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Neural Network Based Microgrid Voltage Control Chun-Ju Huang University of Wisconsin-Milwaukee
University of Wisconsin Milwaukee UWM Digital Commons Theses and Dissertations May 2013 Neural Network Based Microgrid Voltage Control Chun-Ju Huang University of Wisconsin-Milwaukee Follow this and additional works at: https://dc.uwm.edu/etd Part of the Electrical and Electronics Commons Recommended Citation Huang, Chun-Ju, "Neural Network Based Microgrid Voltage Control" (2013). Theses and Dissertations. 118. https://dc.uwm.edu/etd/118 This Thesis is brought to you for free and open access by UWM Digital Commons. It has been accepted for inclusion in Theses and Dissertations by an authorized administrator of UWM Digital Commons. For more information, please contact [email protected]. NEURAL NETWORK BASED MICROGRID VOLTAGE CONTROL by Chun-Ju Huang A Thesis Submitted in Partial Fulfillment of the Requirements for the Degree of Master of Science in Engineering at The University of Wisconsin-Milwaukee May 2013 ABSTRACT NEURAL NETWORK BASED MICROGRID VOLTAGE CONTROL by Chun-Ju Huang The University of Wisconsin-Milwaukee, 2013 Under the Supervision of Professor David Yu The primary purpose of this study is to improve the voltage profile of Microgrid using the neural network algorithm. Neural networks have been successfully used for character recognition, image compression, and stock market prediction, but there is no directly application related to controlling distributed generations of Microgrid. For this reason the author decided to investigate further applications, with the aim of controlling diesel generator outputs. Firstly, this thesis examines the neural network algorithm that can be utilized for alleviating voltage issues of Microgrid and presents the results. MATLAT and PSCAD are used for training neural network and simulating the Microgrid model respectively. -
International Conference on Nuclear Criticality Safety
OFFICIAL PROGRAMPREVIEW International Conference on Nuclear Criticality Safety International Cooperation Hosted by the Nuclear Criticality Safety Division of the American Nuclear Society Co-Sponsored by NEA Photo by Randy Montoya/SandiaPhoto Randy by Laboratories National September 13-17, 2015 Omni Charlotte Hotel Charlotte, NC 2015 International Conference on Nuclear Criticality Safety Our most sincere thanks to the following contributors for their support Gold Level Silver Level Bronze Level Other Table of Contents General Meeting Information Conference Officials 4 Schedule at a Glance 5 Daily Schedule 6-7 General Information 8 Plenary and Special Sessions Welcome Reception 9 Opening Plenary 9 Reception at the Mint Museum 9 ICNC Poster Session and Reception 10 Banquet Dinner at Founders Hall 10 ICNC Workshop 10 V.C. Summer Nuclear AP1000® Nuclear Plant 10 International Cooperation Construction Tour Columbia Fuel Fabrication Facility Plant Tour 10 Technical Sessions Technical Sessions by Day: Monday 11-12 Technical Sessions by Day: Tuesday 13-16 Technical Sessions by Day: Wednesday 17-20 Technical Sessions by Day: Thursday 21-22 Additional Hotel Map 23 www.ans.org 2015 International Conference on Nuclear Criticality Safety: Official Program 3 Meeting Officials International Cooperation International Conference on Nuclear Criticality Safety Every 4 years the international nuclear criticality safety community gathers to discuss technical, operational, computational, and regulatory issues in the practice of nuclear criticality safety. ICNC 2015 (International Conference on Nuclear Criticality) allows specialists from around the globe to come together to discuss, analyze and study the latest developments in the area of nuclear criticality safety. This is a unique opportunity to exchange ideas with industry experts, leaders, colleagues and peers. -
Monitoring and Diagnosis Systems to Improve Nuclear Power Plant Reliability and Safety. Proceedings of the Specialists` Meeting
J — v ft INIS-mf—15B1 7 INTERNATIONAL ATOMIC ENERGY AGENCY NUCLEAR ELECTRIC Ltd. Monitoring and Diagnosis Systems to Improve Nuclear Power Plant Reliability and Safety PROCEEDINGS OF THE SPECIALISTS’ MEETING JOINTLY ORGANISED BY THE IAEA AND NUCLEAR ELECTRIC Ltd. AND HELD IN GLOUCESTER, UK 14-17 MAY 1996 NUCLEAR ELECTRIC Ltd. 1996 VOL INTRODUCTION The Specialists ’ Meeting on Monitoring and Diagnosis Systems to Improve Nuclear Power Plant Reliability and Safety, held in Gloucester, UK, 14 - 17 May 1996, was organised by the International Atomic Energy Agency in the framework of the International Working Group on Nuclear Power Plant Control and Instrumentation (IWG-NPPCI) and the International Task Force on NPP Diagnostics in co-operation with Nuclear Electric Ltd. The 50 participants, representing 21 Member States (Argentina, Austria, Belgium, Canada, Czech Republic, France, Germany, Hungary, Japan, Netherlands, Norway, Russian Federation, Slovak Republic, Slovenia, Spain, Sweden, Switzerland, Turkey, Ukraine, UK and USA), reviewed the current approaches in Member States in the area of monitoring and diagnosis systems. The Meeting attempted to identify advanced techniques in the field of diagnostics of electrical and mechanical components for safety and operation improvements, reviewed actual practices and experiences related to the application of those systems with special emphasis on real occurrences, exchanged current experiences with diagnostics as a means for predictive maintenance. Monitoring of the electrical and mechanical components of systems is directly associated with the performance and safety of nuclear power plants. On-line monitoring and diagnostic systems have been applied to reactor vessel internals, pumps, safety and relief valves and turbine generators. The monitoring techniques include nose analysis, vibration analysis, and loose parts detection. -
