enterprise energy management using a linked dataspace for energy intelligence

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© Copyright 2011 Digital Enterprise Research Institute. All rights reserved. Digital Enterprise Research Institute www.deri.ie Enabling Networked Knowledge Enterprise Energy Management using a Linked Dataspace for Energy Intelligence Edward Curry , Souleiman Hasan, Sean O’Riain The Second IFIP Conference on Sustainable Internet and ICT for Sustainability (SustainIT 2012) Digital Enterprise Research Institute National University of Ireland, Galway

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Energy Intelligence platforms can help organizations manage power consumption more efficiently by providing a functional view of the entire organization so that the energy consumption of business activities can be understood, changed, and reinvented to better support sustainable practices. Significant technical challenges exist in terms of information management, cross-domain data integration, leveraging real-time data, and assisting users to interpret the information to optimize energy usage. This paper presents an architectural approach to overcome these challenges using a Dataspace, Linked Data, and Complex Event Processing. The paper describes the fundamentals of the approach and demonstrates it within an Enterprise Energy Observatory. E. Curry, S. Hasan, and S. O’Riáin, “Enterprise Energy Management using a Linked Dataspace for Energy Intelligence,” in The Second IFIP Conference on Sustainable Internet and ICT for Sustainability (SustainIT 2012), 2012.

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Page 1: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

© Copyright 2011 Digital Enterprise Research Institute. All rights reserved.

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Edward Curry, Souleiman Hasan, Sean O’Riain The Second IFIP Conference on Sustainable Internet and ICT for Sustainability

(SustainIT 2012)

Digital Enterprise Research Institute National University of Ireland, Galway

Page 2: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

n  2010 MIT Sloan / IBM report on Analytics ¨  Embedding business insight into day-to-day

operations is critical to success

¨  Single greatest opportunity and challenge for the data-driven enterprise

n  2010 survey of 600+ CIOs & IT Managers ¨  Paucity of sustainability information (i.e energy)

¨  Lost opportunity to leverage information to improve sustainability

¨  Significant challenges ahead

Motivation

Page 3: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

New Engineering Building at NUI Galway

3  

Cost  -­‐  €  40,000,000      

Page 4: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

Research Motivation A Real-World Example

4  

Time Monday Tuesday Wednesday Thursday Friday08:00-­‐09:0009:00-­‐10:00 237 237 200 23710:00-­‐11:00 237 237 237 20011:00-­‐12:00 237 180 180 145 23712:00-­‐13:00 237 200 237 200 14913:00-­‐14:00 14514:00-­‐15:00 221 237 145 14015:00-­‐16:00 221 120 160 14016:00-­‐17:00 149 250 16017:00-­‐18:00 200 160

CO2  levels  

ASHRAE    62.1-­‐2010  

Occupancy  Pa@ern  

AirCon  8:30-­‐11:00  &  15:00-­‐16:00  Mon  to  Fri      Cost  -­‐  €  40,000,000      

Page 5: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

n  What is Energy Intelligence? ¨ Transforms raw data into meaningful energy

information

¨ Enables effective strategic, tactical, and operational decision-making for energy mgmt.

¨ Provides energy consumption of business activities so they can be understood and optimized

Energy Intelligence

Page 6: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

Energy Intelligence platforms within an Enterprise will

need to support four key requirements

Enterprise Energy Management

Page 7: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

Holis&c  Energy  

Management  

   

   

FaciliIes  

Business  Travel  Data  Centre  

Daily  Commute  Office  IT  

Holistic Energy Consumption

Page 8: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

Example KPI: Energy used by global IT department

CIO

Example KPI: PUE of the Data Center in Dublin

Helpdesk

Example KPI: kWhs used by server 172.16.0.8

Maintenance Personnel

Building

Data Center

CEO

CSO

Operational Analysis •  Technician needs

equipment power usage

•  Low-level monitoring Sensors, events

Strategic Analysis •  CIO needs high-level

business function power usage

•  CSO real-time carbon emissions

Tactical Analysis •  Manager needs energy

usage of business processes, business line or group

Multi-Level Energy Analysis

8 of XYZ

Page 9: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

Business Context of Energy Consumption

Resource Allocation

Energy

Finance

Asset Mgmt

Human Resources

Page 10: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

n  Help users to: ¨ Understand energy data

¨ Make appropriate energy saving decisions

¨ Support energy performance objectives and other business performance objectives

–  human resources (i.e. occupancy comfort)

–  enterprise resource planning (i.e. room utilization).

