microsoft and local into code. Now we just partner Informatika AD. “The team suggested machine learning technology. As far as we know, this need to provide data, had never been done before, so we started with a proof of concept,” says Danilo Komatina, Principal and the system does Engineer at EPS. The company's new solution combines Microsoft Azure Machine Learning, Power Apps, and Power BI. the rest.” Faster, more accurate forecasting Twenty years’ worth of data was digested by the Azure-based solution, and it applies continual machine learning, which gives EPS the agility to accommodate fluctuations. Thanks to real-time data analysis and automation, forecasting electricity consumption now takes 15 minutes instead of two hours, and the time saved is used for trading optimization. EPS has streamlined data collection Dragan Vlaisavljević, using Power Apps, and replaced manual reporting with Power BI dashboard visualization to improve Executive Director, real-time decision making, “My team prepares the data and puts reports on Power BI. I immediately Elektroprivreda Srbije (EPS) see what’s happening just using the mobile app,” says Vlaisavljević. The error margin that hovered between 5 percent to 15 percent shrunk to 1.7 percent. “Reduced error deviation means reduced costs to cover it. We save up to EUR600,000 per year for the “Ultimately, we now balancing market alone,” explains Komatina. “As we also trade better; we predict we’ll be making another EUR300,000 of profits per year,” adds Vlaisavljević. “We don’t have to start and stop our produce more generators as often, so there are fewer malfunctions, reducing repair costs and downtime periods. electricity, sell more, Ultimately, we now produce more electricity, sell more, and buy less,” summarizes Komatina. and buy less.” AI—from spark to flame The project boosted the company's confidence to embrace emerging technologies. “You don’t need a lot of IT experience, or know how to code, or have to invest too much time. We worked closely with Microsoft so that we could transfer data, years of experience, and thought process into code. Now we just need to provide data, and the system does the rest,” says Vlaisavljević. “We are currently exploring how Azure can help tackle challenges like price prediction, trading data Danilo Komatina, Principal Engineer, collection, and integration with existing processes. And we look forward to expanding our energy Elektroprivreda Srbije (EPS) demand forecasting to the whole Central and Eastern Europe trading zone,” he concludes. To find more stories like Partner Digital transformation to: Informatika AD (informatika.com/en) • Empower employees this, visit the global Informatika AD provides services in the • Engage customers development, implementation and • Optimize operations evidence website: maintenance of IT and business • Transform products customers.microsoft.com solutions. This case study is for informational purposes only. MICROSOFT MAKES NO WARRANTIES, EXPRESS OR IMPLIED, IN THIS SUMMARY. Document published April 2020 .
Recommended publications
  • The PE EPS Environmental Report for 2015
    Environmental Protection Electric Power Industry of Serbia 2015 Environmental Report Belgrade, April 2016 PE Electric Power Industry of Serbia Environmental Protection INTRODUCTION .....................................................................................................................................................................................6 1. COAL AND ELECTRICITY PRODUCTION ..................................................................................................................................7 1.1 PE EPS COAL PRODUCTION ...................................................................................................................................................7 1.2 PE EPS ELECTRICITY GENERATION ........................................................................................................................................7 1.3 FUEL CONSUMPTION AND HAZARDOUS AND HARMFUL SUBSTANCES AIR EMISSION FROM PE EPS TPPS ..................................8 1.4 PE EPS WORK INJURIES ......................................................................................................................................................10 1.5 PE EPS HEALTH ..................................................................................................................................................................10 2. KOLUBARA MINING BASIN BRANCH ......................................................................................................................................12 A KOLUBARA MB – OPEN CAST MINES
    [Show full text]
  • Javno Preduzeće