Onr Corporate Plan 2017/18 En Route to 2020
ONR CORPORATE PLAN 2017/18 EN ROUTE TO 2020 Office for Nuclear Regulation Corporate Plan 2017/18 Financial year 1 April 2017 to 31 March 2018 Presented to Parliament pursuant to Paragraphs 23 and 25(3) of Schedule 7 to the Energy Act 2013 July 2017 © ONR copyright 2017 The text of this document (this excludes, where present, the Royal Arms and all departmental or agency logos) may be reproduced free of charge in any format or medium provided that it is reproduced accurately and not in a misleading context. The material must be acknowledged as ONR copyright and the document title specified. Where third party material has been identified, permission from the respective copyright holder must be sought. Any enquiries related to this publication should be sent to us at [email protected] This publication is available at https://www.gov.uk/government/publications Print ISBN 9781474145695 Web ISBN 9781474145701 ID P002881793 06/17 Printed on paper containing 75% recycled fibre content minimum Printed in the UK for Williams Lea Group on behalf of the Controller of Her Majesty’s Stationery Office CONTENTS 1. Foreword .........................................................................................................1 2. About this plan ..............................................................................................3 3. Our Operating Environment .........................................................................9 4. Our Strategic Themes and Key Activities ....................................................15 Influencing improvements -
Nuclear Decommissioning Authority
Nuclear Decommissioning Authority Infrastructure Development Working Group Meeting 8 May 2014 Natasha Hanson Head of People Relations Skills Challenges Growing Global Demand for Nuclear Skills An Ageing Workforce The NDA Estate Wide Resource Profile NDA Total Resource Gap - 2012 to 2026 18000 Shortage = -1395 17000 16000 15000 Excess = +930 14000 13000 Total Demand Attrition 2.5% pa 12000 11000 Full Time Equivalent Number 10000 9000 8000 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023 2024 2025 2026 Year 3 NDA Estate Wide & New Nuclear Build Requirements NDA Estate and New Build Requirements 28000 26000 24000 22000 20000 18000 16000 14000 NDA Estate 12000 New Build 10000 Total 8000 Full Time Equivalent Number 6000 4000 2000 0 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023 2024 2025 2026 Year 4 NDA Estate Resource Issues • Acceleration of de-commissioning leading to early release of nuclear resources • Low staff attrition (average of 2% for staff) • Higher attrition of ASW staff – dependent on economic climate, opportunities within the catchment and scarcity of skill • Over next 15 years at least 34% of the workforce will reach pensionable age • Implied recruitment of 18% of existing population over the next 15 years • Approach (overall) is to continue with apprentice, and graduate training schemes and development of the current workforce 5 Skills Priorities High Priorities Other Priorities • Project / Programme Managers • Design Engineers / Technicians • Construction Project Managers • Quality Assurance • Steel -
Community Energy White Paper April 2014 Contents
Community Energy White Paper April 2014 Contents Letter from the CEO .............................................................................. 3 Executive Summary ............................................................................. 4 Redefining energy ............................................................................... 5 Today’s challenges .............................................................................. 8 The future of energy .......................................................................... 11 A solution: Decentralisation ............................................................... 14 Why focus on communities? .............................................................. 15 What can we learn from other countries? ........................................ 20 A platform for success ...................................................................... 24 How will it work? ............................................................................... 25 Government support ......................................................................... 26 Appendix: The UK Government’s community energy strategy ....... 27 Bibliography ....................................................................................... 29 2 Letter from the CEO All industries evolve. If they don’t, they die out or are supplanted by something different. Evolution can take many forms - value for money, customer service, product innovation, operational efficiency. But one way or another, change means survival and growth. -
