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Building Radio frequency IDentification solutions for the Global Environment Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design, Security, Integration and Standardisation

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Page 1: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Building Radio frequency IDentification solutions for the Global EnvironmentBuilding Radio frequency IDentification solutions for the Global Environment

BRIDGE Webinar – Discovery Services: Design, Security, Integration and

Standardisation

Page 2: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Outline

• About BRIDGE

• Discovery Service Design

• Security Framework

• Standardisation activity

© 2008

• Standardisation activity

• Integration with Track and Trace Applications

• Q&A

Page 3: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

BRIDGE in a few words

• A 3 years project

• Started on July 1st 2006

• 30 Partners

• 15 work packages

© 2008

• 15 work packages

• Total budget: €13 millions

• European Union funding:€ 7,5 millions

Page 4: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

BRIDGE Partners

GS1

Global Office (Coordinator)

China

France

Germany

Labs/Universities

Cambridge

ETH Zürich

Fudan

TUG Graz

Solution Providers

Bénédicta

Carrefour

gardeur

Kaufhof

End users

AIDA Centre

AT4 wireless

BT

CAEN

© 2008

Germany

Poland

Spain

UK

UPC Barcelona Nestlé UK

Northland

Sony

Confidex

Domino

JJ Associates

Melior

SAP

UPM Raflatac

Verisign UK

7 5 7 11

Page 5: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Building Radio frequency IDentification solutions for the Global Environment

WP12: Training Platform, Courseware & Certification

WP13: Dissemination & Adoption Tools

Business

Horizontal

Activities

WP15: Innovation policy and public policy

WP14: Project management

© 2008

WP4: Security

WP3: Serial-Level Supply Chain Control

WP2: Serial-Level Lookup Service

WP1: Hardware Development

Technical

Development

Business

Development

Page 6: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Design and Prototype

Miguel Angel Guijarro

[email protected]

BRIDGE Discovery Services

© 2008

[email protected]

AT4 wireless

21st May 2008

Page 7: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Discovery Service Design: Motivation

• At the time the project was defined, the EPCglobal ratified ONS standard provided a method for accessing manufacturing information about a product class

• However, there was no standard

© 2008

• However, there was no standard for finding multiple sources of item-level information

• Serial-level lookup services or Discovery Services were envisaged as the last layer in the EPCglobal architecture

• Also, they were conceived as being complementary to another standard, EPCIS, which was ratified in April 2007

Page 8: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Discovery Service Design: Steps

1) Gather Requirements from RFID community with special focus on integration with current IT systems

2) Develop a high level High Level Design

Requirements Analysis for serial-level lookup service

Requirements for integrationwith existing BIS

© 2008

2) Develop a high level design for DS

3) Implement a prototype

4) Contribute to standardization,promote value of RFID and EPC standards

Detailed Design and Prototype Development

Migration andAdoption Tools

Page 9: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Discovery Service Design: Requirements & Design

Conclusions

• Security and access control policies are key for success of the service

• Design model is

– Synchronous response to

© 2008

– Synchronous response to queries

– Respond with a list of pointers to sources of information (not replication – ownership of data remains in SC companies)

– Independent of external components and compatible with EPCIS interface standard

Page 10: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Discovery ServicesHigh-level design - key features

• We considered different interaction models between client, Discovery Service and resource - in terms of impact on performance and security (protecting confidentiality of both client and resource)

• Our internal data model borrows some data fields and ideas from EPCIS events - but we don't necessarily return the complete events that were published - just a time-ordered list of links with minimal meta-data. The

© 2008

meta-data in our DS records/events is primarily to provide 'hooks' for defining and enforcing access control policies, so you can say for example "I'll share receipt info with my suppliers - but not with my customers"

• We don't embed URLs within records because URLs can become broken.Instead, we embed the URL in a PublisherProfile and embed its ID within the DS record. If the URL has to change, a new updated PublisherProfile with the same ID can replace the old one, without voiding the DS records.

• We include a serviceType field (like in ONS) to indicate the kind of service to expect at each URL (e.g. EPCIS, DS, web service, HTML, XML)

Page 11: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Discovery Service Design: Architecture of Prototype

SOAP

SOAP

DS-Query Interface

Query Proxy Layer

Query

Application

DS

http

http

Sniffer

EPCIS RepositoryAccada

Filtering

Standing Query

Inteface

SOAP

© 2008

SOAPSOAP

DS CoreRepository

DS-Publish Interface

Publish Proxy Layer

Query Proxy Layer

http

http

http

http

Sniffer

EPCIS Capture InterfaceAccada

Publish

Application

IS-DS Interface

SOAPFiltering

Schedule Checker

DS Std QueryRepository

Event-Manager

Interface

Messagin

g S

erv

ice

Page 12: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

EPCIS Repository

Discovery Service Design: IS – DS interface

IS-DS Interface

• IS-DS Interface feeds DS repository with relevant filtered data

• IS-DS Interface connects EPCIS and DS and shall be transparent to EPCIS

© 2008

Sniffer SOAP

http

EPCIS Capture Interface

DS-Publish InterfaceFiltering

http

SOAP

IS-DS data flow

Page 13: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

- Four public deliverables available in www.bridge-project.eu

– D2.1 Requirements Requirement document of serial-level lookup service for various industries

– D2.2 Working prototype of serial-level lookup service

– D2.3 Integration of Serial-level Data into Existing Business Information Systems