    PUBLIC ENTERPRISE ELECTRIC POWER INDUSTRY OF SERBIA Consolidated Financial Statements Year Ended December 31, 2012 and Independent Auditors’ Report . Translation of the Auditors’ Report issued in the Serbian language PUBLIC ENTERPRISE ELECTRIC POWER INDUSTRY OF SERBIA CONTENTS Page Independent Auditors’ Report 1 - 3 Consolidated Financial Statements: Consolidated Income Statement 4 Consolidated Balance Sheet 5 Consolidated Statement of Changes in Equity 6 Consolidated Cash Flow Statement 7 Notes to the Consolidated Financial Statements 8 - 66 Translation of the Auditors’ Report issued in the Serbian language Translation of the Auditors’ Report issued in the Serbian language INDEPENDENT AUDITORS’ REPORT To the Board of Directors of the Public Enterprise Electric Power Industry of Serbia, Belgrade We have audited the accompanying consolidated financial statements (pages 4 to 66) of the Public Enterprise Electric Power Industry of Serbia and its subsidiaries (hereinafter: “JP EPS” or the “Company”), which comprise the consolidated balance sheet as at December 31, 2012, and the related consolidated income statement, consolidated statement of changes in equity and consolidated cash flow statement for the year then ended, and a summary of significant accounting policies and other explanatory notes. Management’s Responsibility for the Consolidated Financial Statements Management is responsible for the preparation of these consolidated financial statements in accordance with the accounting regulations of the Republic of Serbia, and for such internal control as management determines is necessary to enable the preparation of consolidated financial statements that are free from material misstatement, whether due to fraud or error. Auditors’ Responsibility Our responsibility is to express an opinion on these consolidated financial statements based on our audit.
    [Show full text]
  • S EPS Focused on Ecology and Sustainable RES Projects
    Serbia’s EPS focused on ecology and sustainable RES projects ZelEPS for environmental responsibility As a pioneer, two years ago, Serbian energy company “Elektroprivreda Srbije” (EPS) started selling green energy to customers on the free market. It is energy produced in EPS hydroelectric power plants, and every kilowatt hour from the ZelEPS package has a guarantee of origin. Green energy sold with a guarantee of origin in 2020 was ten times higher than in 2019. Responsible and sustainable projects: The plan is for total environmental investments to reach 1.2 billion euros in the coming years Environmental protection and increasing the share of renewable energy sources in electricity production are an important part of the strategy of Electric Power Industry of Serbia. Every investment project includes environmental measures as part of responsible and sustainable business. So far, about 540 million euros have been invested in projects improving the quality of air, water and soil, and thus EPS has taken a leading position among investors in environmental protection in Serbia. The largest Serbian energy company will continue on the Green Road in the coming years, and additional environmental investments are planned in a number of projects protecting and improving environmental quality. The plan is for total environmental investments to reach 1.2 billion euros in the coming years. The largest environmental projects, currently in progress, are flue gas desulphurization plants. Electric Power Industry of Serbia will invest around 610 million euros in the construction of these systems in thermal power plants. So far, the project worth 96 million euros in TPP Kostolac B has been completed, which lowered sulphur dioxide emissions below the limit of 200 mg/m2.
    [Show full text]
  • World Bank Document
    Public Disclosure Authorized PUBLIC ENTERPRISE ELEKTROPRIVREDA SRBIJE BEOGRAD CONSOLIDATED FINANCIAL STATEMENTS FOR THE YEAR ENDED 31 DECEMBER 2017 AND INDEPENDENT AUDITOR'S REPORT Public Disclosure Authorized Public Disclosure Authorized Public Disclosure Authorized CONTENTS Auditor’s report Consolidated Balance sheet Consolidated Income statement Consolidated Statement of other comprehensive income Consolidated Cash flow statement Consolidated Statement of changes in equity Notes to the financial statements Independent auditor’s report To the Management of Javno preduzeće Elektroprivreda Srbije, Beograd Report on the Consolidated Financial Statements We have audited the accompanying consolidated financial statements of Javno preduzeće Elektroprivreda Srbije, Beograd (the „Company“) and its subsidiaries (the „Group”), which comprise the consolidated balance sheet as of 31 December 2017 and the consolidated income statement, consolidated statement of other comprehensive income, consolidated statement of changes equity and consolidated cash flow statement for the year then ended and notes, comprising a summary of significant accounting policies and other explanatory information. Management’s responsibility for the consolidated financial statements Management is responsible for the preparation and fair presentation of these consolidated financial statements in accordance with the requirements of the Law on Accounting and accounting regulation effective in the Republic of Serbia, and for such internal control as management determines is necessary to enable the preparation of consolidated financial statements that are free from material misstatement, whether due to fraud or error. Auditor’s responsibility Our responsibility is to express an opinion on these consolidated financial statements based on our audit. We conducted our audit in accordance with the Law on Auditing and auditing regulations effective in the Republic of Serbia.
