Green Software and Sustainability
|
|
|
- Alison Mills
- 10 years ago
- Views:
Transcription
1 Green Software and Sustainability Joost Visser, Software Improvement Group Knowledge Network Green Software #KNGS January 18, 2011 T [email protected]
2 Software Development 1964 resource aware 2 I 11
3 Software development Now resource agnostic 3 I 11 Large scale. Global distribution. Failure rates estimated at 30%. Graphical development environments perform continuous compilation. Nightly regression testing. Test environments duplicate production.
4 4 I 11 The most strategic aspect of energy efficient computing will be the evolution of application software to facilitate system-wide energy efficiency. Communications of the ACM, March 2010, vol. 53, No. 3 Towards Energy-Efficient Computing by David J. Brown (Sun Microsystems) and Charles Reams (Cambridge University)
5 Power Loss Chain Extended version 5 I 11 Performing the right work? Image source: British Computer Society Data Centre Specialist Group Performing the work right? Computational efficiency 25% 75% Algorithmic inefficiency Optimal cycles and storage Functional necessity Percentages are indicative only Frivolous features 65% 35% Useful work
6 Application-level energy-efficiency How? Estimate energy consequences of requirements Eliminate frivolous requirements Energy-ware coding of algorithms, data structures, communication, concurrency. 6 I 11 require design build test operate Estimate energy consequences of design decisions Consider less wasteful alternatives High-quality coding to minimize build, test, re-work, and maintenance effort Monitor energy consumption Provide feedback to development
7 Taxonomy Greening by IT Green Grid Data retention Responsiveness Graphical presentation 7 I 10 Green IT Greening of IT Green Data Center Green Hardware Green Software Green Software Development Functional necessity Computational efficiency Environment Rework Maintainability Testability Algorithmic Data structures Protocols
8 Knowledge Network Green Software kngs.wikidot.com 8 I 10 Sharing knowledge Knowledge Network Creating awareness Joint research
9 Sustainable Application Scan Example knowledge sharing KNGS Service developed by SIG Identify opportunities for energy savings by review of architecture, coding, deployment 9 I 11 Case Rabo Rekening Delen Application developed by Rabobank, Ordina, Service2Media Opportunities for saving energy Removing proxy server to reduce data translation steps and communication volume may lead to 30% savings Reducing image size in mobile browser application may lead to 10% savings Eliminating some synchronization moments to reduce radio traffic may lead to 5% savings
10 Software Energy Footprint Lab Example knowledge sharing KNGS Lab created by Hogeschool van Amsterdam (CleanTech) Controlled measurement of energy profiles of application software First students sponsored by SIG Hardware donations by e.g. Schuberg Philis 10 I 11 Questions How do different database management systems compare in terms of energy footprint? How do different programming languages compare? How do different browsers, word processors compare? How do different data formats and communication protocols compare? How accurate are software energy profiling tools?
11 Software Energy Label The on the horizon Software Energy Label Standard criteria Meaningful rating Certification Allow consumers / procurement officers to recognize Green Software 11 I 11 Challenges What should be the target of evaluation? application specific release specific installation development and test process What characteristics should be captured? energy consumption scalability co-existence On what indicators can software applications be compared? consumption per user per transaction per feature How can acceptable thresholds for these indicators be determined?
