ADVANCED DIAGNOSTICS AND PREDICTIVE ANALYTICS OF VEHICLE DATA DR. JOHANN PRENNINGER

Größe: px
Ab Seite anzeigen:

Download "ADVANCED DIAGNOSTICS AND PREDICTIVE ANALYTICS OF VEHICLE DATA DR. JOHANN PRENNINGER"

Transkript

1 ADVANCED DIAGNOSTICS AND PREDICTIVE ANALYTICS OF VEHICLE DATA DR. JOHANN PRENNINGER

2 ADVANCED DIAGNOSTICS AND PREDICTIVE ANALYTICS OF VEHICLE DATA AT BMW 1 Contents 2 State of the Art On- and Offboard Vehicle Diagnosis 3 Analytical Challenges, the customers view 4 The FACTS process for agile Analytics at BMW 5 Conclusion Page 2

3 ADVANCED DIAGNOSTICS AND PREDICTIVE ANALYTICS OF VEHICLE DATA AT BMW 1 Contents 2 State of the Art On- and Offboard Vehicle Diagnosis 3 Analytical Challenges, the customers view 4 The FACTS process for agile Analytics at BMW 5 Conclusion Page 3

4 DIAGNOSIS AND REPAIR. TOUCHPOINTS TO THE PROCESSES OF THE DEALERSHIP Service advisor Data ReadOut Diagnosis & Repair Data Transfer Analysis & Reporting Customer visit of service station for service or repair. Service advisor is picking up the car and the original statement (otone) of customer. Mechanic performs diagnosis, reads out onboard data, failure messages etc. Big picture of failure situation. Repair is done as proposed and guided by diagnosis software. Diagnostic / technical data is created/logged at this time. Data transfer of technical and business data to the headquarter. Storage in different data warehouses. Interpretation and analysis of the data. Check and Payment of Warranty Claim. Starting point for Data Mining. Page 4

5 DIAGNOSIS AND REPAIR START MUCH EARLIER. CUSTOMER IMPRESSION AND FEEDBACK IS VALUABLE TeleServices Connected Drive Internet Forum, Customer survey TeleServices, Connected Drive, Internet Forum, The driver produces data about his driving experience. He expresses himself online about product issues. He is occasionally asked via surveys and studies (TÜV, IACS, JD-Powers, ) The customer expresses & shares his aftersales experience online. He is asked individually about his service / repair experience. He evaluates his satisfaction. Page 5

6 ONBOARD DIAGNOSIS DELIVERS AN INTENSIVE MIX OF DATA OF A COMPLEX FAILURE-SITUATION Series Diagnose- Zugang optional Zentrales Gateway Modul Diebstahlwarnanlage Anhängemodul Mensch- Maschine- Interface Car Access System Fahrzeugzentrum Schaltzentrum Lenksäule Adaptive Cruise Control Digitale Diesel /Motor Elektronik 1 1-Achs- Luftfeder Park Distance Control Audio System Kontroller Kombiinstrument Türmodul Fahrertür Türmodul Beifahrer A-Säule links A-Säule rechts Aktive Roll- Stabilisierung Digitale Diesel /Motor Elektronik 2 Bedienzentrum Mittelkonsole Bedienzentrum Mittelkonsole Fond Antennentuner Multi Media Changer Türmodul Fahrerseite hinten Türmodul Beifahrerseite hinten B-Säule links Sicherheits- u. Informationsmodul B-Säule links Dynamische Stabilitätskontrolle Adaptive Light Control Reifendruckkontrolle Chassis Integration Module Videomodul Audio-CD Wechsler Sitzmodul Fahrer Sitzmodul Beifahrer Sitz Fahrer Sitz Beifahrer Elektronische Getriebesteuerung Elektronische Dämpferkontrolle Regensensor Schiebehebedach Navigationssystem Kopfhörerinterface Sitzmodul Fahrer hinten Sitzmodul Beifahrer hinten Tür vorne links Tür vorne rechts Elektromech. Feststellbremse Drehratensensor (kein SG) Lichtschaltmodul Wischermodul Verstärker Spracheingabesystem Heckklappenlift Powermodul Sitz hinten Heizungsbedienteil Controller Telefoninterface Heizungsbedienteil (Fond) Standheizung/ Zuheizung Page 6

7 VEHICLE DIAGNOSTIC DATA TODAY. QUANTITY AND VARIETY OF ON- & OFFBOARD DIAGNOSIS ~17 Mio. Vehicles in the field Diagnose- Zugang ~4.000 dealerships in 90 countries, ~ service people Series optional Zentrales Up to 65 Electronic Control Units in a single BMW Gateway Modul Mensch- Diebstahl- Anhänge- Fahrzeug- warnanlage modul Maschine- Access Schaltzentrum Interface zentrum Lenksäule individual, selectable Car Options System 1-Achs- Park Distance Audio System Kombi- A-Säule Luftfeder Control Kontroller instrument Türmodul Türmodul A-Säule links >1 GByte Functional Software, Fahrertür 15 Beifahrer GByte Data onboard rechts Bedienzentrum Sicherheits- u. Bedienzentrum ~2.000 Multi Media Türmodul Türmodul Mittelkonsole Customer Antennentuner relevant Software Functions B-Säule links Informations- B-Säule links Mittelkonsole Changer Fahrerseite Beifahrerseite Fond hinten hinten modul Chassis Reifendruck- Audio-CD Integration Videomodul Sitzmodul Sitzmodul Sitz Fahrer Sitz Beifahrer kontrolle Wechsler Module Fahrer Beifahrer ~3.000 Metric Values in all ECUs in average per car Sitzmodul Schiebehebe- Navigations- Kopfhörer- Sitzmodul Tür vorne Tür vorne Regensensor dach system interface Fahrer hinten Beifahrer hinten links rechts ~ Testmodules for all BMW series Lichtschalt- Spracheingabe- Heckklappen- modul Wischermodul Verstärker system lift Powermodul Sitz hinten ~ Schematics documents Heizungsbedienteil Controller Telefoninterface Adaptive Cruise Control Aktive Roll- Stabilisierung Dynamische Stabilitätskontrolle Elektronische Getriebesteuerung Elektromech. Feststellbremse Digitale Diesel /Motor Elektronik 1 Digitale Diesel /Motor Elektronik 2 Adaptive Light Control ~ Diagnostic Trouble Codes implemented in Onboard Diagnosis Heizungs- Up to Standheizung/ Diagnosis Sessions per day worldwide bedienteil Zuheizung (Fond) total size of DataWareHouse >> 30TByte Elektronische Dämpferkontrolle Drehratensensor (kein SG) Page 7

