Master Thesis

Total Page:16

File Type:pdf, Size:1020Kb

Master Thesis Master Thesis im Rahmen des Universitätslehrganges „Geographical Information Science & Systems“ (UNIGIS MSc) am Interfakultären Fachbereich für GeoInformatik (Z_GIS) der Paris Lodron-Universität Salzburg zum Thema “An approach to model the thermal demand of buildings “ A case study using two districts of Graz vorgelegt von Mag. Stefan Mayer U1546, UNIGIS MSc Jahrgang 2011 Zur Erlangung des Grades „Master of Science (Geographical Information Science & Systems) – MSc(GIS)” Gutachter: Ao. Univ. Prof. Dr. Josef Strobl Wien, 6.7.2014 © U1546 – Stefan Mayer UniGIS Msc, 2011 II © U1546 – Stefan Mayer Acknowledgements The author wishes to thank several people. First and foremost, I would like to express the most sincere gratitude to my girls Pauline and Simone, for their love, kindness and support they have given me during the past years of academic training. They had to tolerate my intense efforts for UNIGIS beside my daily business. Sometimes I was not even able to care for them in a proper way. “… Better times will follow !” I would like to express special thanks to my colleagues from the UniGIS Msc 2011 course, for discussions and fun during the last three years. Furthermore, I would also like to thank Sebastian and Georg from the Austrian Institute of Technology (AIT) for their support with this paper and the AIT for giving me the chance to use this subject for my thesis. A very special thanks is dedicated to the entire UniGIS Team for their support during the studies and to Dr. Gudrun Wallentin and Prof. Joseph Strobl for the supervision of this thesis. UniGIS Msc, 2011 III © U1546 – Stefan Mayer Science Pledge Hereby I, Stefan Mayer, declare that this master thesis was written without the help of a third party and without the use of sources other than the ones cited in this paper. In addition, I certify that all thoughts in this paper that are not my own writing, including images, figures and tables, are appropriately referenced. Vienna, 30.6.2014 (Place, Date) (Stefan Mayer) UniGIS Msc, 2011 IV © U1546 – Stefan Mayer Kurzfassung In dieser Arbeit wird die Modellierung des jährlichen Wärme- und Kühlbedarfs für Gebäude am Beispiel zweier Grazer Bezirke gezeigt. Das Hauptziel ist die Erfassung der Bedarfsstruktur in verschiedenen Stadtteilen sowie eine mögliche Lokalisierung der Bedarfsschwerpunkte. Die Bestimmung des Wärme- und Kühlbedarfs von Gebäuden erfolgt im Wesentlichen über die Berechnung der individuellen Energiebilanz einzelner Gebäude. Für die praktische Umsetzung der entsprechenden Bedarfsberechnung wird die Programmiersprache Python verwendet. Thermale Gewinne und Verluste können einzeln und in Kombination aus beiden berechnet werden. Diese Master Thesis zeigt detailliert, welche Einflüsse bei der Bestimmung des Wärme- und Kühlbedarfs von Gebäuden zu berücksichtigen sind. Somit werden einerseits qualitative und quantitative Aussagen über die Gebäudequalität und die Bedarfsstruktur getroffen, andererseits wird auch das Zusammenspiel von Gebäudegeometrie, -alter und -typ aufgezeigt. Weiters wird der wesentliche Einfluss klimatischer Bedingungen hervorgehoben. Die präsentierte Methode könnte mit einem verbesserten Gebäudemodell oder einer höheren zeitlichen Auflösung bei der Berechnungsmethode optimiert werden. Mit der Berücksichtigung des Warmwasserbedarfs sowie von Heiz-, Lüftungs- und Kühlsystem kann auch der Endenergiebedarf berechnet werden. UniGIS Msc, 2011 V © U1546 – Stefan Mayer Abstract The current paper deals with an approach to model the annual heating and cooling demand of buildings, using two districts of the city of Graz as case study. Hence, the main objective is to gather the demand patterns within different parts of the city and to localise demand hotspots. A determination of the heating and cooling demand of buildings is carried out via the calculation of the heat balance of individual buildings. The practical implementation consists of the generation of a building model and the proper demand calculation, which is performed via the Python programming language. Thermal gains and losses of buildings are calculated separately. This master thesis shows in detail which kind of effects have to be considered when determining the heating and cooling demand of buildings. While qualitative and quantitative statements can be made about the building quality and the demand patterns, the interactions of building geometry, age and type are also revealed. Moreover, the significant influence of climatic conditions is highlighted. The approach chosen for this paper could be enhanced by considering an advanced building model or a higher level of temporal resolution. By considering the warm water heating demand and the integration of the HVAC-system into the model, the final thermal energy demand can be calculated. UniGIS Msc, 2011 VI © U1546 – Stefan Mayer Content Acknowledgements .................................................................................................................. III Science Pledge ........................................................................................................................ IV Kurzfassung ............................................................................................................................. V Abstract .................................................................................................................................. VI Content .................................................................................................................................. VII List of Figures ...........................................................................................................................X List of Tables ......................................................................................................................... XIII 1. INTRODUCTION ............................................................................................................. 