Modelling and Control of a District Heating System

Total Page:16

File Type:pdf, Size:1020Kb

Modelling and Control of a District Heating System UPTEC ES08 007 Examensarbete 20 p Mars 2008 Modelling and control of a district heating system Linn Saarinen Abstract Modelling and control of a district heating system Linn Saarinen Teknisk- naturvetenskaplig fakultet UTH-enheten The aim of this study was to investigate whether the supply temperature to a district heating system could be decreased if a dynamic model of the system is used to Besöksadress: determine the supply temperature control point, and to what extent the decrease of Ångströmlaboratoriet Lägerhyddsvägen 1 the supply temperature would improve the electricity efficiency of the connected Hus 4, Plan 0 combined heat and power plant. This was done by a case study of the district heating system of Nyköping and its 58 MW heat and 35 MW electricity CHP plant. The Postadress: district heating network was approximated as a point load with a variable time delay. Box 536 751 21 Uppsala Prediction models of the heat load, return temperature and transport time of the system were estimated from operational data of the heat plant. The heat load was Telefon: modelled with an ARX model using the 24 hour difference of the outdoor 018 – 471 30 03 temperature as input signal and the 24 hour difference of the load as output signal. A Telefax: comparison between using a regular control curve and using the dynamic model for 018 – 471 30 00 controlling the supply temperature indicated that with the same risk of heat deficit, the dynamic control strategy could increase the electricity production with 390 MWh Hemsida: per year, most of it during the winter months. This would correspond to an increased http://www.teknat.uu.se/student annual income of about 200 000 SEK for the owner. Handledare: Andreas Lennartsson Ämnesgranskare: Bengt Carlsson Examinator: Ulla Tengblad ISSN: 1650-8300, UPTEC ES08 007 Sponsor: Vattenfall Research and Development Sammanfattning Fjärrvärmenät finns i de flesta större samhällen i Sverige. I ett eller flera centrala värmeverk förbränns exempelvis skogsflis, avfall eller torv och värmen distribueras via ett isolerat vattenledningsnät till kunder runt om i samhället, som växlar över värme från fjärrvärmenätet till sina egna radiator- och varmvattensystem. I vissa fall har värmeverket också en ångturbin för elproduktion, och kallas då kraftvärmeverk. Värmen från förbränningen i pannan värmer vatten till ånga, som får passera ångturbinen och därefter kyls av fjärrvärmenätets vatten. Elproduktionen från en ångturbin beror av skillnaden mellan temperaturen på ångan före och efter turbinen. För att få en hög elproduktion vill man alltså ha en låg temperatur efter turbinen. Å andra sidan ställer värmebehovet på fjärrvärmenätet krav på att temperaturen inte får vara för låg, för ju lägre temperaturen på fjärrvärmevattnet blir, desto mindre värme per kubikmeter vatten transporteras från värmeverket till kunden. Vanligen styrs framledningstemperaturen (temperaturen på vattnet som skickas ut på fjärrvärmenätet från värmeverket) av utomhustemperaturen. När det är kallt ute behöver ju kunderna mer värme. Sedan systemet med gröna elcertifikat infördes i Sverige har elproduktion på biobränsleeldade kraftvärmeverk blivit mycket lönsam. Detta har gett incitament till industrin att konvertera värmeverk till kraftvärmeverk och även att höja elproduktionen på befintliga anläggningar. Problemet om man vill höja elproduktionen på ett kraftvärmeverk är att för en viss mängd producerad el produceras också en större mängd värme. Därför är elproduktionen beroende av efterfrågan på värme. I Nyköping har man till exempel börjat kyla bort värme från returledningen för att kunna öka elproduktionen på kraftvärmeverket vid tidpunkter då efterfrågan på värme är låg men elpriserna höga. Att sänka framledningstemperaturen innebär att man ökar andelen producerad el jämfört med producerad värme, och skulle kunna vara en billigare och mer energieffektiv metod att öka elproduktionen. I denna studie har en modell för värmebehovet och dynamiken på fjärrvärmenätet tagits fram för att kunna styra framledningstemperaturen mer precist. Exempelvis tar modellen hänsyn till att värmebehovet följer ett speciellt dygnsmönster som beror av kundernas beteende – som att mest varmvatten används under morgontimmarna. Med hjälp av driftdata från kraftvärmeverket i Nyköping har en modell skattats som både använder mätningar av utomhustemperaturen och beräkningar av värmeförbrukningen några timmar tillbaka för att förutsäga vilket värmebehovet kommer att bli de närmaste timmarna, och därigenom vilken framledningstemperatur som krävs. Detta innebär att framledningstemperaturen kan sänkas när värmebehovet inte är så stort, och då pressas verkningsgraden på elproduktionen upp. Resultaten av den här studien indikerar att elproduktionen på kraftvärmeverket i Nyköping skulle kunna höjas med omkring 390 MWh per år utan att värmeproduktionen ökas, vilket skulle innebära cirka 200 000 kr i ökade intäkter för ägaren Vattenfall. 2 Acknowledgements I would like to express my gratitude to the people who have given me their time and support during this degree project. First of all, thanks to my supervisor Andreas Lennartsson at Vattenfall and my examiner Bengt Carlsson at Uppsala University, who have given me feedback and good discussions. A special thanks also to Katarina Boman and Jozef Nieznaj at Vattenfall, for their help and answers to my numerous questions. And finally, thanks to all the other people at Vattenfall who have taken an interest in my project and assisted me in different ways, among them Christer Andersson, Majjid Mohammadi, Anna Helgesson, Rolf Abrahamsson and Peter Herbert. 