8 ADVANCED DIAGNOSTICS AND PREDICTIVE ANALYTICS OF VEHICLE DATA AT BMW 1 Contents 2 State of the Art On- and Offboard Vehicle Diagnosis 3 Analytical Challenges, the customers view 4 The FACTS process for agile Analytics at BMW 5 Conclusion Page 8

9 MATURIY LEVELS IN VEHICLE DATA ANALYTICS. EVEN SIMPLE QUANTIFICATIONS ARE VERY BENEFICIAL Level 1: Count / Know Advice Level 2: Qualify / Compare Predict Count Level 3: Analyse / Understand Level 4: Forecast / Predict Analyse Qualify Level 5: Suggest / Advise Page 9

10 PREDICTIVE ANALYTICS CHALLENGE: FEEDBACK DATA TO REALIZE COHERENCE AND CAUSALITY Diagnostic Trouble Codes Environmental Conditions Symptoms, Testplans Testmodules, DiagnosisCodes coherence Vehicle-Identification ECU Metrics Repair Advice Defect Codes LabourCodes Replacement Parts causality Vehicle Design Failure Avoidance Test Strategy Failure Appraisal Quality Function Deployment Production Optimisation PartsQuality + Dimensioning Customer Understanding Customer Sensitivity Page 10

11 DATAMINING THE DIAGNOSIS PROCESS IN DETAIL. VISUALISATION OF THE OFFBOARD DIAGNOSIS Page 11

12 A-PRIORI ANALYTICS TO FIND ADVANCED CUSTOMERS USAGE AND FAILURE PATTERNS Numerous events during a vehicle s Lifecycle (production, diagnosis, warranty, etc) All chains of events for cars with a specific defect All chains of events for all cars. Millions of historic datasets of the BMW & Mini fleet. Billions of individual attributes available. Find the causal failure patterns in vehicles with specific critical defects using a Sequence Analysis. A-priori datamining methods with SystemML in a BigData environment compute results near realtime BMW & IBM Corporation Page 12

13 ADVANCED DIAGNOSTICS AND PREDICTIVE ANALYTICS OF VEHICLE DATA AT BMW 1 Contents 2 State of the Art On- and Offboard Vehicle Diagnosis 3 Analytical Challenges, the customers view 4 The FACTS process for agile Analytics at BMW 5 Conclusion Advanced Automotive Diagnostic Systems, Page 13

14 THE FACTS PROCESS AT BMW. FIELDDATA ANALYSIS FOR CUSTOMER SATISFACTION Internal Customer (Requirements) Satisfaction... What... Qualtiy... after Field... Problems... in [%]? helps? Warranty? penetration? Repair? Self-Service Analytical Helpdesk (Tickets) Servicehistory Diagosis &... Analysis... of Repeat... Visit Monitoring TÜV-Targets Repeat Repair Monitoring Flashupdates Apps for internal R&D experts (actually more than 120 Apps available) Support of professionals Analytic- Dashboards and Applications (OnePager / project description ) CoC Experience in DataMining Data assignment DWH DMS Teleservice Parts Vehicle market FBM FBM-Viewer Making the data available file group wide. radar... Datasources and interfaces Page 14

15 THE AGILE FACTS PROCESS. CRISP DATA MINING AND SCRUM COMBINED FACTS Process - CRISP & SCRUM: Typical FACTSProcess Steps: 1 Request / Question Business Understanding 2 Data Understanding 1 Question of Department X: Automatic Detection of an important vehicle annoyance in the field. 5 Deployment BMW- Data warehouse Data Preparation Balance of request: How can the question be answered with specific data available Initial concept (FACTS) and realization of data load, modeling. Iterative ( Scrum ) enhancements with enquirer. Calculation / Modelling 4 Presentation of Results, evaluation of Business Case and definition of Deployment. Evaluation 4 5 Deployment in FACTS App-Store as Webservice for self-service Realtime- Analysis (defined users with specific access rights). Page 15

16 PREDICTIVE ANALYTICS TOOLS CLASSICAL DATAMINNG TOOLS FOR EXPERTS ONLY. Page 16

17 THE TOOLCHAIN FOR DATA ANALYTICS. INTERACTIVE TOOLSET TO DISCOVER THE ISSUES Page 17

18 THE BMW FACTS ANALYTICAL APP STORE. PREDICTIVE ANALYTICS AS SELF SERVICE PROCESS Welcome to BMW FACTS Analytical APP Store

19 ADVANCED DIAGNOSTICS AND PREDICTIVE ANALYTICS OF VEHICLE DATA AT BMW 1 Contents 2 State of the Art On- and Offboard Vehicle Diagnosis 3 Analytical Challenges, the customers view 4 The FACTS process for agile Analytics at BMW 5 Conclusion Page 19

20 FACTS DELIVERS INTERACTIVE, USER AND CUSTOMER CENTERED BUSINESS ANALYTICS AS SELF SERVICE Understanding the vehicle quality and realizing the customer impression in the field is a complex multidimensional task. On- and off-board diagnosis play an essential role, but need interpretation by the engineers and developers. FACTS delivers a process to answer many questions by combining the data available. Predictive analytics is provided as a set of analytical apps, encapsulated and simplified to deliver results as an interactive self service process. By enabling intensified usage of feedback from the field we understand and improve customer satisfaction. Page 20

21 THANK YOU VERY MUCH FOR YOUR ATTENTION! QUESTIONS? Page 21

BIG DATA IN DER AUTOMOBIL-INDUSTRIE. ANWENDUNGSFELDER UND TECHNOLOGISCHE STRATEGIEN.