1 1.1. Motivation ................................................................................................................. 1 1.2. Objectives – Research Questions ................................................................................ 2 1.3. Solution Approach ..................................................................................................... 3 1.4. Expected Results ........................................................................................................ 3 1.5. Demarcation .............................................................................................................. 4 1.6. Target Audience ........................................................................................................ 4 1.7. Structure .................................................................................................................... 4 2. LITERATURE REVIEW .................................................................................................. 6 2.1. Energy Coefficients ................................................................................................... 6 2.2. Energy Consumption in Austria ................................................................................. 7 2.2.1. Gross and Final Energy Consumption ........................................................................ 7 2.2.2. Energy Consumption by Sector .................................................................................. 8 2.2.3. Energy Consumption by Structural Usage .................................................................. 9 2.3. European Energy Efficiency Framework for Buildings ............................................. 11 2.3.1. Energy Efficiency Plan 2011 .................................................................................... 11 2.3.2. Directive on the Energy Performance of Buildings ( EU, 2010 ).................................. 12 2.3.3. Implementation of the EPBD in Austria ................................................................... 12 2.4. GIS-based Energy Demand Mapping ....................................................................... 13 2.4.1. 2D Model Concept – Various Approaches ................................................................ 13 2.4.2. Minimum Requirements ........................................................................................... 16 2.4.3. Additional Data Sources .......................................................................................... 16 2.4.4. 3D City Model ......................................................................................................... 18 2.4.5. The Usage of INSPIRE conformal Data Source ........................................................ 19 2.5. Conclusion ............................................................................................................... 20 3. SOLUTION APPROACH ............................................................................................... 22 3.1. Theoretical Methodology ......................................................................................... 22 3.1.1. Introduction ............................................................................................................. 22 3.1.2. Methods ................................................................................................................... 22 3.1.2.1. Building Model ................................................................................................ 23 UniGIS Msc, 2011 VII © U1546 – Stefan Mayer 3.1.2.2. Archetype Method ...........................................................................................
Recommended publications
  • Booklet Desperate Houselives.Pdf
    FUTURE ARCHITECTURE SUMMER SCHOOL DESPERATE HOUSELIVES IDEAS FOR PERI-URBAN AREAS FUTURE ARCHITECTURE FIVE FRESH IDEAS SUMMER SCHOOL 16 VII. LIEBENAU: Imprinting Identity 4 TIMETABLE Liebenau’s Agora and Porticoes Francisco Moura Veiga, Elena Chiavi, 5 COURSE Francisco Adão da Fonseca 6 EXHIBITION 24 XIII. GÖSTING: Public Shelf Ibai Rigby 32 XV. WETZELSDORF: Gestures FUTURE ARCHITECTURE PLATFORM Therese Leick, Akil Scafe-Smith ARCHITECTURAL SUMMER 40 XVI. STRASSGANG: «EXQUISITE CORPSE» Lera Samovich, Benedict Esche, Elena Karpilova 48 XVII. PUNTIGAM: Infraçade Samuele Squassabia, Tao Baerlocher, Stefano Tornieri 56 PARTICIPANTS 58 BIOGRAPHIES 7 DESPERATE HOUSELIVES: IDEAS FOR PERI-URBAN AREAS 60 GALLERY to assist it’s course leader during Summer School. By Future Architecture bringing together two emerging architects from different architectural practices to lead one group together, new Summer School synergies and potentials could arise. Simultaneously the students had the opportunity to gain an insight into the working and thinking methods of their course leaders In 2018 the House of Architecture organized its first Future while developing a project together. Architecture Summer School in Graz. Ten international In order to end the Summer School with the projects week 1 week 2 and Austrian emerging architects who participated in the being exhibited, a conceptual framework of time and Call for Ideas of the Future Architecture Platform and space needed to be previously developed, with the aim Monday, August 26th Monday, September 3rd 25 young students from 9 different European Countries to let an exhibition emerge out of the work process. The 14:00 / Group formations: methods 10:00 / Project production were invited to work on five outlying districts of the city Summer School took place in the exhibition space of the 17:00 / Ice-Tea Time: interim report of Graz: VII.