Energy Situational Awareness

Page 11: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

n  Architecture for Energy Intelligence Platforms ¨ Dataspace for Information Management

¨ Linked Data for sharing Information

¨ Complex Event Processing for Interpreting Data

Proposed Approach

Page 12: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

n  Emerging data management architecture n  Recognizes expense obtaining upfront

unifying schema across all sources ¨ Co-existence of data without unifying schema

¨ Loosely integrated set of data sources

n  Data integrated on “as needed” basis ¨ Tighter integration achieved in an incremental

"pay-as-you-go" fashion

Franklin, A. Halevy, and D. Maier From databases to dataspaces: a new abstraction for information management,” Sigmod Record, 34(4) 2005.

What is a Dataspace?

Page 13: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

DBMS vs Dataspace

DBMS Dataspace

Model Relational All

Formats Homogenous Heterogeneous

Control Complete Partial

Query Precise Approximate

Integration Explicit Implicit/Incremental

Page 14: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge 14

2008 2007

2008 2008

2008 2009

2009

The Linked Open Data cloud

2010

14

Page 15: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

Linked Open Data cloud - domains

Over 300 open data sets with more than 35 billion facts, interlinked by 500 million typed links.

http://lod-cloud.net/

Linking Open Data cloud diagram, by Richard Cyganiak and Anja Jentzsch.

Media

Government

Geo

Publications

User-generated

Life sciences

Cross-domain

US government UK government

BBC New York Times

LinkedGeoData

15

BestBuy Overstock.com Facebook

Page 16: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

Linked Data Principles

1.  Use URIs to identify the “things” in your data

2.  Use HTTP URIs so people (and machines) can look them up on the Web

3.  When a URI is looked up, return a description of the thing in a structured format (RDF)

4.  Include links to related things to provide context

http://www.w3.org/DesignIssues/LinkedData.html

Page 17: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

Why Graphs and Ontologies?

Cities:Dublin

84421km2 Geo:IslandOfIreland

EU:RepublicOfIreland

Geo:locatedOn

Geo:area Geo:hasCapital

Geo:hasLargestCity

Wikipedia.org

Gov.ie

EU:RepublicOfIreland

Person:EndaKenny

Gov:hasTaoiseach Gov:hasDepartment

IE:DepartmentOfFinance

Page 18: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

What is Linked Data?

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Page 19: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

Linked Dataspace

Dataspace + Linked Data = Linked Dataspace

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Page 20: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge 20    

Building Data Center

Office IT Logistics

Corporate

Organisation-level

Business Process Personal-level

Linked  dataspace  for  Energy  Intelligence  

Linked dataspace for Energy Intelligence

Page 21: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

Linked dataspace for Energy Intelligence

Applica

tions

Energy Analysis Model

Complex Events

Situation Awareness Apps

Energy and Sustainability Dashboards

Decision Support Systems

Linked

Dat

a

Support

Se

rvic

es

Entity Management

Service

Data Catalog

Complex Event Processing

Engine

Provenance Search & Query

Sourc

es

Adapter Adapter Adapter Adapter Adapter

n  Interlinked Cloud of Energy Data

n  Resource Description Framework (RDF)

n  Semantic Sensor Network Ontology (SSN)

n  Complex Event Processing

n  Energy Saving Applications n  Energy Awareness

Page 22: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

Linked Dataspace Corporate System

Building Management System Office IT System

Entity Graph in Cloud

foaf:name   en:memberOf  

“Edward Curry” “DGSIT”