    [Show full text]
  • Public Disclosure Authorized Report No
    Document of The World Bank FOR OFFICIAL USE ONLY Public Disclosure Authorized Report No. 132007-YF INTERNATIONAL BANK FOR RECONSTRUCTION AND DEVELOPMENT INTERNATIONAL FINANCE CORPORATION MULTILATERAL INVESTMENT GUARANTEE AGENCY PERFORMANCE AND LEARNING REVIEW OF THE COUNTRY PARTNERSHIP FRAMEWORK Public Disclosure Authorized FOR REPUBLIC OF SERBIA FOR THE PERIOD FY16-FY20 February 13, 2019 Western Balkans Country Unit Europe and Central Asia Region International Finance Corporation Public Disclosure Authorized Europe and Central Asia Department The Multilateral Investment Guarantee Agency Economics and Sustainability Group Public Disclosure Authorized This document will be made publicly available after the Board consideration in accordance with the Bank’s policy on Access to Information. 0 The date of the last Country Partnership Framework was May 22, 2015 (Report No. 98687-YF) FISCAL YEAR January 1-December 31 CURRENCY EQUIVALENTS Exchange Rate Effective January 31, 2019 Currency Unit – Serbian Dinar (RSD) 100.00 = US$ 0.96 WEIGHTS AND MEASURES Metric system ABBREVIATIONS AND ACRONYMS ASA Analytical Advisory Services IFI International Financial Institution CAP Common Agriculture Policy (EU) IMF International Monetary Fund CCB Climate co-benefits IPF Investment Project Financing CMU Country Management Unit MIGA Multilateral Investment Guarantee Agency CPF Country Partnership Framework MoF Ministry of Finance DIA Deposit Insurance Agency NBS National Bank of Serbia DFI Development Finance Institution NES National Employment Service DLIs
    [Show full text]
  • Western Balkancoal Power Plants Polluted Twice As Much As Those In
    JULY 2021 Western Balkan coal power plants polluted twice as much as those in the EU in 2019 BRIEFING PAPER BY Centre for Research on Energy and Clean Air (CREA) CEE Bankwatch Network Coal power plants in the Western Balkans repeatedly breach pollution control rules The non-compliance of Western Balkan1 coal power plants with the emission limits enshrined in the Energy Community Treaty is reflected in the region’s high sulphur dioxide (SO2), nitrogen oxides (NOX) and dust emissions. This briefing looks mainly at the SO2 emissions between 2015 and 2019, and compares them to those of the then EU28 member states. It also studies NOX and dust emissions in relation to the electricity produced by coal-fired power plants. The results make an urgent case for the discontinuation of coal-fired electricity production as well as urgent improvements in pollution control for those plants which need to operate for a few more years. Leaving coal behind is in the interest of Western Balkan countries seeking to improve their populations’ health and accede to the EU and would set course for an all-inclusive transition away from highly polluting coal for the entire EU and Energy Community region within the next 10-15 years. 17 of the 18 coal power plants in the Western Balkans have had the legal obligation to implement the EU’s Large Combustion Plant 2 Directive (LCPD) since 2018. This should have resulted in significant immediate drops in SO2, NOX and dust pollution, as well as further gradual reductions of these pollutants until the end of 2027.