    [Show full text]
  • GRAZ a Case Study for an Extraordinary Strip!
    GRAZ A case study for an extraordinary strip! Europan14 competition brief by Europan Austria GRAZ / A case stuy for an extraordinaty strip! Competition Brief Welcome! Dear participants, Welcome to the international competition Europan 14 “Productive Cities”! We like to thank you for choosing to participate in Europan Austria! Since 1989—twenty-eight years now—Europan has acted as an international platform in Europe andone of the world´s largest competitions, including follow-up imple- mentation, which brings together European cities and young international professionals under the age of 40 in architectural, urban, and landscape design. This time Europan Austria presents three Austrian sites: Graz, Linz and Vienna We would like to thank all partners, actors, and organizations for having been open to travel with Europan to enter a sphere of productive uncertainty— the only starting point for honest and responsible innovation! We are looking forward to your projects. Good luck! Best regards, Europan Austria EUROPAN 14 - productive cities 14 - productive EUROPAN 2 GRAZ / A case stuy for an extraordinaty strip! Competition Brief EUROPAN AUSTRIA RULES c/o Haus der Architektur Please follow the European webpage Palais Thinnfeld, Mariahilferstrasse 2 http://europan-europe.eu 8020 Graz Austria QUESTIONS & ANSWERS Dependance Vienna: UPDATE OF MATERIAL Mariahilferstrasse 93/1/14 Please use and check the forum online 1060 Vienna http://europan-europe.eu Austria T +43. 1. 212 76 80 34 SITE VISIT F +43. 1. 212 76 80 99 Thursday 23.03.2017 / 9:00-12:00 [email protected] Meeting point: Entrance area SPAR supermarket https://www.europan.at Kärntner Strasse/Grillweg, 8053 Graz https://www.facebook.com/EuropanAustria Next bus station: Wagner-Jauregg-Strasse (line 32 http://europan-europe.eu direction Seiersberg) February 2017 Registration: Please confirm your participation via email to [email protected] (name, number of participants, mobile number) CALENDAR >Mo.
    [Show full text]
  • Ausgabe 41.Qxd
    FAHRKARTE IN DIE SURREALE GEWALTSPIRALE DURCH DREI ENTDECKUNGSTOUR ZUR LIVEERLEBNIS NETZKUNST VATER-SOHN-KONFLIKT IM FILMWELT VON MEISTER- JAHRHUNDERTE IM THEATER JUNGEN FOTOKUNST JAPANS BEIM AUFBAU VON LOCAL- GRAZ VON VOR 100 JAHREN: REGISSEUR DAVID LYNCH S. 2 DER WIEDERHOLUNGEN S. 7 BEI „KEEP IN TOUCH“ S. 6 TASK IM DOM IM BERG S. 11 DIE GESETZE DES VATERS S. 5 DAS WOCHENPROGRAMM DER KULTURHAUPTSTADT EUROPAS THE WEEKLY PROGRAM OF THE CULTURAL CAPITAL OF EUROPE MONTAG 6. 10. BIS SONNTAG 12. 10. IKONEN DES 20. JAHRHUNDERTS MARKUS HINTERHÄUSER MIT „GEWALTIGER“ KLAVIERMUSIK FOTOS: DAVID LYNCH/TWIN PEAKS (1992), MRS-LEE.COM, TOMOKO SAWADA, FROM: COVER, 2002, COURTESY: THE THIRD GALLERY AYA, OSAKA, MUR.AT, FUISZ-MOODLY + WAGNER, BEGSTEIGER Metasofas material- Material battle As the song goes, marble, stone schlacht and iron break … and so do the Metasofas! And particularly when a lot of people pick at them with their Willkommen zum letzten hands and knives. That is also basically the content of the Meta- „Comebreak“ der Metasofas! sofa performance with the artist Josef Trattner, who had once placed armor, Stein und Eisen bricht… und unsere Meta- the foam rubber blocks throughout sofas auch. Vor allem wenn viele Menschen mit the historic city center. On Friday the M Händen und Messern darauf einhacken. Und das oversized sofas will still be left ist im Wesentlichen auch der Inhalt der Metasofa-Per- alone and can be formance, an der sich auch der Künst- sat on, played on metasofa- ler Josef Trattner beteiligt, der die or occupied. On performance Schaumstoffblöcke einst in den Stadt- Saturday they will raum platziert hat.