BIG DATA IN DER AUTOMOBIL-INDUSTRIE. ANWENDUNGSFELDER UND TECHNOLOGISCHE STRATEGIEN. 24. Juli 2013, Dr. Andre Luckow, BMW Group BIG DATA IN DER AUTOMOBIL-INDUSTRIE. ANWENDUNGSFELDER UND TECHNOLOGISCHE STRATEGIEN. AGENDA Motivation und Herausforderungen Anwendungsfelder Technologische Ansätze

Mehr

Customer-specific software for autonomous driving and driver assistance (ADAS)

Customer-specific software for autonomous driving and driver assistance (ADAS) This press release is approved for publication. Press Release Chemnitz, February 6 th, 2014 Customer-specific software for autonomous driving and driver assistance (ADAS) With the new product line Baselabs

Mehr

Cloud und Big Data als Sprungbrett in die vernetzte Zukunft am Beispiel Viessmann

Cloud und Big Data als Sprungbrett in die vernetzte Zukunft am Beispiel Viessmann Cloud und Big Data als Sprungbrett in die vernetzte Zukunft am Beispiel Viessmann Adam Stambulski Project Manager Viessmann R&D Center Wroclaw Dr. Moritz Gomm Business Development Manager Zühlke Engineering

Mehr

HIR Method & Tools for Fit Gap analysis

HIR Method & Tools for Fit Gap analysis HIR Method & Tools for Fit Gap analysis Based on a Powermax APML example 1 Base for all: The Processes HIR-Method for Template Checks, Fit Gap-Analysis, Change-, Quality- & Risk- Management etc. Main processes

Mehr

A central repository for gridded data in the MeteoSwiss Data Warehouse

A central repository for gridded data in the MeteoSwiss Data Warehouse A central repository for gridded data in the MeteoSwiss Data Warehouse, Zürich M2: Data Rescue management, quality and homogenization September 16th, 2010 Data Coordination, MeteoSwiss 1 Agenda Short introduction

Mehr

LOG AND SECURITY INTELLIGENCE PLATFORM

LOG AND SECURITY INTELLIGENCE PLATFORM TIBCO LOGLOGIC LOG AND SECURITY INTELLIGENCE PLATFORM Security Information Management Logmanagement Data-Analytics Matthias Maier Solution Architect Central Europe, Eastern Europe, BeNeLux MMaier@Tibco.com

Mehr

Industrie 4.0 Predictive Maintenance. Kay Jeschke SAP Deutschland AG & Co. KG., Februar, 2014

Industrie 4.0 Predictive Maintenance. Kay Jeschke SAP Deutschland AG & Co. KG., Februar, 2014 Industrie 4.0 Predictive Maintenance Kay Jeschke SAP Deutschland AG & Co. KG., Februar, 2014 Anwendungsfälle Industrie 4.0 Digitales Objektgedächtnis Adaptive Logistik Responsive Manufacturing Intelligenter

Mehr

NEWSLETTER. FileDirector Version 2.5 Novelties. Filing system designer. Filing system in WinClient

NEWSLETTER. FileDirector Version 2.5 Novelties. Filing system designer. Filing system in WinClient Filing system designer FileDirector Version 2.5 Novelties FileDirector offers an easy way to design the filing system in WinClient. The filing system provides an Explorer-like structure in WinClient. The

Mehr

Titelbild1 ANSYS. Customer Portal LogIn

Titelbild1 ANSYS. Customer Portal LogIn Titelbild1 ANSYS Customer Portal LogIn 1 Neuanmeldung Neuanmeldung: Bitte Not yet a member anklicken Adressen-Check Adressdaten eintragen Customer No. ist hier bereits erforderlich HERE - Button Hier nochmal

Mehr

on Software Development Design

on Software Development Design Werner Mellis A Systematic on Software Development Design Folie 1 von 22 How to describe software development? dimensions of software development organizational division of labor coordination process formalization

Mehr

Sustainability Balanced Scorecard as a Framework for Eco-Efficiency Analysis

Sustainability Balanced Scorecard as a Framework for Eco-Efficiency Analysis Sustainability Balanced Scorecard as a Framework for Eco-Efficiency Analysis Andreas Möller amoeller@uni-lueneburg.de umweltinformatik.uni-lueneburg.de Stefan Schaltegger schaltegger@uni-lueneburgde www.uni-lueneburg.de/csm

Mehr

Wege zur Integration In und mit der Cloud. Wolfgang Schmidt Vorstand Cloud-EcoSystem. 2014 W.Schmidt, X-INTEGRATE

Wege zur Integration In und mit der Cloud. Wolfgang Schmidt Vorstand Cloud-EcoSystem. 2014 W.Schmidt, X-INTEGRATE Wege zur Integration In und mit der Cloud Wolfgang Schmidt Vorstand Cloud-EcoSystem Wie viele Cloud Integrationstechnologien braucht man? Antworten auf den 150+ Folien Quelle: Forrester Report: How Many

Mehr

Software development with continuous integration

Software development with continuous integration Software development with continuous integration (FESG/MPIfR) ettl@fs.wettzell.de (FESG) neidhardt@fs.wettzell.de 1 A critical view on scientific software Tendency to become complex and unstructured Highly

Mehr

MODELLING AND CONTROLLING THE STEERING FORCE FEEDBACK USING SIMULINK AND xpc TARGET

MODELLING AND CONTROLLING THE STEERING FORCE FEEDBACK USING SIMULINK AND xpc TARGET MODELLING AND CONTROLLING THE STEERING FORCE FEEDBACK USING SIMULINK AND xpc TARGET Dipl.-Ing. M. Brünger-Koch, 05/06/09 Model-Based Design Conference 2005 1 Agenda 1. Introduction Company and institute

Mehr

Mitglied der Leibniz-Gemeinschaft

Mitglied der Leibniz-Gemeinschaft Methods of research into dictionary use: online questionnaires Annette Klosa (Institut für Deutsche Sprache, Mannheim) 5. Arbeitstreffen Netzwerk Internetlexikografie, Leiden, 25./26. März 2013 Content

Mehr

Einsatz einer Dokumentenverwaltungslösung zur Optimierung der unternehmensübergreifenden Kommunikation

Einsatz einer Dokumentenverwaltungslösung zur Optimierung der unternehmensübergreifenden Kommunikation Einsatz einer Dokumentenverwaltungslösung zur Optimierung der unternehmensübergreifenden Kommunikation Eine Betrachtung im Kontext der Ausgliederung von Chrysler Daniel Rheinbay Abstract Betriebliche Informationssysteme

Mehr

Prozesse als strategischer Treiber einer SOA - Ein Bericht aus der Praxis

Prozesse als strategischer Treiber einer SOA - Ein Bericht aus der Praxis E-Gov Fokus Geschäftsprozesse und SOA 31. August 2007 Prozesse als strategischer Treiber einer SOA - Ein Bericht aus der Praxis Der Vortrag zeigt anhand von Fallbeispielen auf, wie sich SOA durch die Kombination

Mehr

Corporate Digital Learning, How to Get It Right. Learning Café

Corporate Digital Learning, How to Get It Right. Learning Café 0 Corporate Digital Learning, How to Get It Right Learning Café Online Educa Berlin, 3 December 2015 Key Questions 1 1. 1. What is the unique proposition of digital learning? 2. 2. What is the right digital