    [Show full text]
  • Ms Erica Bach PCM Officer Project Complaint Mechanism European Bank for Reconstruction and Development 1 Exchange Square London, UK
    Ms Erica Bach PCM Officer Project Complaint Mechanism European Bank for Reconstruction and Development 1 Exchange Square London, UK 25th April 2017 Dear Ms Bach, CEE Bankwatch Network and CEKOR are hereby requesting a compliance review for the EPS Restructuring project (#47318). Although the investment is on corporate level and not directed at specific physical assets, the project has caused harm and has the potential to cause further harm due to “freeing up resources to allow the Company to focus on and boost the implementation of its long term capital expenditure program”1 which includes lignite mine expansion and construction of several thermal power plants, the most advanced one being the Kostolac B3 TPP. The EBRD has provided technical cooperation to EPS and has put great effort into monitoring and helping EPS develop a strategic approach to managing environmental and social issues. It has requested its client to do regular corporate audits of each of its subsidiary companies and develop costed action plans. However, these improvements have not achieved full implementation by EPS of the EBRD’s E&S standards, which has resulted in continued negative impacts on air quality and harm to communities in mining basins living in unacceptable environmental conditions and bearing significant health and safety risks. Moreover, in the absence of EPS’s plans to decarbonise in the foreseeable future, the climate impact of EPS’s capital expenditure programme is questionable. The EBRD has failed to ensure the resettlement of mining-impacted communities and to assess the strategic impact of its investments on Serbia’s energy sector, and how it could impact the sector’s reliance on lignite, the most polluting of fossil fuels.
    [Show full text]
  • July 2006 Electricity Market Sector Structure 100% State-Owned JP
    SERBIA Last update: July 2006 Electricity Market (1) how many independent 100% state-owned JP Elektroprivreda Srbije (Public Enterprise “Electric generators? imports relevant? Sector Structure No IPPs, Serbia is a net Power Industry of Serbia”) is the dominant vertically integrated utility exporter (1365 GWh in dealing with electricity production, distribution and supply. 2005) The parent company performs wholesale trade for captive customers (at (2) is PE El.Pow. Network of regulated prices), wholesale trade for the open market and common Serbia legally unbundled corporate functions (i.e. autonomous legal entity, Its legally independent subsidiaries deal with power generation (HPP probably under the same holding), or functionally Đerdap ltd, HPP Drinsko- Limske ltd, TPP Nikola Tesla ltd, TPP Kostolac unbundled (different ltd, CHP Panonske ltd.) and distribution/ supply (Elektrovojvodina ltd, division within the same Elektrodistribucija Beograd ltd, Elektrosrbija ltd, ED Jugoistok ltd., ED firm)??or is mere accounting Centar ltd). The functions of DSO and supply are unbundled within the separation is in place? See distribution companies in terms of accounting. the central column (3) how many DSOs? all Installed capacity equals to 8.355 MW (including 1235 MW installed subsidiaries of EPS (or of EPNetwork)? 5 DSOs (as capacity on Kosovo and Metohija, which are under interim administration indicated in the central of UN): thermal (lignite-fired) plants account for 5171 MW, hydro column). generation for 2.831MW and CHP for 353 MW. (4) who is the licensed Market Operator? what type of 100% state owned JP Elektromreža Srbije (Public Enterprise “Electric market (bilateral, pool, etc.) Network of Serbia”) is the independent transmission system and market Elektromreza Srbije (as operator in Serbia, dealing with grid O&M, system operation and market indicated in the central column).