    [Show full text]
  • Ausgabe 25.Qxd
    WORTWASSERFALL – GERT IKONEN – PIERRE BOULEZ LATEINAMERIKANISCHE LYDIA LUNCH – NEW YORKER JUNGES GEMÜSE – HÖRTNER JONKE BRINGT SPRACHE ZUM GRÄBT NACH DEN WURZELN WOCHEN – GRIESKOCH UNDERGROUND-DIVA ZU UND WILFLING ÜBER KUNST, FLIESSEN S. 5 DER MUSIK DES 20. JHDTS. S. 3 BITTET ZU TISCH S. 6 GAST IM P.P.C. S. 9 GOTT UND DIE WELT S. 4 DAS WOCHENPROGRAMM DER KULTURHAUPTSTADT EUROPAS THE WEEKLY PROGRAM OF THE CULTURAL CAPITAL OF EUROPE MONTAG 16. 6. BIS SONNTAG 22. 6. STYRIARTE 2003 ZAUBERKRAFT DER TÖNE SEITE 2/3 FOTOS: BINDER, KADA, VIARD, PITTNER, ZEIGER, KUNST UND DESIGN/HTL ORTWEINSCHULE § styriarte KLÄNGE The might of music EROBERN DIE STADT: DIE “The Styrian festival” will let the STYRIARTE LÄSST BEIM music find the city at the big styriarte ERÖFFNUNGS- opening celebration. “March, march!” FEST GANZ is the theme of Thursday, June 19. GRAZ DIE Such different groups like the Jazz Big MACHT DER Band Graz, the Kernstock Kapelle Pöl- MUSIK lau, Mnozil Brass, the traditional artil- SPÜREN AT ITS lery band “Von der Groeben” and the OPENING brass band of the Grazer Verkehrsbe- CELEBRATION triebe will perform at various venues STYRIARTE throughout the historic city center and LETS ALL OF then congregate in a composition of GRAZ FEEL space by Moritz Eggert. This sound THE POWER OF MUSIC event culminates on Mariahilferplaz where the groups will end the festivi- ties together. A magnificent fireworks display is also planned for the finale furioso. The following day, June 20, is cen- tered around the motto “let’s make music”. Baritone Florian Bösch, accompanied by Greta Benini on the piano, will perform songs between temptation and transfiguration and tell dreadfully wonderful stories from the Erlkönig to the Loreley.
    [Show full text]
  • Final Management Reports
    MANAGEMENT REPORT NO. 1 CONTRACT N°: NNE5-2001-00323 PROJECT N°: NNE5-2001-00323 ACRONYM: TRENDSETTER TITLE: Setting trends for Sustainable Urban Mobility PROJECT CO-ORDINATOR: City of Stockholm, Environment and Health Administration PARTNERS: 1. City of Stockholm, Environment and Health Administration 2. City of Graz 3. Lille Metropole 4. City of Prague 5. Stockholm Transport 6. Swedish National Road Administration, Stockholm Region 7. Stockholm Real Estate and Traffic Administration 8. Public Transport Company of Graz 9. Taxi Group 878 Cityfunk Ltd. 10. Styrian Transport Association STVG Ltd. 11. Styrialog 12. Province of Styria 13. Austrian Mobility Research 14. Syndicat Mixte des Transports 15. City of Pécs 16. Pécs Municipal Operations and Property Management Company REPORTING PERIOD: FROM 1st February 2002 TO 31st July 2002 PROJECT START DATE: 1st February 2002 DURATION: 48 months Date of issue of this report: 2002-09-03 Project co-funded by the European Commission under the Key Actions Sustainable Mobility and Intermodality and Economic and Efficient Energy of the Fifth RTD Framework Programme (1998-2002) 1 Technical overview 1.1 Summary of the specific objectives for the relevant period. Objectives Objectives for the first reporting period was to get the consortium working both on international and national level, implement routines for technical and financial co-ordination and for information flow. Further to adjust the description of work to new circumstances, prepare for the dissemination and evaluation and also start some of the individual measures. 1.2 Overview of the technical progress Most of the objectives have been met. However there have been delays due to delayed instructions and templates from Meteor.