12 12 I 11 Knowledge Network Green #KNGS kngs.wikidot.com Dr. ir. Joost Visser
Module: Sharepoint Administrator
Module: Sharepoint Administrator Mode: Classroom Duration: 40 hours This course teaches IT Professionals to design and deploy Microsoft SharePoint 2010. Course Outline: Module 1: Designing a Logical Architecture
Available online at www.sciencedirect.com Available online at www.sciencedirect.com
Available online at www.sciencedirect.com Available online at www.sciencedirect.com Physics Physics Procedia Procedia 00 (2011) 24 (2012) 000 000 2293 2297 Physics Procedia www.elsevier.com/locate/procedia
...DYNAMiC INTERNET SOLUTiONS >> Reg.No. 1995/020215/23
GamCo Managed Dedicated Virtual Hosting Business growth in the number of users, application and data has left many organisations with sprawling servers, storage and supporting infrastructure crammed into
Middleware and Distributed Systems. Introduction. Dr. Martin v. Löwis
Middleware and Distributed Systems Introduction Dr. Martin v. Löwis 14 3. Software Engineering What is Middleware? Bauer et al. Software Engineering, Report on a conference sponsored by the NATO SCIENCE
25 May 11.30 Code 3C3 Peeling the Layers of the 'Performance Onion John Murphy, Andrew Lee and Liam Murphy
UK CMG Presentation 25 May 11.30 Code 3C3 Peeling the Layers of the 'Performance Onion John Murphy, Andrew Lee and Liam Murphy Is Performance a Problem? Not using appropriate performance tools will cause
Zero Downtime In Multi tenant Software as a Service Systems
Zero Downtime In Multi tenant Software as a Service Systems Toine Hurkmans Principal, Research Engineering Exact Software About Exact Software Founded 25 years ago Business Solutions for SMB space 100.000
International Journal of Applied Science and Technology Vol. 2 No. 3; March 2012. Green WSUS
International Journal of Applied Science and Technology Vol. 2 No. 3; March 2012 Abstract 112 Green WSUS Seifedine Kadry, Chibli Joumaa American University of the Middle East Kuwait The new era of information
Saving Mobile Battery Over Cloud Using Image Processing
Saving Mobile Battery Over Cloud Using Image Processing Khandekar Dipendra J. Student PDEA S College of Engineering,Manjari (BK) Pune Maharasthra Phadatare Dnyanesh J. Student PDEA S College of Engineering,Manjari
Index Terms : Load rebalance, distributed file systems, clouds, movement cost, load imbalance, chunk.
Load Rebalancing for Distributed File Systems in Clouds. Smita Salunkhe, S. S. Sannakki Department of Computer Science and Engineering KLS Gogte Institute of Technology, Belgaum, Karnataka, India Affiliated
A Dynamic Load Balancing Algorithm For Web Applications
Computing For Nation Development, February 25 26, 2010 Bharati Vidyapeeth s Institute of Computer Applications and Management, New Delhi A Dynamic Load Balancing Algorithm For Web Applications 1 Sameena
ZEN LOAD BALANCER EE v3.04 DATASHEET The Load Balancing made easy
ZEN LOAD BALANCER EE v3.04 DATASHEET The Load Balancing made easy OVERVIEW The global communication and the continuous growth of services provided through the Internet or local infrastructure require to
BitDefender Security for Exchange
Quick Start Guide Copyright 2011 BitDefender 1. About This Guide This guide will help you install and get started with BitDefender Security for Exchange. For detailed instructions, please refer to the
NECAQ Sustainability Program The Business Case
NECAQ Sustainability Program The Business Case Key messages Energy efficiency is a fundamental element in the progression towards a future low-carbon economy. Actions to increase energy efficiency can
Sample Exam Foundation Level Syllabus. Mobile Tester
Sample Exam Foundation Level Syllabus Mobile Tester September 2015 American Software Testing Qualifications Board Sample Exam Foundation Level Syllabus Mobile Tester 1. What types of testing are particularly
A Slow-sTart Exponential and Linear Algorithm for Energy Saving in Wireless Networks
1 A Slow-sTart Exponential and Linear Algorithm for Energy Saving in Wireless Networks Yang Song, Bogdan Ciubotaru, Member, IEEE, and Gabriel-Miro Muntean, Member, IEEE Abstract Limited battery capacity
SharePoint Implementation Planning Document 1 Template
Suite 3, Level 7, 16 Wentworth Street, Parramatta NSW 2150 Tel: 1300 797 838 - Fax: 1300 797 848 URL: www.empowercs.com.au SharePoint Implementation Planning Document 1 Template Attention: Prepared by:
White Paper. Enhancing Website Security with Algorithm Agility
ENHANCING WEBSITE SECURITY WITH ALGORITHM AGILITY White Paper Enhancing Website Security with Algorithm Agility Enhancing Website Security with Algorithm Agility Contents Introduction 3 Encryption Today
This presentation covers virtual application shared services supplied with IBM Workload Deployer version 3.1.