    [Show full text]
  • COAL PRODUCTION in SERBIA — STATUS and PERSPECTIVE 1. Introduction 2. Production of Overburden and Installed Equipment
    Górnictwo i Geoinżynieria • Rok 35 • Zeszyt 3 • 2011 Vladimir Pavlovic*, Dragan Ignjatović*, Predrag Jovančić*, Slobodan Mitrović** COAL PRODUCTION IN SERBIA ⎯ STATUS AND PERSPECTIVE 1. Introduction Coal is by far most important Serbian energy potential, with 85% participation in structure of overall primary energy reserves. Several assessments of total coal reserves were performed to date, but due to different assessment criteria and various level of exploration, these assessments yielded unequal results. Reserves Balance from 2005, states that over 76% of total coal reserves was in Kosovo-Metohija basin. Same source provides information that 14% of coal reserves was in Kolubara basin, while 3.3% is in Kostolac basin. Sjenica and Kovin deposits have only 2.7% of total reserves. Also, it can be seen that contribution of lignite within total balanced reserves is around 93%. Most important lignite reserves in Serbia, excluding provinces are in Kolubara and Kostolac basins (including Kovin basin, which is extension of Kostolac basin). Coal was, is and will be most important source of primary energy in Serbia, regarding both the amounts and energy, regardless to any correction of existing reserves estimations. Largest consumers of coal in Serbia are thermal power plants, with consumption of 96% of total annual production, while remaining part is dried and screened for the industry and open market. Lignite power plants are providing some 60% of total electricity production, while in winter periods, during which demand for electricity is largest, this contribution increases up to 75%. 2. Production of overburden and installed equipment Coal production at Elektroprivreda Srbije takes place in two basins on five open cast mines (Field B, Field D, Tamnava-West Field and Veliki Crljeni in Kolubara basin and * Faculty of Mining and Geology, University of Belgrade, Serbia ** JP Elektroprivreda Srbije, Beograd, Serbia 261 Drmno in Kostolac basin), while two open cast mines in Kostolac basin are in closing process (Ćirikovac and Klenovik).
    [Show full text]
  • Public Enterprise Elektroprivreda Srbije Beograd Consolidated Financial Statements for the Year Ended 31 December 2015 and Indep
    PUBLIC ENTERPRISE ELEKTROPRIVREDA SRBIJE BEOGRAD CONSOLIDATED FINANCIAL STATEMENTS FOR THE YEAR ENDED 31 DECEMBER 2015 AND INDEPENDENT AUDITOR'S REPORT Independent auditor’s report To the Management of Public Enterprise Elektroprivreda Srbije, Beograd Report on the Consolidated Financial Statements We have audited the accompanying consolidated financial statements of Public Enterprise Elektroprivreda Srbije, Beograd (the „Company“) and its subsidiaries (the „Group”), which comprise the consolidated balance sheet as of 31 December 2015 and the consolidated income statement, consolidated statement of other comprehensive income, consolidated statement of changes equity and consolidated cash flow statement for the year then ended and notes, comprising a summary of significant accounting policies and other explanatory information. Management’s responsibility for the consolidated financial statements Management is responsible for the preparation and fair presentation of these consolidated financial statements in accordance with the requirements of the Law on Accounting and accounting regulation effective in the Republic of Serbia, and for such internal control as management determines is necessary to enable the preparation of consolidated financial statements that are free from material misstatement, whether due to fraud or error. Auditor’s responsibility Our responsibility is to express an opinion on these consolidated financial statements based on our audit. We conducted our audit in accordance with International Standards on Auditing. Those Standards require that we comply with ethical requirements and plan and perform the audit to obtain reasonable assurance about whether the consolidated financial statements are free from material misstatement. An audit involves performing procedures to obtain audit evidence about the amounts and disclosures in the consolidated financial statements.