3 Contents Abstract.......................................................................................................................................1 Sammanfattning ......................................................................................................................... 2 Acknowledgements .................................................................................................................... 3 Contents ...................................................................................................................................... 4 1 Introduction ............................................................................................................................. 6 1.1 Motivations ....................................................................................................................... 6 1.2 Methods ............................................................................................................................ 6 1.3 This report ........................................................................................................................ 7 2 Theory ..................................................................................................................................... 8 2.1 District heating ................................................................................................................. 8 2.2 Supply temperature and electricity output........................................................................ 9 2.3 Dynamics of district heating networks ........................................................................... 10 2.3.1 Time delays ............................................................................................................. 10 2.3.2 Loading/unloading the system ................................................................................ 10 2.3.3 Calculation of the heat load ..................................................................................... 11 2.3.4 Heat load models ..................................................................................................... 12 2.3.5 Dynamics of the return temperature ........................................................................ 12 2.4 Feed forward control ...................................................................................................... 13 2.5 Empirical modelling ....................................................................................................... 14 2.5.1 The ARX model ...................................................................................................... 15 2.5.2 Prediction with the ARX model .............................................................................. 16 2.5.3 Time dependent variations ...................................................................................... 18 2.6 Previous research ............................................................................................................ 18 3 Case study ........................................................................................................................ 21 3.1 Idbäcken’s CHP-plant .................................................................................................... 21 3.2 The district heating network of Nyköping ..................................................................... 22 3.3 Electricity output and supply/return temperature ........................................................... 23 3.4 Maximal flow on the DH network ................................................................................. 26 3.5 Load and return temperature characteristics .................................................................. 28 4 Modelling of the heat load .................................................................................................... 30 4.1 A static model ................................................................................................................
Recommended publications
  • District Heating System, Which Is More Efficient Than
    Supported by ECOHEATCOOL Work package 3 Guidelines for assessing the efficiency of district heating and district cooling systems This report is published by Euroheat & Power whose aim is to inform about district heating and cooling as efficient and environmentally benign energy solutions that make use of resources that otherwise would be wasted, delivering reliable and comfortable heating and cooling in return. The present guidelines have been developed with a view to benchmarking individual systems and enabling comparison with alternative heating/cooling options. This report is the report of Ecoheatcool Work Package 3 The project is co-financed by EU Intelligent Energy Europe Programme. The project time schedule is January 2005-December 2006. The sole responsibility for the content of this report lies with the authors. It does not necessarily reflect the opinion of the European Communities. The European Commission is not responsible for any use that may be made of the information contained therein. Up-to-date information about Euroheat & Power can be found on the internet at www.euroheat.org More information on Ecoheatcool project is available at www.ecoheatcool.org © Ecoheatcool and Euroheat & Power 2005-2006 Euroheat & Power Avenue de Tervuren 300, 1150 Brussels Belgium Tel. +32 (0)2 740 21 10 Fax. +32 (0)2 740 21 19 Produced in the European Union ECOHEATCOOL The ECOHEATCOOL project structure Target area of EU28 + EFTA3 for heating and cooling Information resources: Output: IEA EB & ES Database Heating and cooling Housing statistics