Mehr

JPlus Platform Independent Learning with Environmental Information in School

JPlus Platform Independent Learning with Environmental Information in School JPlus Platform Independent Learning with Environmental Information in School Mario Härtwig, Pierre Karrasch Salzburg, 7. Juli 2010 Genesis Umweltmonitoring als Beitrag zur Umweltbildung an Schulen. Kulturlandschaftsentwicklung

Mehr

The Single Point Entry Computer for the Dry End

The Single Point Entry Computer for the Dry End The Single Point Entry Computer for the Dry End The master computer system was developed to optimize the production process of a corrugator. All entries are made at the master computer thus error sources

Mehr

SAP Simple Service Request. Add-on for SAP Solution Manager by SAP Consulting SAP Deutschland SE & Co. KG

SAP Simple Service Request. Add-on for SAP Solution Manager by SAP Consulting SAP Deutschland SE & Co. KG SAP Simple Service Request Add-on for SAP Solution Manager by SAP Consulting SAP Deutschland SE & Co. KG IT Service Management with SAP Solution Manager SAP Solution Manager covers all processes of IT

Mehr

Webbasierte Exploration von großen 3D-Stadtmodellen mit dem 3DCityDB Webclient

Webbasierte Exploration von großen 3D-Stadtmodellen mit dem 3DCityDB Webclient Webbasierte Exploration von großen 3D-Stadtmodellen mit dem 3DCityDB Webclient Zhihang Yao, Kanishk Chaturvedi, Thomas H. Kolbe Lehrstuhl für Geoinformatik www.gis.bgu.tum.de 11/14/2015 Webbasierte Exploration

Mehr

SARA 1. Project Meeting

SARA 1. Project Meeting SARA 1. Project Meeting Energy Concepts, BMS and Monitoring Integration of Simulation Assisted Control Systems for Innovative Energy Devices Prof. Dr. Ursula Eicker Dr. Jürgen Schumacher Dirk Pietruschka,

Mehr

Mit In-Memory Technologie zu neuen Business Innovationen. Stephan Brand, VP HANA P&D, SAP AG May, 2014

Mit In-Memory Technologie zu neuen Business Innovationen. Stephan Brand, VP HANA P&D, SAP AG May, 2014 Mit In-Memory Technologie zu neuen Business Innovationen Stephan Brand, VP HANA P&D, SAP AG May, 2014 SAP Medical Research Insights : Forschung und Analyse in der Onkologie SAP Sentinel : Entscheidungsunterstützung

Mehr

ISO 15504 Reference Model

ISO 15504 Reference Model Process flow Remarks Role Documents, data, tools input, output Start Define purpose and scope Define process overview Define process details Define roles no Define metrics Pre-review Review yes Release

Mehr

Distributed testing. Demo Video

Distributed testing. Demo Video distributed testing Das intunify Team An der Entwicklung der Testsystem-Software arbeiten wir als Team von Software-Spezialisten und Designern der soft2tec GmbH in Kooperation mit der Universität Osnabrück.

Mehr

WP2. Communication and Dissemination. Wirtschafts- und Wissenschaftsförderung im Freistaat Thüringen

WP2. Communication and Dissemination. Wirtschafts- und Wissenschaftsförderung im Freistaat Thüringen WP2 Communication and Dissemination Europa Programm Center Im Freistaat Thüringen In Trägerschaft des TIAW e. V. 1 GOALS for WP2: Knowledge information about CHAMPIONS and its content Direct communication

Mehr

p^db=`oj===pìééçêíáåñçêã~íáçå=

p^db=`oj===pìééçêíáåñçêã~íáçå= p^db=`oj===pìééçêíáåñçêã~íáçå= How to Disable User Account Control (UAC) in Windows Vista You are attempting to install or uninstall ACT! when Windows does not allow you access to needed files or folders.

Mehr

Challenges for the future between extern and intern evaluation

Challenges for the future between extern and intern evaluation Evaluation of schools in switzerland Challenges for the future between extern and intern evaluation Michael Frais Schulentwicklung in the Kanton Zürich between internal evaluation and external evaluation

Mehr

THE NEW ERA. nugg.ad ist ein Unternehmen von Deutsche Post DHL

THE NEW ERA. nugg.ad ist ein Unternehmen von Deutsche Post DHL nugg.ad EUROPE S AUDIENCE EXPERTS. THE NEW ERA THE NEW ERA BIG DATA DEFINITION WHAT ABOUT MARKETING WHAT ABOUT MARKETING 91% of senior corporate marketers believe that successful brands use customer data

Mehr

DIGICOMP OPEN TUESDAY AKTUELLE STANDARDS UND TRENDS IN DER AGILEN SOFTWARE ENTWICKLUNG. Michael Palotas 7. April 2015 1 GRIDFUSION

DIGICOMP OPEN TUESDAY AKTUELLE STANDARDS UND TRENDS IN DER AGILEN SOFTWARE ENTWICKLUNG. Michael Palotas 7. April 2015 1 GRIDFUSION DIGICOMP OPEN TUESDAY AKTUELLE STANDARDS UND TRENDS IN DER AGILEN SOFTWARE ENTWICKLUNG Michael Palotas 7. April 2015 1 GRIDFUSION IHR REFERENT Gridfusion Software Solutions Kontakt: Michael Palotas Gerbiweg

Mehr

Management Information System SuperX status quo and perspectives

Management Information System SuperX status quo and perspectives Management Information System SuperX status quo and perspectives 1 Agenda 1. Business Intelligence: Basics 2. SuperX: Data Warehouse for Universities 3. Joolap: OLAP for Universities 4. Cooperative reporting

Mehr

Darstellung und Anwendung der Assessmentergebnisse

Darstellung und Anwendung der Assessmentergebnisse Process flow Remarks Role Documents, data, tool input, output Important: Involve as many PZU as possible PZO Start Use appropriate templates for the process documentation Define purpose and scope Define

Mehr

Pilot Project Biogas-powered Micro-gas-turbine

Pilot Project Biogas-powered Micro-gas-turbine 1/18 Pilot Project Biogas-powered Micro-gas-turbine Supported by the Hessischen Ministerium für Wirtschaft, Verkehr und Landesentwicklung Speaker Details 2/18 Jan Müller Works at Institute of Solar Energy

Mehr

Strategy. Execution. Results. CIAgenda. COPYRIGHT Phil Winters 2014 ALL RIGHTS PROTECTED AND RESERVED.