h:p://www.deri.ie/about/team/member/edward_curry#me   Office IT

Building

Corporate

en:has_a  

en:consumption  foaf:name  

10kWh “MacBook Pro”

h:p://energy.deri.ie#macbook15698  

h:p://www.deri.ie/about/team/member/edward_curry#me  

en:consumption  foaf:name  

rm:occupant  

50kWh “202e”

h:p://lab.linkeddata.deri.ie/2010/deri-­‐rooms#r202e  

h:p://www.deri.ie/about/team/member/edward_curry#me  

owl:sameAs owl:sameAs

Page 23: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

Enterprise Energy Observatory

Smart Buildings Green Cloud Computing

Office IT Energy Mgmt. Personal Energy Mgmt.

Energy Saving Applications

Page 24: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

DERI Energy Overview

Page 25: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

IT Energy

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Page 26: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

iEnergy – Personal

Page 27: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

n  Energy Intelligence platforms have 4 key requirements: ¨  Holistic energy consumption

¨  Multi-level energy analysis

¨  Business context energy consumption

¨  Energy situational awareness

n  Linked dataspace for Energy Intelligence (LEI) ¨  Supports requirements using Dataspaces, Linked Data,

Complex Event Processing for Situational Awareness

n  Future work ¨  Investigate appropriate support services for linked dataspaces

using approximation techniques

¨  Interoperability of system services as RESTful services.

Summary

Page 28: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

E. Curry, S. Hasan, and S. O’Riáin, “Enterprise Energy Management using a Linked Dataspace for Energy Intelligence,” in The Second IFIP Conference on Sustainable Internet and ICT for Sustainability (SustainIT 2012) http://www.edwardcurry.org/publications/curry_SustainIT_2012.pdf

Further Reading

Page 29: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

Selected References

Sustainability Use Cases n  Curry, E., et al . (2011). An Entity-Centric Approach To Green Information

Systems. 19th European Conference on Information Systems (ECIS 2011).

n  Curry, E., & Donnellan, B. (2012). Green and Sustainable Informatics. In, Harnessing Green IT: Principles and Practices. John Wiley & Sons

n  Curry, E. et al. An Environmental Chargeback for Data Center and Cloud Computing Consumers, in First International Workshop on Energy-Efficient Data Centers, 2012.

n  Curry, E. et al, Building Optimisation using Scenario Modeling and Linked Data, in 1st Workshop Linked Data in Architecture and Construction 2012

n  Curry E. et al, Enterprise Energy Management using a Linked dataspace for Energy Intelligence. In: The Second IFIP Conference on Sustainable Internet and ICT for Sustainability (SustainIT) 2012.

Page 30: Enterprise Energy Management using a Linked Dataspace for Energy Intelligence

Digital Enterprise Research Institute www.deri.ie

Enabling Networked Knowledge

Selected References

Information Management n  Hasan, S. et al. (2011). Toward Situation Awareness for the Semantic

Sensor Web: Complex Event Processing with Dynamic Linked Data Enrichment. 4th International Workshop on Semantic Sensor Networks

n  Hasan, S. et al, Approximate Semantic Matching of Heterogeneous Events, in 6th ACM International Conference on Distributed Event-Based Systems

n  Curry E. (2012) System of Systems Information Interoperability using a Linked Dataspace In: IEEE 7th International Conference on System of Systems Engineering (SOSE 2012).

IT Management

n  Curry, E. et al. Developing an Sustainable IT Capability: Lessons From Intel’s Journey, MIS Quarterly Executive, vol. 11, no. 2, pp. 61-74, 2012.

n  Donnellan B. et al, (2011) A Capability Maturity Framework for Sustainable Information and Communication Technology. IEEE IT Professional 13(1).

n  Curry E, et al, (2012) A Maturity Model For Energy Efficiency in Mature Data Centres, 1st International Conference on Smart Grids and Green IT Systems