    [Show full text]
  • Prediction of Assaults with a Combination of Retrospective and Prospective Analyses on the City of Graz“
    Master Thesis submitted within the UNIGIS M.Sc. programme Interfaculty Department of Geoinformatics - Z_GIS University of Salzburg „Prediction of Assaults with a Combination of Retrospective and Prospective Analyses on the City of Graz“ by B.Sc. Sebastian Rath 103522, UNIGIS MSc Jahrgang 2014 A thesis submitted in partial fulfillment of the requirements of the degree of Master of Science (Geographical Information Science & Systems) – M.Sc. (GIS) Advisor: Dr. Michael Leitner, Louisiana State University Nuremberg, 29.12.2016 Acknowledgments I hereby want to give my thanks to everyone who supported me throughout the thesis and the master’s study. I especially would like to thank the “Bundesministerium für Inneres” of Austria for providing me with the necessary crime data, and my family, friends and colleagues who gave me moral support. Furthermore, I would like to thank the University of Salzburg UNIGIS team for supporting me through the master's program. I would also like to thank Dr. Michael Leitner for guiding me through the master thesis. Special thanks go to Mathis Dollinger and CeCelia Hubbartt for their counselling throughout the thesis and the master's program. I Declaration of Originality This is to certify that to the best of my knowledge, the content of this thesis is my own work. This thesis has not been submitted for any degree or other purposes. I certify that the intellectual content of this thesis is the product of my own work and that all the assistance received in preparing this thesis and sources have been acknowledged. Nuremberg, 29/12/2016 II Abstract Police forces around the globe are under constant pressure to improve their work with fewer resources.
    [Show full text]
  • The City of My Life
    THE CITY OF MY LIFE ENGLISCH graz.at/integration New in Graz A User Manual for Newcomers IMPRINT CONTENTS Words of Welcome 6 MEDIA OWNER AND PUBLISHER: I City of Graz, City Council, Hauptplatz 1, 8011 Graz New in Graz 9 In cooperation with the Graz Department of Education and capito App 10 Integration, Integration Office, Keesgasse 6, first floor, 8011 Graz Living in Graz 20 +43 316 872-7481 II Things to remember when moving house 26 [email protected] graz.at/integration graz.at/menschenrechte III Working in Austria 28 PROJECT MANAGER: IV Traffic and Transport: Cars, Parking, Bicicles 36 Abteilung für Bildung und Integration PHOTOS: V Life Situations & Social Affairs 40 Stadt Graz/Foto Fischer (1) | iStockphoto (16) Graz Tourismus (7) | Joel Kernasenko (4) | Lupi Spuma (4) VI Children & Young Adults 48 Robert Frankl (1) | Jasmin Schuller (1) VII Education 58 LAYOUT & PRODUCTION: achtzigzehn – Agentur für Marketing und Vertrieb GmbH Andreas-Hofer-Platz 15 | 8010 Graz | holding-graz.at VIII Health Care 66 Integration & Migration 70 PRINTED AND BOUND IN GRAZ, AUSTRIA, BY: IX Universitätsdruckerei Klampfer GmbH Voluntary Work 78 Barbara-Klampfer-Straße 347, A-8181 St. Ruprecht / Raab klampfer-druck.at X Non-Discrimination & Participation 80 Arts & Culture 90 TRANSLATION: XI Sports & Recreation 94 BAKK.a NICOLA BALOCH XII Senior Citizens 96 EASY TO READ CONTENT: capito Graz | Heinrichstraße 145, 8010 Graz | capito.eu XIII Help in Emergency Situations 100 Edition 7, 2018, graz.at What else you should know XIV 104 The electronic version of this brochure in 10 languages can be Address register 108 downloaded online at: graz.at/integration 5 Foto: Graz Tourismus © Harry Schiffer WELCOME TO GRAZ! I am glad that you chose Graz as your new World Heritage Site.