    [Show full text]
  • Small Air to Water Heat Pump Chiller | Resdiential Hydronic Heat Pump
    The World’s Most Efficient Chiller Heat Pump Ultra-Efficient Multiple IDUs - Up to 8 Indoor Units Per CX34 CX34 Air-To-Water Heat Pump 2 Tons Cooling / 3 Tons heating IPLV Cooling 26,615 BTU COP 6.75 EER 23.02 Heating 33,813 BTU COP 3.92 Save More w/ DC Inverter Fan Motors All of the thin-line (5.1" thin) wall, floor and ceiling fan coil units use high efficiency and nearly silent DC Inverter fan motors, designed for 115v 50/60Hz power. 220v 50/60Hz standard FCUs are available for export customers. Geothermal Performance There is no Energy Star program for air to water heat pumps. However, the Chiltrix air-cooled chiller exceeds the Energy Star EER requirements for geothermal water-to-water systems. Server Room Cooling Ultra High Efficiency Heat Pump Chiller Chiltrix offers an optional Free Cooling add-on which allows up The CX34 obtains its ultra high efficiency using existing technologies in to EER 141+ & COP 41+ cooling performance during winter at a new way. For example, we use a DC Inverter compressor and a DC low ambient temperatures. Chiltrix chillers are also available Inverter water pump (both are variable speed) controlled together with in a N+1 redundant configuration. a DC inverter fan motor to achieve the best possible balance of water flow rate, compressor speed, and energy use. Solar Ready Perfect for solar PV operation with super low power draw and A special control algorithm looks at the temperature delta between the a 2 amp soft start that’s easy on inverters and batteries.
    [Show full text]
  • Idronics 13: Hydronic Cooling
    "@KDEkCaleffi-NQSG North America, LDQHB@ (MB Inc. 6 ,HKV@TJDD1C9850 South 54th Street ,HKV@TJDD 6HRBNMRHMFranklin, WI 53132 3 % T: 414.421.1000 F: 414.421.2878 Dear Hydronic and Plumbing Professional, Dear Hydronic Professional, Cooling a living space using chilled water is not new. Visit a high-rise hotel nd roomWelcome in summer, to the and2 edition notice ofhow idronics it is cooled. – Caleffi’s Chances semi-annual are that design cool journal air enters for fromhydronic a vent professionals.located in the wall or ceiling. Behind the vent is a heat exchanger withThe chilled 1st edition water of flowing idronics into was it. released The water in January absorbs 2007 the and heat distributed from room to airover and80,000 carries people it back in North to a chillerAmerica. that It extractsfocused onthe the heat topic and hydraulic rejects separation.it outside From thethe building. feedback After received, being it’sre-cooled, evident wethe attained water returns our goal back of explaining to the room— the benefits completingand proper the application cooling cycle. of this modern design technique for hydronic systems. A Technical Journal WithIf you advances haven’t inyet technology, received a copyhydronic of idronics cooling #1, is you no canlonger do solimited by sending to high- in the from risesattached and other reader large response commercial card, or buildings. by registering Improvements online at www.caleffi.us in chilled-water. The publication will be mailed to you free of charge. You can also download the Caleffi Hydronic Solutions generators,complete journaldistribution as a PDFequipment file from and our pipingWeb site.
    [Show full text]
  • Heat Pumps & Chillers
    AIR TO WATER Heat Pumps & Chillers R407C Ozone Friendly Refrigerant The Affordable Air to Water Heating & Cooling Reduce carbon footprint, save energy GREEN Self contained units, plug & play Solution Unmatched Zoning Capabilities AN Models Available in 4 different sizes (3, 5, 10, & 20 ton) • Cooling only or heat pump models available • Produces water/glycol cooled from 4°C (39°F) down to -6°C (21°F) • High efficiency scroll compressors with low power consumption. • Antifreeze electric heater for the storage tank. (Standard on AN 3007A) • Water side differential pressure switch standard on all models. • High efficiency stainless steel heat exchangers. • Axial flow fan units for extremely quiet operation. • Metallic protective cabinet with rustproof polyester paint. • Equipped with water pump and storage tank. Many applications such as Radiant in-floor heating, low temperature baseboard heating, towel warmers, domestic hot water systems, and even solar technologies are all supported by the Aermec Air-to-Water Heat Pumps & Chillers. There are no special tools to connect, no complicated wiring, and no refrigeration piping required. This advanced unit simply uses water or glycol to heat and cool all year round. The Aermec Advantage No Refrigerant Handling: No need to charge our air cooled Zoned Cooling: With Aermec air-cooled chillers and hydronic chiller system with refrigerant. Aermec closed ductless fan coils, you condition only the spaces you refrigerant system does away with the need for certified designate; not the whole building as opposed to a traditional installation technicians to handle refrigerants. Because there are ducted central AC system. This fact allows for diversity and no refrigerant lines outside the outdoor water chiller cabinet, load shifting when doing load and sizing calculations.