This presentation covers virtual application shared services supplied with IBM Workload Deployer version 3.1. WD31_VirtualApplicationSharedServices.ppt Page 1 of 29 This presentation covers the shared
Distributed Systems Lecture 1 1
Distributed Systems Lecture 1 1 Distributed Systems Lecturer: Therese Berg [email protected]. Recommended text book: Distributed Systems Concepts and Design, Coulouris, Dollimore and Kindberg. Addison
Payment minimization and Error-tolerant Resource Allocation for Cloud System Using equally spread current execution load
Payment minimization and Error-tolerant Resource Allocation for Cloud System Using equally spread current execution load Pooja.B. Jewargi Prof. Jyoti.Patil Department of computer science and engineering,
Description. Need Statement
Description Brief description of the proposed project: CDVA is currently operating in a "Fat Client" environment for all office automation product applications. CDVA is committed to it's strategic goal
CS6204 Advanced Topics in Networking
CS6204 Advanced Topics in Networking Assoc Prof. Chan Mun Choon School of Computing National University of Singapore Aug 14, 2015 CS6204 Lecturer Chan Mun Choon Office: COM2, #04-17 Email: [email protected]
Greening The Data Center
Greening The Data Center A Five Step Method for CIO s and Data Center Managers Professionals who manage Data Centers know what is expected from them for performance and uptime. What many are only just
A Grid Architecture for Manufacturing Database System
Database Systems Journal vol. II, no. 2/2011 23 A Grid Architecture for Manufacturing Database System Laurentiu CIOVICĂ, Constantin Daniel AVRAM Economic Informatics Department, Academy of Economic Studies
Developer support in a federated Platform-as-a-Service environment
Developer support in a federated Platform-as-a-Service environment Master s Thesis Emanuele Rocca Vrije Universiteit Amsterdam Parallel and Distributed Computer Systems June 14, 2012 Emanuele Rocca Developer
Using Real Time Data for Datacenter Operations, Energy & Sustainability initiatives. Mark Peterson OSIsoft
Using Real Time Data for Datacenter Operations, Energy & Sustainability initiatives Mark Peterson OSIsoft Agenda PI System overview Emerging Datacenter Operation Best Practices The Green Grid & the Datacenter
Data management by Autodesk
Autodesk Vault Workgroup 2015 Data management by Autodesk Autodesk Vault helps design, engineering, and manufacturing workgroups manage Digital Prototyping information. In order to provide Autodesk Productstream
Core Technology for the Wireless Network Virtualization
Core Technology for the Wireless Network Virtualization May 23, 2011 Gahee Jo Contents 2 Introduction Virtualization Wireless Network Virtualization Wireless Network Structure Evolution Core technology
CUMULUX WHICH CLOUD PLATFORM IS RIGHT FOR YOU? COMPARING CLOUD PLATFORMS. Review Business and Technology Series www.cumulux.com
` CUMULUX WHICH CLOUD PLATFORM IS RIGHT FOR YOU? COMPARING CLOUD PLATFORMS Review Business and Technology Series www.cumulux.com Table of Contents Cloud Computing Model...2 Impact on IT Management and
IBM Rational Asset Manager
Providing business intelligence for your software assets IBM Rational Asset Manager Highlights A collaborative software development asset management solution, IBM Enabling effective asset management Rational
Best Practices for Performance Testing Mobile Apps
Best Practices for Performance Testing Mobile Apps Lee Barnes, CTO Utopia Solutions Apology I don t believe in best practices I do believe in guidelines and better approaches for a given situation Key
Visualisation in the Google Cloud
Visualisation in the Google Cloud by Kieran Barker, 1 School of Computing, Faculty of Engineering ABSTRACT Providing software as a service is an emerging trend in the computing world. This paper explores
BC43: Virtualization and the Green Factor. Ed Harnish
BC43: Virtualization and the Green Factor Ed Harnish Agenda The Need for a Green Datacenter Using Greener Technologies Reducing Server Footprints Moving to new Processor Architectures The Benefits of Virtualization
MuleSoft Blueprint: Load Balancing Mule for Scalability and Availability
MuleSoft Blueprint: Load Balancing Mule for Scalability and Availability Introduction Integration applications almost always have requirements dictating high availability and scalability. In this Blueprint
Archive Data Retention & Compliance. Solutions Integrated Storage Appliances. Management Optimized Storage & Migration
Solutions Integrated Storage Appliances Management Optimized Storage & Migration Archive Data Retention & Compliance Services Global Installation & Support SECURING THE FUTURE OF YOUR DATA w w w.q sta
TRANSLATION PROXY A Hands-Off Option for Managing Multilingual Websites
TRANSLATION PROXY A Hands-Off Option for Managing Multilingual Websites 2015 Lionbridge. All rights reserved. Introduction In today s interconnected global marketplace, a truly global web presence can
How To Test A Web Application For Email Campaign Management On A Web Browser On A Server Farm (Netherlands) On A Large Computer (Nostradio) On An Offline (Nestor) On The Web (Norton