Strategy. Execution. Results. CIAgenda. COPYRIGHT Phil Winters 2014 ALL RIGHTS PROTECTED AND RESERVED. CIAgenda 1 Customer Strategy Datenflüsterer Experte für Strategien aus der Kundenperspektive 2 Customer Experience COPYRIGHT Phil Winters 2014. ALL RIGHTS PROTECTED AND RESERVED. 3 Aus der Kundenperspektive

Mehr

TomTom WEBFLEET Tachograph

TomTom WEBFLEET Tachograph TomTom WEBFLEET Tachograph Installation TG, 17.06.2013 Terms & Conditions Customers can sign-up for WEBFLEET Tachograph Management using the additional services form. Remote download Price: NAT: 9,90.-/EU:

Mehr

EXPLORING SERVICE DESIGN DIVE STRETCH JUMP AND WIN!! Freitag, 13. Dezember 13

EXPLORING SERVICE DESIGN DIVE STRETCH JUMP AND WIN!! Freitag, 13. Dezember 13 EXPLORING SERVICE DESIGN DIVE STRETCH JUMP AND WIN!! SERVICE DESIGN DEFINITION Use Design Thinking and Design Methods for creating services that are USEFUL, USEABLE, DESIRABLE & VALUABLE AND DIFFERENT.

Mehr

INTERREG IIIa Project R&D - Ready for Research and Development Project results and ongoing activities

INTERREG IIIa Project R&D - Ready for Research and Development Project results and ongoing activities INTERREG IIIa Project R&D - Ready for Research and Development Project results and ongoing activities Györ, 5th December 2007 Key regions + perifary for surveys Background objectives CENTROPE needs a strategy

Mehr

Advanced Availability Transfer Transfer absences from HR to PPM

Advanced Availability Transfer Transfer absences from HR to PPM Advanced Availability Transfer Transfer absences from HR to PPM A PLM Consulting Solution Public Advanced Availability Transfer With this solution you can include individual absences and attendances from

Mehr

Beschwerdemanagement / Complaint Management

Beschwerdemanagement / Complaint Management Beschwerdemanagement / Complaint Management Structure: 1. Basics 2. Requirements for the implementation 3. Strategic possibilities 4. Direct Complaint Management processes 5. Indirect Complaint Management

Mehr

DIE NEUORGANISATION IM BEREICH DES SGB II AUSWIRKUNGEN AUF DIE ZUSAMMENARBEIT VON BUND LNDERN UND KOMMUNEN

DIE NEUORGANISATION IM BEREICH DES SGB II AUSWIRKUNGEN AUF DIE ZUSAMMENARBEIT VON BUND LNDERN UND KOMMUNEN DIE NEUORGANISATION IM BEREICH DES SGB II AUSWIRKUNGEN AUF DIE ZUSAMMENARBEIT VON BUND LNDERN UND KOMMUNEN WWOM537-PDFDNIBDSIAADZVBLUK 106 Page File Size 4,077 KB 16 Feb, 2002 COPYRIGHT 2002, ALL RIGHT

Mehr

Praktikum Entwicklung von Mediensystemen mit ios

Praktikum Entwicklung von Mediensystemen mit ios Praktikum Entwicklung von Mediensystemen mit ios WS 2011 Prof. Dr. Michael Rohs michael.rohs@ifi.lmu.de MHCI Lab, LMU München Today Heuristische Evaluation vorstellen Aktuellen Stand Software Prototyp

Mehr

HP Big Data Anwendungsfälle

HP Big Data Anwendungsfälle HP Big Data Anwendungsfälle Bernd Mussmann, Strategist & Senior Principal HP Analytics & Data Management Services Agenda HP Day @TDWI 1 09:00-10:15 - BI Modernization: BI meets unstructured data 2 10.45-12.00

Mehr

eurex rundschreiben 094/10

eurex rundschreiben 094/10 eurex rundschreiben 094/10 Datum: Frankfurt, 21. Mai 2010 Empfänger: Alle Handelsteilnehmer der Eurex Deutschland und Eurex Zürich sowie Vendoren Autorisiert von: Jürg Spillmann Weitere Informationen zur

Mehr

ISO 15504 Reference Model

ISO 15504 Reference Model Prozess Dimension von SPICE/ISO 15504 Process flow Remarks Role Documents, data, tools input, output Start Define purpose and scope Define process overview Define process details Define roles no Define

Mehr

Walter GPS Global Productivity System

Walter GPS Global Productivity System Walter GPS Global Productivity System DIE WERKZEUGAUSWAHL MIT dem ÜBERRASCHUNGS- EFFEKT. ÜBERRASCHEND EINFACH. THE TOOL SELECTION WITH THE ELEMENT OF SURPRISE. SURPRISINGLY EASY. Überraschend schnell:

Mehr

Universität Dortmund Integrating Knowledge Discovery into Knowledge Management

Universität Dortmund Integrating Knowledge Discovery into Knowledge Management Integrating Knowledge Discovery into Knowledge Management Katharina Morik, Christian Hüppe, Klaus Unterstein Univ. Dortmund LS8 www-ai.cs.uni-dortmund.de Overview Integrating given data into a knowledge

Mehr

Deutsch: REPARATURANWEISUNG

Deutsch: REPARATURANWEISUNG DE: Diese Anweisung ist in zwei Sprachen verfügbar. ENG: This instruction is available in two languages. Deutsch: REPARATURANWEISUNG English: REPAIR INSTRUCTION Dok.-Nr. RA L4.00-00 Sprachen-2-Deckblatt

Mehr

XML Template Transfer Transfer project templates easily between systems

XML Template Transfer Transfer project templates easily between systems Transfer project templates easily between systems A PLM Consulting Solution Public The consulting solution XML Template Transfer enables you to easily reuse existing project templates in different PPM

Mehr

Education Day 2012. Wissensgold aus Datenminen: wie die Analyse vorhandener Daten Ihre Performance verbessern kann! Education Day 2012 11.10.