    [Show full text]
  • Comfort, Indoor Air Quality, and Energy Consumption in Low Energy Homes
    Comfort, Indoor Air Quality, and Energy Consumption in Low Energy Homes P. Engelmann, K. Roth, and V. Tiefenbeck Fraunhofer Center for Sustainable Energy Systems January 2013 NOTICE This report was prepared as an account of work sponsored by an agency of the United States government. Neither the United States government nor any agency thereof, nor any of their employees, subcontractors, or affiliated partners makes any warranty, express or implied, or assumes any legal liability or responsibility for the accuracy, completeness, or usefulness of any information, apparatus, product, or process disclosed, or represents that its use would not infringe privately owned rights.Reference herein to any specific commercial product, process, or service by trade name, trademark, manufacturer, or otherwise does not necessarily constitute or imply its endorsement, recommendation, or favoring by the United States government or any agency thereof.The views and opinions of authors expressed herein do not necessarily state or reflect those of the United States government or any agency thereof. Available electronically at http://www.osti.gov/bridge Available for a processing fee to U.S. Department of Energy and its contractors, in paper, from: U.S. Department of Energy Office of Scientific and Technical Information P.O. Box 62 Oak Ridge, TN 37831-0062 phone: 865.576.8401 fax: 865.576.5728 email:mailto:[email protected] Available for sale to the public, in paper, from: U.S. Department of Commerce National Technical Information Service 5285 Port Royal Road Springfield, VA 22161 phone: 800.553.6847 fax: 703.605.6900 email: [email protected] online ordering: http://www.ntis.gov/ordering.htm Printed on paper containing at least 50% wastepaper, including 20% postconsumer waste Comfort, Indoor Air Quality, and Energy Consumption in Low Energy Homes Prepared for: The National Renewable Energy Laboratory On behalf of the U.S.
    [Show full text]
  • Operating and Maintenance Manual Slope Or Flat Top Console Unit
    Operating and Maintenance Manual CHPW Slope or Flat Top Console Unit Water Source Heat Pump (WSHP) Unit Contents Welcome Welcome........................................................ 2 Congratulations on your selection of the ICE AIR Water Source Heat Consumer Safety Information/Guidelines ... 3 Pump (WSHP). The WSHP is a combination cooling and heating Components and Parts View ........................ 4 unit that provides an efficient room by room source for comfort Nomenclature ............................................... 5 conditioning of your living environment. Controls ......................................................... 6 ICE AIR WSHP Console units are built to a high standard of quality LCD Programmable Operation..................7-9 and reliability, employing commercial grade components and heavy Maintenance ..........................................10-11 duty, galvanized sheet metal casings. With proper maintenance and Troubleshooting .......................................... 12 usage, ICE AIR WSHPs should provide many years of efficient, quiet Warranty/Contact Information ................... 16 and trouble-free comfort. To enhance the use of your ICE AIR equipment, you will want to read and carefully follow all of the instructions contained in this Operating and Maintenance Manual. We recommend that you pay special attention to the Safety and Warning Information section at the beginning of this Manual, and to the various safety advisories throughout this Manual. Please retain this Manual for your future reference. We suggest that you keep it with other important documents and product manuals. If your unit has optional features, they will be explained in a separate instruction sheet specific to that option. On behalf of ICE AIR, and our network of distributors and dealers, we are happy to welcome you to our base of satisfied customers! We recommend that you record the following information about your ICE AIR product(s).