Endless Trouble: Britain's Thermal Oxide Reprocessing Plant
Endless Trouble Britain’s Thermal Oxide Reprocessing Plant (THORP) Martin Forwood, Gordon MacKerron and William Walker Research Report No. 19 International Panel on Fissile Materials Endless Trouble: Britain’s Thermal Oxide Reprocessing Plant (THORP) © 2019 International Panel on Fissile Materials This work is licensed under the Creative Commons Attribution-Noncommercial License To view a copy of this license, visit ww.creativecommons.org/licenses/by-nc/3.0 On the cover: the world map shows in highlight the United Kingdom, site of THORP Dedication For Martin Forwood (1940–2019) Distinguished colleague and dear friend Table of Contents About the IPFM 1 Introduction 2 THORP: An Operational History 4 THORP: A Political History 11 THORP: A Chronology 1974 to 2018 21 Endnotes 26 About the authors 29 About the IPFM The International Panel on Fissile Materials (IPFM) was founded in January 2006 and is an independent group of arms control and nonproliferation experts from both nuclear- weapon and non-nuclear-weapon states. The mission of the IPFM is to analyze the technical basis for practical and achievable pol- icy initiatives to secure, consolidate, and reduce stockpiles of highly enriched uranium and plutonium. These fissile materials are the key ingredients in nuclear weapons, and their control is critical to achieving nuclear disarmament, to halting the proliferation of nuclear weapons, and to ensuring that terrorists do not acquire nuclear weapons. Both military and civilian stocks of fissile materials have to be addressed. The nuclear- weapon states still have enough fissile materials in their weapon stockpiles for tens of thousands of nuclear weapons. On the civilian side, enough plutonium has been sepa- rated to make a similarly large number of weapons. -
Industry Background
Appendix 2.2: Industry background Contents Page Introduction ................................................................................................................ 1 Evolution of major market participants ....................................................................... 1 The Six Large Energy Firms ....................................................................................... 3 Gas producers other than Centrica .......................................................................... 35 Mid-tier independent generator company profiles .................................................... 35 The mid-tier energy suppliers ................................................................................... 40 Introduction 1. This appendix contains information about the following participants in the energy market in Great Britain (GB): (a) The Six Large Energy Firms – Centrica, EDF Energy, E.ON, RWE, Scottish Power (Iberdrola), and SSE. (b) The mid-tier electricity generators – Drax, ENGIE (formerly GDF Suez), Intergen and ESB International. (c) The mid-tier energy suppliers – Co-operative (Co-op) Energy, First Utility, Ovo Energy and Utility Warehouse. Evolution of major market participants 2. Below is a chart showing the development of retail supply businesses of the Six Large Energy Firms: A2.2-1 Figure 1: Development of the UK retail supply businesses of the Six Large Energy Firms Pre-liberalisation Liberalisation 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 -
The Long Term Storage of Advanced Gas-Cooled Reactor (Agr) Fuel Xa9951796 P.N
IAEA-SM-352/28 THE LONG TERM STORAGE OF ADVANCED GAS-COOLED REACTOR (AGR) FUEL XA9951796 P.N. STANDRING Thorp Technical Department, British Nuclear Fuels pic, Sellafield, Seascale, Cumbria, United Kingdom Abstract The approach being taken by BNFL in managing the AGR lifetime spent fuel arisings from British Energy reactors is given. Interim storage for up to 80 years is envisaged for fuel delivered beyond the life of the Thorp reprocessing plant. Adopting a policy of using existing facilities, to comply with the principles of waste minimisation, has defined the development requirements to demonstrate that this approach can be undertaken safely and business issues can be addressed. The major safety issues are the long term integrity of both the fuel being stored and structure it is being stored in. Business related issues reflect long term interactions with the rest of the Sellafield site and storage optimisation. Examples of the developement programme in each of these areas is given. 1. INTRODUCTION British Nuclear Fuels (BNFL) has been contracted to manage the lifetime irradiated AGR fuel arisings from British Energy reactors1. The agreement formulated is a mixture of reprocessing (covering the planned life of the Thorp reprocessing plant) and interim storage for the remainder of the fuel arisings. Interim storage is projected to be up to 80 years to comply with direct disposal acceptance criteria and projected repository availability. Eighty years represents a significant increase in storage times compared to current operational experience; of around 18 years. Confidence that AGR fuel can be stored safely for extended periods has been provided by our experience of storing AGR fuel to date and the supporting research and development programmes initiated in the late 1970's for wet storage and 1990's in the case of Scottish Nuclear (SNL) dry storage project. -
New Nuclear Power Industry Procurement Markets