Education Day 2012. Wissensgold aus Datenminen: wie die Analyse vorhandener Daten Ihre Performance verbessern kann! Education Day 2012 11.10. Wissensgold aus Datenminen: wie die Analyse vorhandener Daten Ihre Performance verbessern kann! 11.10.2012 1 BI PLUS was wir tun Firma: BI plus GmbH Giefinggasse 6/2/7 A-1210 Wien Mail: office@biplus.at

Mehr

Entwicklungsoptimierung mit einem ALM Tool Positionierung mit Fallstudie

Entwicklungsoptimierung mit einem ALM Tool Positionierung mit Fallstudie Entwicklungsoptimierung mit einem ALM Tool Positionierung mit Fallstudie Gerald Heller Agenda Standortbestimmung ALM Typischer industrieller Setup und Probleme Vorstellung von QualityCenter als ALM tool

Mehr

Making quality visible. National Quality Certificate for Old Age and Nursing Homes in Austria (NQC)

Making quality visible. National Quality Certificate for Old Age and Nursing Homes in Austria (NQC) Making quality visible. National Quality Certificate for Old Age and Nursing Homes in Austria (NQC) Human Rights Council Genf, 15 September 2015 The Austrian System of Long Term Care System: 2 main components:

Mehr

The Future of Software Testing

The Future of Software Testing The Future of Software Testing, imbus AG Nneirda -Fotolia.com Szenariotechnik Source: http://de.wikipedia.org/wiki/szenariotechnik Future of Software Testing - Driven by Technology Testing Objects & Objectives

Mehr

Symbio system requirements. Version 5.1

Symbio system requirements. Version 5.1 Symbio system requirements Version 5.1 From: January 2016 2016 Ploetz + Zeller GmbH Symbio system requirements 2 Content 1 Symbio Web... 3 1.1 Overview... 3 1.1.1 Single server installation... 3 1.1.2

Mehr

Context-adaptation based on Ontologies and Spreading Activation

Context-adaptation based on Ontologies and Spreading Activation -1- Context-adaptation based on Ontologies and Spreading Activation ABIS 2007, Halle, 24.09.07 {hussein,westheide,ziegler}@interactivesystems.info -2- Context Adaptation in Spreadr Pubs near my location

Mehr

Die Renaissance von Unified Communication in der Cloud. Daniel Jonathan Valik UC, Cloud and Collaboration

Die Renaissance von Unified Communication in der Cloud. Daniel Jonathan Valik UC, Cloud and Collaboration Die Renaissance von Unified Communication in der Cloud Daniel Jonathan Valik UC, Cloud and Collaboration AGENDA Das Program der nächsten Minuten... 1 2 3 4 Was sind die derzeitigen Megatrends? Unified

Mehr

Exercise (Part XI) Anastasia Mochalova, Lehrstuhl für ABWL und Wirtschaftsinformatik, Kath. Universität Eichstätt-Ingolstadt 1

Exercise (Part XI) Anastasia Mochalova, Lehrstuhl für ABWL und Wirtschaftsinformatik, Kath. Universität Eichstätt-Ingolstadt 1 Exercise (Part XI) Notes: The exercise is based on Microsoft Dynamics CRM Online. For all screenshots: Copyright Microsoft Corporation. The sign ## is you personal number to be used in all exercises. All

Mehr

Service Design. Dirk Hemmerden - Appseleration GmbH. Mittwoch, 18. September 13

Service Design. Dirk Hemmerden - Appseleration GmbH. Mittwoch, 18. September 13 Service Design Dirk Hemmerden - Appseleration GmbH An increasing number of customers is tied in a mobile eco-system Hardware Advertising Software Devices Operating System Apps and App Stores Payment and

Mehr

Testers Architects Enterprise Dev Consultants Professionals VB6 Devs Part-Timers Hobbyists Students Enthusiasts Novices

Testers Architects Enterprise Dev Consultants Professionals VB6 Devs Part-Timers Hobbyists Students Enthusiasts Novices Visual Studio Team System 15. Mai 2006 TU Dresden Oliver Scheer Developer Evangelist Developer Platform & Strategy Group Microsoft Deutschland GmbH Agenda Einführung in Visual Studio Team System Demo Fragen

Mehr

From HiL to Test Vehicle:

From HiL to Test Vehicle: From HiL to Test Vehicle: Reuse of test cases with same test automation Agenda: Trailer Presentation Agenda: Movie about Tool Questions After presentation Live Demo Vehicle Meeting point: ETAS Stand 1642

Mehr

Isabel Arnold CICS Technical Sales Germany Isabel.arnold@de.ibm.com. z/os Explorer. 2014 IBM Corporation

Isabel Arnold CICS Technical Sales Germany Isabel.arnold@de.ibm.com. z/os Explorer. 2014 IBM Corporation Isabel Arnold CICS Technical Sales Germany Isabel.arnold@de.ibm.com z/os Explorer Agenda Introduction and Background Why do you want z/os Explorer? What does z/os Explorer do? z/os Resource Management

Mehr

Model-based Development of Hybrid-specific ECU Software for a Hybrid Vehicle with Compressed- Natural-Gas Engine

Model-based Development of Hybrid-specific ECU Software for a Hybrid Vehicle with Compressed- Natural-Gas Engine Model-based Development of Hybrid-specific ECU Software for a Hybrid Vehicle with Compressed- Natural-Gas Engine 5. Braunschweiger Symposium 20./21. Februar 2008 Dipl.-Ing. T. Mauk Dr. phil. nat. D. Kraft

Mehr

Powerful + Energy Saving Leistungsstark + Energiesparend

Powerful + Energy Saving Leistungsstark + Energiesparend Cogeneration Plants Worldwide Powerful + Energy Saving Leistungsstark + Energiesparend Gas- and Diesel-CHP Gas- und Diesel-BHKW Powerful - Lindenberg-Anlagen GmbH The reputation of the company with its

Mehr

European Qualification Strategies in Information and Communications Technology (ICT)

European Qualification Strategies in Information and Communications Technology (ICT) European Qualification Strategies in Information and Communications Technology (ICT) Towards a European (reference) ICT Skills and Qualification Framework Results and Recommendations from the Leornardo-da-Vinci-II

Mehr

EXPERT SURVEY OF THE NEWS MEDIA

EXPERT SURVEY OF THE NEWS MEDIA EXPERT SURVEY OF THE NEWS MEDIA THE SHORENSTEIN CENTER ON THE PRESS, POLITICS & PUBLIC POLICY JOHN F. KENNEDY SCHOOL OF GOVERNMENT, HARVARD UNIVERSITY, CAMBRIDGE, MA 0238 PIPPA_NORRIS@HARVARD.EDU. FAX:

Mehr

MICROSOFT SHAREPOINT 2010 Microsoft s neue Wunderwaffe!? Eike Fiedrich. Herzlich Willkommen!