    [Show full text]
  • Indoor Ultrafine Particle Exposures and Home Heating Systems
    Journal of Exposure Science and Environmental Epidemiology (2007) 17, 288–297 r 2007 Nature Publishing Group All rights reserved 1559-0631/07/$30.00 www.nature.com/jes Indoor ultrafine particle exposures and home heating systems: A cross-sectional survey of Canadian homes during the winter months SCOTT WEICHENTHAL, ANDRE DUFRESNE, CLAIRE INFANTE-RIVARD AND LAWRENCE JOSEPH Department of Epidemiology, Biostatistics and Occupational Health, Faculty of Medicine, McGill University, Que´bec, Canada Exposure to airborneparticulate matter has a negative effect onrespiratory health inboth childrenandadults. Ultrafineparticle (UFP) exposures a re of particular concern owing to their enhanced ability to cause oxidative stress and inflammation in the lungs. In this investigation, our objective was to examine the contribution of home heating systems (electric baseboard heaters, wood stoves, forced-air oil/natural gas furnace) to indoor UFP exposures. We conducted a cross-sectional survey in 36 homes in the cities of Montre´ al, Que´ bec, and Pembroke, Ontario. Real-time measures of indoor UFP concentrations were collected in each home for approximately 14 h, and an outdoor UFP measurement was collected outside each home before indoor sampling. A home-characteristic questionnaire was also administered, and air exchange rates were estimated using carbon dioxide as a tracer gas. Average UFP exposures of 21,594 cmÀ3 (95% confidence interval (CI): 14,014, 29,174) and 6660 cmÀ3 (95% CI: 4339, 8982) were observed for the evening (1600–2400) and overnight (2400–0800) hours, respectively. In an unadjusted comparison, overnight baseline UFP exposures were significantly greater in homes with electric baseboard heaters as compared to homes using forced-air oil or natural gas furnaces, and homes using wood stoves had significantly greater overnight baseline UFP exposures than homes using forced-air natural gas furnaces.
    [Show full text]
  • Home Heating and Cooling 2
    iowa energy center Home Series Home Heating and Cooling 2 Reduce your utility bills with low-cost, low-tech tips Get more heat from every energy dollar you spend—page 3 Make the most of your air-conditioning system—page 10 Landscape your yard for year-round comfort—page 19 Save with a whole-house approach Every year, a typical family in the United States spends around half of its home Did you know? energy budget on heating and cooling. In Iowa, that percentage can be higher, due The Energy Independence and to temperature extremes reached during the winter and summer months. Security Act of 2007 sets the Unfortunately, many of those dollars often are wasted, because conditioned air stage for significant changes in escapes through leaky ceilings, walls and foundations—or flows through energy policy across the United inadequately insulated attics, exterior walls and basements. In addition, many States for many years to come. During the next several years, new heating systems and air conditioners aren’t properly maintained or are more than energy-efficiency standards will 10 years old and very inefficient, compared to models being sold today. be put into place for appliances, As a result, it makes sense to analyze your home as a collection of systems that furnace motors, residential boilers and other energy-using devices. So, must work together in order to achieve peak energy savings. For example, you won’t watch for the latest news about tax get anywhere near the savings you’re expecting from a new furnace if your air- credits for homeowners who make handling ducts are uninsulated and leak at every joint.
    [Show full text]
  • Measuring a Heating Systemls Efficiency
    45% 57% Space heating is the largest The most common home energy expense in your home, heating fuel is natural gas, accounting for about 45 percent of and it’s used in about 57 percent your energy bills. of American homes. Between 2007 and 2012, the average U.S. household spent more than $700 $1,700 on heating using on heating homes natural gas using heating oil. Before upgrading your heating system, improve the efficiency of your house. This will allow you to purchase a smaller unit, saving you money on the upgrade and operating costs. All heating systems have three basic components. If your heating system isn’t working properly, one of these basic components could be the problem. 68 The heat source -- most The heat distribution The control system -- most commonly a furnace or system -- such as forced air or commonly a thermostat -- boiler -- provides warm air radiators -- moves warm air regulates the amount of to heat the house. through the home. warm air that is distributed. Furnaces and boilers are often called CENTRAL HEATING SYSTEMS because the heat is generated in a central location and then distributed throughout the house. INSTALL A PROGRAMMABLE THERMOSTAT and save big on your energy bills! Save68 an estimated 10 percent a year on heating and cooling costs by using a programmable thermostat. HEAT ACTIVE SOLAR ELECTRIC FURNACES BOILERS PUMPS HEATING HEATING A furnace heats air and uses a A boiler heats water to provide A heat pump pulls heat from the The sun heats a liquid or air in a Sometimes called electric blower motor and air ducts to hot water or steam for heating surrounding air to warm the solar collector to provide resistance heating, electric distribute warm air throughout that is then distributed through house.