Research Monograph 2014-01 2014 Edited by Edited Geoffrey Rothwell Geoffrey and Nam Ilchong New Nuclear Power Industry Procurement Markets: International Edited by Ilchong Nam and Experiences Geoffrey Rothwell korea develoPMeNt INstItute International Experiences International Markets: Procurement Industry Power Nuclear New ISBN 978-89-8063-902-1 연구시리즈_남일총_Procurement_최종.indd 1 2014.12.23 2:22:19 PM Research- Monograph 2014-01 New Nuclear Power Industry Procurement Markets: International Experiences Edited by Ilchong Nam and Geoffrey Rothwell ⓒ December 2014 Korea Development Institute 15, Giljae-gil, Sejong-si 339-007, Korea ISBN 978-89-8063-902-1 (93320) Price: =8,600 ▌ Preface ▌ Despite the uncertainties about the cost and nuclear reactor melt- downs, nuclear power remains one of the major energy sources in many industrialized countries. Nuclear power is one of the major low carbon energy sources that many developing countries hope to de- pend on in the future. Ensuring the safety and efficiency of nuclear power generation is vital to the economic performance of many countries and their citizens. Efficiency and safety of this technology depends on many factors. One of the crucial safety and efficiency factors of nuclear power generation is the performance of the pro- curement market in which parts, components, and services to build and operate nuclear power plants are traded. In particular, perfor- mance of the market in which safety related parts and components are traded is crucial to the efficiency and safety of nuclear power generation. Despite the importance of the procurement market for nuclear power generation, there have been few economic studies on this issue. -
NRC Collection of Abbreviations
I Nuclear Regulatory Commission c ElLc LI El LIL El, EEELIILE El ClV. El El, El1 ....... I -4 PI AVAILABILITY NOTICE Availability of Reference Materials Cited in NRC Publications Most documents cited in NRC publications will be available from one of the following sources: 1. The NRC Public Document Room, 2120 L Street, NW., Lower Level, Washington, DC 20555-0001 2. The Superintendent of Documents, U.S. Government Printing Office, P. 0. Box 37082, Washington, DC 20402-9328 3. The National Technical Information Service, Springfield, VA 22161-0002 Although the listing that follows represents the majority of documents cited in NRC publica- tions, it is not intended to be exhaustive. Referenced documents available for inspection and copying for a fee from the NRC Public Document Room include NRC correspondence and internal NRC memoranda; NRC bulletins, circulars, information notices, inspection and investigation notices; licensee event reports; vendor reports and correspondence; Commission papers; and applicant and licensee docu- ments and correspondence. The following documents in the NUREG series are available for purchase from the Government Printing Office: formal NRC staff and contractor reports, NRC-sponsored conference pro- ceedings, international agreement reports, grantee reports, and NRC booklets and bro- chures. Also available are regulatory guides, NRC regulations in the Code of Federal Regula- tions, and Nuclear Regulatory Commission Issuances. Documents available from the National Technical Information Service Include NUREG-series reports and technical reports prepared by other Federal agencies and reports prepared by the Atomic Energy Commission, forerunner agency to the Nuclear Regulatory Commission. Documents available from public and special technical libraries include all open literature items, such as books, journal articles, and transactions. -
Annex D Major Events in the Energy Industry
Annex D Major events in the Energy Industry 2018 Energy Prices In February 2018 the Domestic Gas and Electricity (Tariff Cap) Bill was introduced to Parliament, which will put in place a requirement on the independent regulator, Ofgem, to cap energy tariffs until 2020. It will mean an absolute cap can be set on poor value tariffs, protecting the 11 million households in England, Wales and Scotland who are currently on a standard variable or other default energy tariff and who are not protected by existing price caps. An extension to Ofgem’s safeguard tariff cap was introduced in February 2018 which will see a further one million more vulnerable consumers protected from unfair energy price rises. Nuclear In June 2018 the Government announced a deal with the nuclear sector to ensure that nuclear energy continues to power the UK for years to come through major innovation, cutting-edge technology and ensuring a diverse and highly-skilled workforce. Key elements include: • a £200 million Nuclear Sector Deal to secure the UK’s diverse energy mix and drive down the costs of nuclear energy meaning cheaper energy bills for customers; • a £32 million boost from government and industry to kick-start a new advanced manufacturing programme including R&D investment to develop potential world-leading nuclear technologies like advanced modular reactors; • a commitment to increasing gender diversity with a target of 40% women working in the civil nuclear sector by 2030. 2017 Energy Policy In October 2017 the Government published The Clean Growth Strategy: Leading the way to a low carbon future, which aims to cut emissions while keeping costs down for consumers, creating good jobs and growing the economy.