    [Show full text]
  • Normal X 4 Direkter Urbanismus Graz 2020 NORMAL X 4 Direkter Urbanismus Direct Urbanism Graz 2020
    normal x 4 direkter urbanismus graz 2020 NORMAL x 4 Direkter Urbanismus Direct Urbanism Graz 2020 normal Definitionen¹ Ein Projekt von / A project by transparadiso _der Norm entsprechend _so [beschaffen, geartet], wie es [barbara holub / paul rajakovics] sich die allgemeine Meinung als das Übliche, Richtige vorstellt Interventionen / Interventions _in [geistiger] Entwicklung und Wachstum keine ins Auge fallenden orizzontale Abweichungen aufweisend public works „Besonderer Hinweis: In der transparadiso veraltenden, wertenden Bedeutung georg winter sollte das Wort normal im öffent- lichen Sprachgebrauch nicht mehr verwendet werden. Das gilt Projektpartner / Project partner besonders dann, wenn es als michael petrowitsch Gegensatzwort zu (geistig) behin- dert oder im Sinne von hetero- sexuell gemeint ist.“ Synonyme¹ [allgemein] gebräuchlich/üblich, alltäglich, an der Tagesordnung, bewährt, durchschnittlich, eingebürgert, eingefahren, eingeführt, gangbar, gängig, gang und gäbe, gewöhnlich, herkömmlich, landläufig, ordinär, regulär, traditionell, üblich, usuell, vertraut, [weit]verbreitet; (besonders Technik, besonders Militär) konventionell 1 https://www.duden.de/ rechtschreibung/normal (Zugriff: 04.03.2020) Inhaltsverzeichnis Table of contents Normal ist das nicht / Anything but normal 4 Beate Engelhorn Die Normalität des Unspektakulären an den 7 Rändern der Stadt / The normality of the unspectacular at the edges of the city Barbara Holub / Paul Rajakovics 1 Andritz Andritz — Gestern / Yesterday 17 Andritz — Heute / Today 23 public works
    [Show full text]
  • E16 Living Cities Trading the Small and The
    EUROPAN AUSTRIA E16 Living Cities GRAZ Trading the small and the big Welcome! Dear participant(s), Welcome to the international competition EUROPAN16 „Living Cities“. We would like to thank you for choosing to participate in EUROPAN Austria. Since 1989, thirty-two years ago, EUROPAN has acted as an international platform in Europe and is one of the world‘s largest competitions including follow-up implementation. It brings together European cities and young international professionals under the age of 40 in architectural, urban and landscape design. This time EUROPAN Austria presents three Austrian sites: Graz, Linz and Klagenfurt. We would like to thank all partners, actors and organizations for having been open to travel with EUROPAN to enter a sphere of productive uncertainty — the only starting point for honest and 2 responsible innovation. We are looking forward to your projects. Good luck! Best regards, EUROPAN Austria c/o Haus der Architektur Vienna branch: T 0699 / 10845984 EUROPAN Mariahilfer Strasse 2 Maria Lassnig Strasse 32/2 www.europan.at AUSTRIA 8020 Graz 1100 Wien [email protected] Calendar 2021 April 05 Launch of the competition on the European website & opening date for registrations April 08 „Kick-off“ interactive Austrian opening event (digital format) June 18 Deadline for submitting questions on sites and rules July 02 Deadline for answers on questions on sites and rules Sep. 17 Deadline for submitting documents Sep. 18 Publication – on the European website – of a temporary list of submitted projects Sep. 23 Deadline
    [Show full text]
  • Master's Thesis Place Branding BODNER
    Place Branding and the Creative Economy: Graz as a UNESCO City of Design Master’s Thesis Postgraduate Studies Sustainable Urban and Regional Development for the academic degree of Master of Natural Science (MSc) at the University of Graz submitted by Michael BODNER BSc at the Department of Geography and Regional Science Supervisor: Univ.-Prof. Dr.phil Ulrich Ermann Graz, September 2013 Statutory Declaration I, Michael Bodner, hereby declare that this master’s thesis has been written independently and without assistance from third parties. Furthermore, I confirm that no sources have been used in the preparation of this thesis other than those indicated in the thesis itself. Graz, September 25 th , 2013 …………………………… Michael Bodner - 2 - Preface The year 2012 and my exchange semester at the York University of Toronto, Canada, had a substantial influence on my decision of writing a thesis on place branding. It was a seminar about urban geography and related fieldwork in the streets of Toronto which raised my particular interest for the topic of how cities are marketed and communicated, in which way this is relevant to urban policy and which kind of impacts it may have for a city’s economic, social and cultural development. Furthermore, the seminar also offered a closer consideration of creative city approaches, the idea of the creative class and the relevance of “creativity” to urban social policies. Shortly after my return to Graz I was about to choose a topic for my master’s thesis. I decided to deepen my just acquired knowledge in city marketing and simultaneously to broaden my view through an investigation of city branding.