    [Show full text]
  • Environment Protection
    32 ELECTRIC POWER INDUSTRY OF SERBIA ENVIRONMENT PROTECTION Izdaje: JP Elektroprivreda Srbije Sektor za odnose s javnošću Carice Milice 2, Beograd [email protected]; www.eps.rs Za izdavača: Dragomir Marković, generalni direktor Dizajn: Agencija Citlik, Beograd Štampa: Stojkov, Novi Sad Tiraž: 500 primeraka Beograd, jun 2009. www.eps.rs ENVIRONMENT PROTECTION 2 THE MISSION OF THE ELECTRIC POWER INDUSTRY OF SERBIA IS SECURE ELECTRICITY SUPPLY TO ALL CUSTOMERS, UNDER THE MOST FAVORABLE MARKET CONDITIONS, WITH CONTINUOUS UPGRADING OF THE SERVICES, IMPROVEMENT OF ENVIRONMENTAL PROTECTION AND WELFARE OF THE COMMUNITY THE VISION OF THE ELECTRIC POWER INDUSTRY OF SERBIA IS TO BE A SOCIALLY ACCOUNTABLE, MARKET-ORIENTED AND PROFITABLE COMPANY, COMPETITIVE ON THE EUROPEAN MARKET WITH A MAJOR IMPACT IN THE REGION, RECOGNIZED AS A RELIABLE PARTNER AMONG THE LOCAL AND INTERNATIONAL COMPANIES 3 CONTENTS INTRODUCTION page 4-7 ENVIRONMENTAL PROTECTION IN EPS page 8-9 THERMAL POWER SECTOR page 10-17 OPEN CAST MINES page 18-19 HYDRO POWER SECTOR page 20-23 DISTRIBUTION ACTIVITY page 24-25 WASTE MANAGEMENT page 26-27 STANDARDS page 28-29 COOPERATION WITH INSTITUTIONS AND STATE AUTHORITIES page 30-31 ENVIRONMENT PROTECTION INTRODUCTION 4 Introduction 5 INTRODUCTION LACK OF AWARENESS ABOUT ENVIRONMENTAL PROTECTION IMPORTANCE, IRRESPONSIBLE BEHAVIOUR TOWARDS NATURAL RECOURSES, LACK OF FUNDING, AS WELL AS GENERAL SOCIAL CLIMATE IN THE LAST DECADE OF THE 20th CENTURY, HAVE CAUSED GENERAL WATER RESOURCES, AIR AND SOIL DEVASTATION. DUE TO THESE REASONS, PUBLIC ENTERPRISE ELECTRIC POWER INDUSTRY OF SERBIA HAS MET THE BEGINNING OF 21st CENTURY, IN THE FIELD OF ENVIRONMENTAL PROTECTION, WITH DELAY OF 30-40 YEARS, COMPARED TO THE DEVELOPED COUNTRIES OF THE EUROPEAN UNION.
    [Show full text]
  • Thermal and Coking Coal in EBRD's Draft Mining Strategy
    Thermal and coking coal in EBRD’s draft Mining Strategy In the run-up to the historic Paris Accord in 2015, the EBRD launched the Green Economy Transition approach, aimed at putting investments that bring environmental benefits at the heart of the bank’s activities and thus boosting the transition to low carbon economies. CO2 emission reductions need to be achieved in all sectors that the bank supports and in all countries of operation, if this approach is to be a meaningful one. While the entire mining sector has significant CO2 emissions, the most notable ones are generated in coal mining, which the EBRD’s draft mining strategy now demonstrates it will continue supporting. The draft document outlines circumstances in which the EBRD would consider lending to thermal and coking coal mining: ● Financing of coking coal projects; ● Exceptionally, HSE&E improvement projects at thermal coal mining operations; ● Health and safety, & operational safety improvements, or mine remediation in coal mining operations. There are no criteria or methodology for deciding on what kind of projects fit into these categories, and the indicators for progress are only measuring volumes of investment. Bankwatch’s experience in monitoring EBRD supported mining projects shows that this allows vertically integrated energy companies to benefit from EBRD’s support for coal mining, eg. the 2011 EPS Kolubara Environmental Improvement project (see below). The EBRD’s project-level transition indicators still do not include any environmental and social components, so social, environmental and/or climate benefits from projects are seen as an added bonus, not a part of the EBRD’s core indicators.
    [Show full text]