1 Performance Testing of.net Web Application for Email Campaign Management Abstract Its Netherlands based company specializing in personalized and interactive communication related applications which provides
I D C V E N D O R S P O T L I G H T. S t o r a g e Ar c h i t e c t u r e t o Better Manage B i g D a t a C hallenges
I D C V E N D O R S P O T L I G H T S t o r a g e Ar c h i t e c t u r e t o Better Manage B i g D a t a C hallenges September 2012 Adapted from Worldwide File-Based Storage 2011 2015 Forecast: Foundation
EMC Backup and Recovery for Microsoft SQL Server
EMC Backup and Recovery for Microsoft SQL Server Enabled by EMC NetWorker Module for Microsoft SQL Server Copyright 2010 EMC Corporation. All rights reserved. Published February, 2010 EMC believes the
Load/Performance Test Plan
[Project_name_here] Load/Performance Test Plan Version [Version_number] Author: [Your_name_here] [Your_Company_name] [Street_name_1] [Street_name_2] [City_Zip_Country] [Phone_number] [URL] Audit Trail:
ZK Performance Test. ZK Community, Professional, Enterprise Edition. Sam Chuang Timothy Clare. Potix Corportation
ZK Performance Test ZK Community, Professional, Enterprise Edition Sam Chuang Timothy Clare Potix Corportation Contents Introduction... 4 Terminology in testing... 4 Technology... 4 Products... 5 Test
Development Testing for Agile Environments
Development Testing for Agile Environments November 2011 The Pressure Is On More than ever before, companies are being asked to do things faster. They need to get products to market faster to remain competitive
How Cisco Tracks RFID with Active RFID and Wireless LANs
How Tracks RFID with Active RFID and Wireless LANs Active RFID tags and WLANs ensure compliance with corporate finance and government regulations. IT Case Study / Wireless / RFID Solutions: Maintaining
System Requirements for Microsoft Dynamics SL 2015
System for Microsoft Dynamics SL 2015 Overview This document contains the minimum client hardware requirements, server recommendations and Terminal Server minimum hardware requirements supported by the
Designing a Microsoft SharePoint 2010 Infrastructure
Designing a Microsoft SharePoint 2010 Infrastructure Course Details Course Code: Duration: Notes: 10231B 5 days This course syllabus should be used to determine whether the course is appropriate for the
CHAPTER 20 TESING WEB APPLICATIONS. Overview
CHAPTER 20 TESING WEB APPLICATIONS Overview The chapter describes the Web testing. Web testing is a collection of activities whose purpose is to uncover errors in WebApp content, function, usability, navigability,
A Load Balancing Algorithm based on the Variation Trend of Entropy in Homogeneous Cluster
, pp.11-20 http://dx.doi.org/10.14257/ ijgdc.2014.7.2.02 A Load Balancing Algorithm based on the Variation Trend of Entropy in Homogeneous Cluster Kehe Wu 1, Long Chen 2, Shichao Ye 2 and Yi Li 2 1 Beijing
Introducing Performance Engineering by means of Tools and Practical Exercises
Introducing Performance Engineering by means of Tools and Practical Exercises Alexander Ufimtsev, Trevor Parsons, Lucian M. Patcas, John Murphy and Liam Murphy Performance Engineering Laboratory, School
Mike Chyi, Micro Focus Solution Consultant May 12, 2010
Mike Chyi, Micro Focus Solution Consultant May 12, 2010 Agenda Load Testing Overview, Best Practice: Performance Testing with Diagnostics Demo (?), Q&A Load Testing Overview What is load testing? Type
Smarter Balanced Assessment Consortium. Recommendation
Smarter Balanced Assessment Consortium Recommendation Smarter Balanced Quality Assurance Approach Recommendation for the Smarter Balanced Assessment Consortium 20 July 2012 Summary When this document was
Mirjam van Olst. Best Practices & Considerations for Designing Your SharePoint Logical Architecture
Mirjam van Olst Best Practices & Considerations for Designing Your SharePoint Logical Architecture About me http://sharepointchick.com @mirjamvanolst [email protected] Agenda Introduction Logical Architecture
Green Cloud Computing 班 級 : 資 管 碩 一 組 員 :710029011 黃 宗 緯 710029021 朱 雅 甜
Green Cloud Computing 班 級 : 資 管 碩 一 組 員 :710029011 黃 宗 緯 710029021 朱 雅 甜 Outline Introduction Proposed Schemes VM configuration VM Live Migration Comparison 2 Introduction (1/2) In 2006, the power consumption
Page 1 of 5. IS 335: Information Technology in Business Lecture Outline Computer Technology: Your Need to Know
Lecture Outline Computer Technology: Your Need to Know Objectives In this discussion, you will learn to: Describe the activities of information systems professionals Describe the technical knowledge of
Energy Constrained Resource Scheduling for Cloud Environment
Energy Constrained Resource Scheduling for Cloud Environment 1 R.Selvi, 2 S.Russia, 3 V.K.Anitha 1 2 nd Year M.E.(Software Engineering), 2 Assistant Professor Department of IT KSR Institute for Engineering
Fundamentals of LoadRunner 9.0 (2 Days)
Fundamentals of LoadRunner 9.0 (2 Days) Quality assurance engineers New users of LoadRunner who need to load test their applications and/or executives who will be involved in any part of load testing.