    [Show full text]
  • Scenario Planning for Cities Using Cellular Automata Models: a Case Study
    GEP 2013{06 Scenario Planning for Cities using Cellular Automata Models: A Case Study Caroline Bayr, Miriam Steurer, Rose-Gerd Koboltschnig June 2013 Graz Economics Papers { GEP Department of Economics Department of Public Economics University of Graz An electronic version of the paper may be downloaded from the RePEc website: http://ideas.repec.org/s/grz/wpaper.html from the University of Graz website: http://www.uni-graz.at/vwlwww/vwlwww forschung/vwlwww gep.htm Scenario Planning for Cities using Cellular Automata Models: A Case Study Caroline Bayr*, Miriam Steurer ▪ , Rose-Gerd Koboltschnig *Policies, Joanneum Research, Graz, Austria ▪ Institute of Public Economics, University of Graz, Austria corresponding author June 14, 2013 Abstract We show how small to medium sized cities can make use of the cellular automata (CA) approach to integrate land use data and other GIS based data with inter-active scenario evaluation. In our model development we put particular focus on the interdependency between transport infrastructure supply and population density. Due to their close connection with the field of Geography most CA models concentrate on land use changes only. How the CA model can be used in practice by city planners is generally not discussed. Also, population changes in cells and the associated pressures on infrastructure networks are generally not included. In this paper we first build and use a CA model to illustrate land use change. We then apply OLS regression as well as linear optimization techniques to allocate population growth into cells in a way that observes the stylized facts established by the standard Urban Economics literature (population growth in a particular cell is dependent on its distance to the city centre as well as its quality with respect to public transport ease).
    [Show full text]
  • Big Data Analysis for Road Accident Risk Prediction in Graz
    Michael Jantscher, BSc Big Data Analysis for Road Accident Risk Prediction in Graz Master's Thesis to achieve the university degree of Master of Science Master's degree programme: Information and Computer Engineering submitted to Graz University of Technology Supervisor Dipl.-Ing. Dr.techn. Roman Kern Institute for Interactive Systems and Data Science Head: Univ.-Prof. Dipl-Inf. Dr. Stefanie Lindstaedt Graz, September 2019 Affidavit I declare that I have authored this thesis independently, that I have not used other than the declared sources/resources, and that I have explicitly indicated all material which has been quoted either literally or by content from the sources used. The text document uploaded to tugrazonline is identical to the present master‘s thesis. Date Signature ii Abstract Traffic accident prediction has been a hot research topic in the last decades. With the rise of Big Data, Machine Learning, Deep Learning and the real- time availability of traffic flow data, this research field becomes more and more interesting. In this thesis different data sources as traffic flow, weather, population and the crash data set from the city of Graz are collected over 3 years between 01.01.2015 and 31.12.2017. In this period 5416 accidents, which were recored by Austrian police officers, happened. Further these data sets are matched to two different spatial road networks. Beside feature engineering and the crash likelihood prediction also different imputation strategies are applied for missing values in the data sets. Especially missing value prediction for traffic flow measurements is a big topic. To tackle the imbalance class problem of crash and no-crash samples, an informative sampling strategy is applied.
    [Show full text]