    [Show full text]
  • Test Method 28 WHH for Measurement of Particulate Emissions and Heating Efficiency of Wood-Fired Hydronic Heating Appliances
    Method 28 WHH 8/3/2017 While we have taken steps to ensure the accuracy of this Internet version of the document, it is not the official version. To see a complete version including any recent edits, visit: https://www.ecfr.gov/cgi-bin/ECFR?page=browse and search under Title 40, Protection of Environment. Test Method 28 WHH for Measurement of Particulate Emissions and Heating Efficiency of Wood-Fired Hydronic Heating Appliances 1.0 Scope and Application 1.1 This test method applies to wood-fired hydronic heating appliances. The units typically transfer heat through circulation of a liquid heat exchange media such as water or a water- antifreeze mixture. 1.2 The test method measures particulate emissions and delivered heating efficiency at specified heat output rates based on the appliance’s rated heating capacity. 1.3 Particulate emissions are measured by the dilution tunnel method as specified in ASTM E2515-11 Standard Test Method for Determination of Particulate Matter Emissions Collected in a Dilution Tunnel. Upon request, four-inch filters may be used. Upon request, Teflon-coated glass fiber filters may be used. Delivered efficiency is measured by determining the heat output through measurement of the flow rate and temperature change of water circulated through a heat exchanger external to the appliance and determining the input from the mass of dry wood fuel and its higher heating value. Delivered efficiency does not attempt to account for pipeline loss. 1.4 Products covered by this test method include both pressurized and non-pressurized heating appliances intended to be fired with wood.
    [Show full text]
  • Solar Water Heating System Experimental Apparatus
    AC 2012-3019: SOLAR WATER HEATING SYSTEM EXPERIMENTAL APPARATUS Dr. Hosni I. Abu-Mulaweh, Indiana University-Purdue University, Fort Wayne Hosni I. Abu-Mulaweh is professor of mechanical engineering currently on sabbatical leave at King Faisal University, Saudi Arabia. He earned his B.S., M.S., and Ph.D. in mechanical engineering from Missouri University of Science and Technology (formerly, University of Missouri, Rolla), Rolla, Mo. His areas of interest are heat transfer, thermodynamics, and fluid mechanics. Page 25.1168.1 Page c American Society for Engineering Education, 2012 Solar Water Heating System Experimental Apparatus Department of Mechanical Engineering King Faisal University Al-Ahasa 31982, Saudi Arabia Abstract This paper describes the design and development of an experimental apparatus for demonstrating solar water heating. This solar heating experimental apparatus was designed to meet several requirements: 1) the system is to operate using the thermosiphon concept, in which flow through the system is created by density differences in the fluid; 2) to increase the solar energy absorbed by the water and improve the educational value of the project, the solar collector must have the ability to rotate in order to maintain a position perpendicular to the sun’s rays; 3) the experimental apparatus must be mobile. A prototype of a solar water heating system was constructed and tested. The solar collector rotated as the sun position/angle was changing, indicating the functionality of the control system that was design to achieve this task. Experimental measurements indicate that the water in the tank was heated by the solar energy being absorbed by the solar collector.
    [Show full text]
  • Thermosyphon System Design Senior Project Final Report
    Thermosyphon System Design Senior Project Final Report Team Members: Ben Jordan Nick Kipe Tyler Thumma Advisor: Dr. Ressler Abstract The Themosyphon Design Project intended to verify or adjust, if necessary, the current mathematical model of a thermosyphon hot water heater collector by building and testing appropriate prototypes of the collector and comparing these tests with the mathematical model. In the process of constructing these prototypes, we were also able to make manufacturing recommendations for the construction of the collectors and create a materials cost list based on the materials we use to construct them. The Thermosyphon Team consisted of Ben Jordan, Nick Kipe and Tyler Thumma. The Collaboratory Energy Group sponsored this project, while Dr. Ressler and Brendon Earl were the advisors. 2 Table of Contents 1 Introduction ............................................................................................................................ 4 2 Design Process ..................................................................................................................... 14 3 Implementation .................................................................................................................... 19 4 Schedule ................................................................................................................................ 48 5 Budget ................................................................................................................................... 49 6 Conclusions .........................................................................................................................
    [Show full text]