AntiVirus and AntiSpam email scanning The Axigen-Kaspersky solution
AntiVirus and AntiSpam email scanning The Axigen-Kaspersky solution The present document offers a comprehensive analysis of the ways to secure corporate email systems. It provides an expert opinion on
High-Performance Analytics
High-Performance Analytics David Pope January 2012 Principal Solutions Architect High Performance Analytics Practice Saturday, April 21, 2012 Agenda Who Is SAS / SAS Technology Evolution Current Trends
Integrating the customer experience through unifying software - The Microsoft Vision
VAASAETT - RESPOND 2010 Integrating the customer experience through unifying software - The Microsoft Vision Principal Author Andreas Berthold- van der Molen, Microsoft EMEA Contents The New Energy Ecosystem
The case for Application Delivery over Application Deployment
01 Table of Contents Executive Summary... 3 The case for Application Delivery over Application Deployment... 4 Application Delivery Challenges and ADaaS... 5 Business Benefits of ADaaS... 6 Conclusion...
Introduction to Network Management
Introduction to Network Management Chu-Sing Yang Department of Electrical Engineering National Cheng Kung University Outline Introduction Network Management Requirement SNMP family OSI management function
Test Run Analysis Interpretation (AI) Made Easy with OpenLoad
Test Run Analysis Interpretation (AI) Made Easy with OpenLoad OpenDemand Systems, Inc. Abstract / Executive Summary As Web applications and services become more complex, it becomes increasingly difficult
IBM Tivoli License Manager. Intelligent software license management to help optimize business value
A technical discussion of software license management April 2003 IBM Tivoli License Manager Intelligent software license management to help optimize business value 2 Preface As companies worldwide continue
Sample Exam Foundation Level Syllabus. Mobile Tester
Sample Exam Foundation Level Syllabus Mobile Tester September 2015 American Software Testing Qualifications Board Sample Exam Foundation Level Syllabus Mobile Tester MOB-1.2.1 (K2) Explain the expectations
SierraVMI Sizing Guide
SierraVMI Sizing Guide July 2015 SierraVMI Sizing Guide This document provides guidelines for choosing the optimal server hardware to host the SierraVMI gateway and the Android application server. The
Bandwidth Management and Optimization System Design (draft)
Royal Institute of Technology Cost Effective Bandwidth Management and Optimization System: A Case of Hawassa University Bandwidth Management and Optimization System Design (draft) Date: 20 March 2009.