MICROSOFT SHAREPOINT 2010 Microsoft s neue Wunderwaffe!? Eike Fiedrich. Herzlich Willkommen! MICROSOFT SHAREPOINT 2010 Microsoft s neue Wunderwaffe!? Eike Fiedrich Herzlich Willkommen! Sharepoint 2010 Voraussetzung: 2 SharePoint 2010 Gesellschaft für Informatik Eike Fiedrich Bechtle GmbH Solingen

Mehr

Optimizing Request for Quotation Processes at the Volkswagen Pre-Series Center

Optimizing Request for Quotation Processes at the Volkswagen Pre-Series Center Optimizing Request for Quotation Processes at the Volkswagen Pre-Series Center 28 April 2010 / Agenda 1 Pre-series center 2 Project target 3 Process description 4 Realization 5 Review 6 Forecast 28. April

Mehr

p^db=`oj===pìééçêíáåñçêã~íáçå=

p^db=`oj===pìééçêíáåñçêã~íáçå= p^db=`oj===pìééçêíáåñçêã~íáçå= Error: "Could not connect to the SQL Server Instance" or "Failed to open a connection to the database." When you attempt to launch ACT! by Sage or ACT by Sage Premium for

Mehr

Junction of a Blended Wing Body Aircraft

Junction of a Blended Wing Body Aircraft Topology Optimization of the Wing-Cabin Junction of a Blended Wing Body Aircraft Bin Wei M.Sc. Ögmundur Petersson M.Sc. 26.11.2010 Challenge of wing root design Compare to conventional aircraft: Improved

Mehr

Praktikum Entwicklung Mediensysteme (für Master)

Praktikum Entwicklung Mediensysteme (für Master) Praktikum Entwicklung Mediensysteme (für Master) Organisatorisches Today Schedule Organizational Stuff Introduction to Android Exercise 1 2 Schedule Phase 1 Individual Phase: Introduction to basics about

Mehr

Private Cloud Management in der Praxis

Private Cloud Management in der Praxis Private Cloud Management in der Praxis Self Service Portal 2.0 Walter Weinfurter Support Escalation Engineer Microsoft Deutschland GmbH Merkmale von Private Cloud Infrastrukturen Private Cloud = Infrastruktur

Mehr

CX6530. Keyvi3 Verwaltungssoftware CX6530 MS Access. Keyvi3 Management Software CX6530 MS Access. Keyvi3 Verwaltungssoftware

CX6530. Keyvi3 Verwaltungssoftware CX6530 MS Access. Keyvi3 Management Software CX6530 MS Access. Keyvi3 Verwaltungssoftware Keyvi3 Verwaltungssoftware Keyvi3 Management Software CX6530 Keyvi3 Verwaltungssoftware CX6530 MS Access Mit der Keyvi Verwaltungssoftware für Clex prime wird die Schließanlage zentral und komfortabel

Mehr

Europe Job Bank Schülerumfrage. Projektpartner. Euro-Schulen Halle

Europe Job Bank Schülerumfrage. Projektpartner. Euro-Schulen Halle Europe Job Bank Schülerumfrage Projektpartner Euro-Schulen Halle Alter: Geschlecht: M W Ausbildung als: F 1 Was war der Hauptgrund für Deine Wahl der Ausbildung / Deine Berufswahl? a. Freunde b. Familie

Mehr

How to develop and improve the functioning of the audit committee The Auditor s View

How to develop and improve the functioning of the audit committee The Auditor s View How to develop and improve the functioning of the audit committee The Auditor s View May 22, 2013 Helmut Kerschbaumer KPMG Austria Audit Committees in Austria Introduced in 2008, applied since 2009 Audit

Mehr

Supplier Questionnaire

Supplier Questionnaire Supplier Questionnaire Dear madam, dear sir, We would like to add your company to our list of suppliers. Our company serves the defence industry and fills orders for replacement parts, including orders

Mehr

Digital Customer Experience Notwendiges Übel oder überlebenswichtige Notwendigkeit? Datalympics, 2. Juli 2014

Digital Customer Experience Notwendiges Übel oder überlebenswichtige Notwendigkeit? Datalympics, 2. Juli 2014 Digital Customer Experience Notwendiges Übel oder überlebenswichtige Notwendigkeit? Datalympics, 2. Juli 2014 Digitale Realität Die Welt verändert sich in rasantem Tempo Rom, Petersplatz, März 2013 Franziskus

Mehr

Exercise (Part II) Anastasia Mochalova, Lehrstuhl für ABWL und Wirtschaftsinformatik, Kath. Universität Eichstätt-Ingolstadt 1

Exercise (Part II) Anastasia Mochalova, Lehrstuhl für ABWL und Wirtschaftsinformatik, Kath. Universität Eichstätt-Ingolstadt 1 Exercise (Part II) Notes: The exercise is based on Microsoft Dynamics CRM Online. For all screenshots: Copyright Microsoft Corporation. The sign ## is you personal number to be used in all exercises. All

Mehr

Prof. Dr. Margit Scholl, Mr. RD Guldner Mr. Coskun, Mr. Yigitbas. Mr. Niemczik, Mr. Koppatz (SuDiLe GbR)

Prof. Dr. Margit Scholl, Mr. RD Guldner Mr. Coskun, Mr. Yigitbas. Mr. Niemczik, Mr. Koppatz (SuDiLe GbR) Prof. Dr. Margit Scholl, Mr. RD Guldner Mr. Coskun, Mr. Yigitbas in cooperation with Mr. Niemczik, Mr. Koppatz (SuDiLe GbR) Our idea: Fachbereich Wirtschaft, Verwaltung und Recht Simple strategies of lifelong

Mehr

Level of service estimation at traffic signals based on innovative traffic data services and collection techniques

Level of service estimation at traffic signals based on innovative traffic data services and collection techniques Level of service estimation at traffic signals based on innovative traffic data services and collection techniques Authors: Steffen Axer, Jannis Rohde, Bernhard Friedrich Network-wide LOS estimation at

Mehr

Funktionale Sicherheit ISO 26262 Schwerpunkt Requirements Engineering,

Funktionale Sicherheit ISO 26262 Schwerpunkt Requirements Engineering, Funktionale Sicherheit ISO 26262 Schwerpunkt Requirements Engineering, Manfred Broy Lehrstuhl für Software & Systems Engineering Technische Universität München Institut für Informatik ISO 26262 Functional

Mehr

Visual Analytics. Seminar. [Guo, 2006] [Wong, 2006] [Keim, 2006] [Proulx, 2006] [Chang, 2007] [Kosara, 2006]

Visual Analytics. Seminar. [Guo, 2006] [Wong, 2006] [Keim, 2006] [Proulx, 2006] [Chang, 2007] [Kosara, 2006] Seminar Visual Analytics [Guo, 2006] [Keim, 2006] [Wong, 2006] [Proulx, 2006] [Chang, 2007] [Kosara, 2006] Visual Analytics - Definitions Visual analytics is the science of analytical reasoning facilitated

Mehr

IBM Demokratischere Haushalte, bessere Steuerung, fundierte Entscheidungen? Was leisten das neue kommunale Finanzwesen und Business Intelligence?