Real Time Data Communication over Full Duplex Network Using Websocket
Real Time Data Communication over Full Duplex Network Using Websocket Shruti M. Rakhunde 1 1 (Dept. of Computer Application, Shri Ramdeobaba College of Engg. & Mgmt., Nagpur, India) ABSTRACT : Internet
Clustering with Tomcat. Introduction. O'Reilly Network: Clustering with Tomcat. by Shyam Kumar Doddavula 07/17/2002
Page 1 of 9 Published on The O'Reilly Network (http://www.oreillynet.com/) http://www.oreillynet.com/pub/a/onjava/2002/07/17/tomcluster.html See this if you're having trouble printing code examples Clustering
The Business Value of Data Deduplication DDSR SIG
The Business Value of Deduplication DDSR SIG Abstract The purpose of this presentation is to provide a base level of understanding with regards to data deduplication and its business benefits. Consideration
Analysis and Research of Cloud Computing System to Comparison of Several Cloud Computing Platforms
Volume 1, Issue 1 ISSN: 2320-5288 International Journal of Engineering Technology & Management Research Journal homepage: www.ijetmr.org Analysis and Research of Cloud Computing System to Comparison of
Cisco ASA 5500-X Series ASA 5512-X, ASA 5515-X, ASA 5525-X, ASA 5545-X, and ASA 5555-X
QUICK START GUIDE Cisco ASA 5500-X Series ASA 5512-X, ASA 5515-X, ASA 5525-X, ASA 5545-X, and ASA 5555-X 1 Package Contents 1 Powering On the ASA 2 Connecting Interface Cables and Verifying Connectivity
Cloud Computing. Chapter 4 Infrastructure as a Service (IaaS)
Cloud Computing Chapter 4 Infrastructure as a Service (IaaS) Learning Objectives Define and describe IaaS and identify IaaS solution providers. Define and describe colocation. Define and describe system
Design Issues in a Bare PC Web Server
Design Issues in a Bare PC Web Server Long He, Ramesh K. Karne, Alexander L. Wijesinha, Sandeep Girumala, and Gholam H. Khaksari Department of Computer & Information Sciences, Towson University, 78 York
B2B Cloud Services. Transforming the B2B Integration Landscape. 2011 IBM Corporation
B2B Cloud Services Transforming the B2B Integration Landscape Agenda Business Trends and Your Dynamic Business Network B2B and the Cloud A Vision for B2B Cloud Services 2 Disclaimer IBM s statements regarding
Enabling Cloud Architecture for Globally Distributed Applications
The increasingly on demand nature of enterprise and consumer services is driving more companies to execute business processes in real-time and give users information in a more realtime, self-service manner.
Capacity Plan. Template. Version X.x October 11, 2012
Template Version X.x October 11, 2012 This is an integral part of infrastructure and deployment planning. It supports the goal of optimum provisioning of resources and services by aligning them to business
Java in Education. Choosing appropriate tool for creating multimedia is the first step in multimedia design
Java in Education Introduction Choosing appropriate tool for creating multimedia is the first step in multimedia design and production. Various tools that are used by educators, designers and programmers
A Review: Data Security Approach in Cloud computing by using RSA Algorithm
ISSN: 2321-7782 (Online) Volume 1, Issue 7, December 2013 International Journal of Advance Research in Computer Science and Management Studies Research Paper Available online at: www.ijarcsms.com A Review:
M.Sc. IT Semester III VIRTUALIZATION QUESTION BANK 2014 2015 Unit 1 1. What is virtualization? Explain the five stage virtualization process. 2.
M.Sc. IT Semester III VIRTUALIZATION QUESTION BANK 2014 2015 Unit 1 1. What is virtualization? Explain the five stage virtualization process. 2. What are the different types of virtualization? Explain
Internet Access Monitor. A Technical White Paper
Internet Access Monitor A Technical White Paper Table of Contents Introduction... 3 Program Functions... 3 Program Benefits... 3 System Requirements... 3 How the Program Works... 4 Licensing Schema...
Implementing the Application Control Engine Service Module
Course: Implementing the Application Control Engine Service Module Duration: 4 Day Hands-On Lab & Lecture Course Price: $ 2,995.00 Learning Credits: 30 Hitachi HiPass: 4 Description: Implementing the Application
Radware ADC-VX Solution. The Agility of Virtual; The Predictability of Physical
Radware ADC-VX Solution The Agility of Virtual; The Predictability of Physical Table of Contents General... 3 Virtualization and consolidation trends in the data centers... 3 How virtualization and consolidation
What is Open Source? Open source is defined by three key components:
Integrating Open Source into your business To help businesses deal with the complexity of globalization, unanticipated opportunities, unexpected threats, competitive demands and fiscal constraints, a business
URBAN MOBILITY IN CLEAN, GREEN CITIES
URBAN MOBILITY IN CLEAN, GREEN CITIES C. G. Cassandras Division of Systems Engineering and Dept. of Electrical and Computer Engineering and Center for Information and Systems Engineering Boston University