IBM Demokratischere Haushalte, bessere Steuerung, fundierte Entscheidungen? Was leisten das neue kommunale Finanzwesen und Business Intelligence? Das IBM Leistungsversprechen zum Führungsinformationssystems IBM Demokratischere Haushalte, bessere Steuerung, fundierte Entscheidungen? Was leisten das neue kommunale Finanzwesen und Business Intelligence?

Mehr

LiTG Questionnaire for the evaluation of lighting situations

LiTG Questionnaire for the evaluation of lighting situations LiTG Questionnaire for the evaluation of lighting situations LiTG-Fragebogen zur Bewertung von Lichtsituationen Dr.-Ing. Cornelia Moosmann, Dr.-Ing. Cornelia Vandahl FACHGEBIET BAUPHYSIK UND TECHNISCHER

Mehr

A Practical Approach for Reliable Pre-Project Effort Estimation

A Practical Approach for Reliable Pre-Project Effort Estimation A Practical Approach for Reliable Pre-Project Effort Estimation Carl Friedrich Kreß 1, Oliver Hummel 2, Mahmudul Huq 1 1 Cost Xpert AG, Augsburg, Germany {Carl.Friedrich.Kress,Mahmudul.Huq}@CostXpert.de

Mehr

Old People and Culture of Care.

Old People and Culture of Care. Old People and Culture of Care. Palliative and Dementia Care Reflections of a Study Course Elisabeth Wappelshammer Dirk Müller Andreas Heller One Study - Course two Cities two Semesters Berlin Vienna Study

Mehr

Product Lifecycle Manager

Product Lifecycle Manager Product Lifecycle Manager ATLAS9000 GmbH Landauer Str. - 1 D-68766 Hockenheim +49(0)6205 / 202730 Product Lifecycle Management ATLAS PLM is powerful, economical and based on standard technologies. Directory

Mehr

There are 10 weeks this summer vacation the weeks beginning: June 23, June 30, July 7, July 14, July 21, Jul 28, Aug 4, Aug 11, Aug 18, Aug 25

There are 10 weeks this summer vacation the weeks beginning: June 23, June 30, July 7, July 14, July 21, Jul 28, Aug 4, Aug 11, Aug 18, Aug 25 Name: AP Deutsch Sommerpaket 2014 The AP German exam is designed to test your language proficiency your ability to use the German language to speak, listen, read and write. All the grammar concepts and

Mehr

PRESS RELEASE. Kundenspezifische Lichtlösungen von MENTOR

PRESS RELEASE. Kundenspezifische Lichtlösungen von MENTOR Kundenspezifische Lichtlösungen von MENTOR Mit Licht Mehrwert schaffen. Immer mehr Designer, Entwicklungsingenieure und Produktverantwortliche erkennen das Potential innovativer Lichtkonzepte für ihre

Mehr

ELBA2 ILIAS TOOLS AS SINGLE APPLICATIONS

ELBA2 ILIAS TOOLS AS SINGLE APPLICATIONS ELBA2 ILIAS TOOLS AS SINGLE APPLICATIONS An AAA/Switch cooperative project run by LET, ETH Zurich, and ilub, University of Bern Martin Studer, ilub, University of Bern Julia Kehl, LET, ETH Zurich 1 Contents

Mehr

Internationale Energiewirtschaftstagung TU Wien 2015

Internationale Energiewirtschaftstagung TU Wien 2015 Internationale Energiewirtschaftstagung TU Wien 2015 Techno-economic study of measures to increase the flexibility of decentralized cogeneration plants on a German chemical company Luis Plascencia, Dr.

Mehr

Überblick über das IBM Support Portal

Überblick über das IBM Support Portal IBM Software Group Telefonkonferenz 15.1.2010 Überblick über das IBM Support Portal Susanne Kurz (SWG Channel IT Architect) Agenda 1 Was ist das IBM Support Portal? 2 Wie hilft Ihnen das IBM Support Portal?

Mehr

Mash-Up Personal Learning Environments. Dr. Hendrik Drachsler

Mash-Up Personal Learning Environments. Dr. Hendrik Drachsler Decision Support for Learners in Mash-Up Personal Learning Environments Dr. Hendrik Drachsler Personal Nowadays Environments Blog Reader More Information Providers Social Bookmarking Various Communities

Mehr

Privacy-preserving Ubiquitous Social Mining via Modular and Compositional Virtual Sensors

Privacy-preserving Ubiquitous Social Mining via Modular and Compositional Virtual Sensors Privacy-preserving Ubiquitous Social Mining via Modular and Compositional s Evangelos Pournaras, Iza Moise, Dirk Helbing (Anpassung im Folienmaster: Menü «Ansicht» à «Folienmaster») ((Vorname Nachname))

Mehr

Wie agil kann Business Analyse sein?

Wie agil kann Business Analyse sein? Wie agil kann Business Analyse sein? Chapter Meeting Michael Leber 2012-01-24 ANECON Software Design und Beratung G.m.b.H. Alser Str. 4/Hof 1 A-1090 Wien Tel.: +43 1 409 58 90 www.anecon.com office@anecon.com

Mehr

Infrastructure as a Service (IaaS) Solutions for Online Game Service Provision

Infrastructure as a Service (IaaS) Solutions for Online Game Service Provision Infrastructure as a Service (IaaS) Solutions for Online Game Service Provision Zielsetzung: System Verwendung von Cloud-Systemen für das Hosting von online Spielen (IaaS) Reservieren/Buchen von Resources

Mehr

ANLAGENANALYSE PLANT ANALYSIS

ANLAGENANALYSE PLANT ANALYSIS ANLAGENANALYSE PLANT ANALYSIS ANLAGENANALYSE PLANT ANALYSIS Ein Anlagenstillstand ist meistens mit einem enormen Kostenund Zeitaufwand verbunden. Bis die Fehlerquelle gefunden und das Austauschgerät organisiert

Mehr

SAS Predictive Analytics Factory The SAS approach for the production and maintenance of analytical models

SAS Predictive Analytics Factory The SAS approach for the production and maintenance of analytical models Predictive Analytics Factory The approach for the production and maintenance of analytical models Dr. Gerhard Svolba Austria Forum Finnland Helsinki September24 h, 2013 Agenda Rationale and idea of a Predictive

Mehr