– D2.4 High Level Design

Discovery Service Design: Conclusions

© 2008

- DS Prototype is made public as LGPL, in addition, service will be hosted along BRIDGE time frame (until June 2009) and is open for use by external parties. DS V2.1.2 is ready since January 2008

- Applications based on Discovery Services could provide following benefits:

• Traceability of individual items, not only shipments (i.e. saving time and money locating possible faulty products already distributed - i.e. selective recalls)

• Track and trace throughout the lifecycle of products, not only up to the point of sale

• Detailed information about all movements along supply chains

• Detection of potential counterfeiting

• New services for customers

Page 14: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Discovery Services & Security

Trevor Burbridge

© 2008

Trevor Burbridge

BT Networks Research Centre

21st May 2008

Page 15: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

BRIDGE WP4: Security

Security Analysis

to gather end user

requirements

Secure Readers

to enable multi -

party services

Security Framework

enables data sharing

while protecting integrity

and confidentiality

Secure Tags protect

confidentiality & privacy

and enables product

authentication

© 2008

EPCglobal network

enables interoperability

across multiple locations

party services authentication

• WP4 lead:

• WP4 members:

Page 16: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Starting Design Principles

• Publishers continue to own their data

• Discovery Service can enforce some community behaviour

• Clients require confidentiality

• Choice of Discovery Service(s)

© 2008

• Choice of Discovery Service(s)

• No enforced network routing path or data hosting location (e.g. ONS)

• Autonomous domain instead of unified inter-network

– No clear requirement (can reach multiple autonomous DSs), security harder (propagation of security policies)

• Lightweight & scalable (do not replicate EPCIS roles)

Page 17: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Communication Models

• Can characterise by:

– Push vs. pull (two links)

– Data vs. reference

– Needs vs. resources

C I R12

3

Setup

Discovery

Service Fulfilment

Meta-Resource

Resource

Replication

Service Request

Service Response

C I R1 2

Setup

Discovery

1

Resource Capability Subscription

© 2008

Protects both client and

publisher confidentiality

C I R12

3

Setup

Discovery

Service Fulfilment

4

5

Resource Availability

Publication

Directory Resource

Lookup

Resource

EngagementResource Directory

C I R1 2

3

Discovery

Service Fulfilment

Query Propagation

Service Request

Service Response

C I R3 2

Setup

Discovery

Service Fulfilment

Resource Notification4

5

Resource

Engagement

1

Client Interest Subscription

Resource Availability

Notification

Page 18: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Approach to Security

• Use existing standards– RFID services not operated in isolation

• Build flexible access control technology substrate– Data, service logic and security policy separated

© 2008

– Data, service logic and security policy separated

• Work with business to identify real uses/requirements and security policies

• Narrow and optimise enforcement technology

• Provide management tools and policy automation

Page 19: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Security Design

• Consider: Authentication, Authorisation, Access Control, Confidentiality, Integrity, Non-Repudiation, Availability, Accountability/Audit

• Access control is the largest outstanding problem for the Discovery Service (due to multi-ownership of data and

© 2008

Discovery Service (due to multi-ownership of data and granular access requirements)

• In Resource Directory model access control policies can be considered as a subset of the EPCIS policy

• Access control of reading/writing/deleting records (EPC, aggregation, resources) and policies

• Need to manage EPCIS/DS and other (partners!) policies together to avoid conflicts

Page 20: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Client

STSPEP

STSOrganisation

Web Service

Polic ies

PDP

PDP

Organisation

W eb Service

Polic ies

Build on EU TRUSTCOM project

and Web Service security standards

Security Framework

Role for external security services?(identity, attribute/role,

authorization)

© 2008

Discovery Service

P

E

P

PDPSTSPublisher

P

E

P

DS Records Policies

Data Records-EPC records

-Aggregation records

-Resource records

Policies-Local Discovery Service Polic ies

-Publisher Data Policies

Organisation

Web Service

Polic ies

EPCIS

EPCIS

Records

Security

Policy

Manager

Need XACML 3.0+

Page 21: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Main Access Control Enforcement

Options for RFID Service

Policies on

request header

Policies on

request body

Policies on

Information

Enforcement Points

Modification of query at ingress not

feasible due to potential large

number of applicable policies

© 2008

RFID Service OrganisationClient Organisation

client

Web

Service

Security

Gateway

Web

Service

Security

Gateway

RFID Service

Egress

interfacePresentation

Ingress

InterfaceInformation

Retrieval/Storage

Page 22: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Policy Capabilities

• Publisher Control

• Mandated Community Policies

• Group Separation (of Publishing)

– Achieve groups through policies rather than

© 2008

– Achieve groups through policies rather than separation of data at publishing

• Emergency Policies

– Assertion of supply chain events e.g. product recall

• Delegation

– Ability to delegate management without access?

– Delegation through assertions or policies?

Page 23: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Policy Attributes

• Subject

– Identity, role, group, organisation, country?

• Context

© 2008

– Supply chain event, load, query time/date?

• Resource

– EPC, bizStep, disposition, record time/date?

Page 24: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Further Security Questions

• Data retention

– Delete and/or void action (can have both and restrict DS instance using security policies)

– If preventing deletion, also need to prevent removal of access rights!

• Introduction of unknown parties

© 2008

• Introduction of unknown parties

– Permit/deny/introduce policy evaluation

• DS as Authorisation Authority (single sign-on)

• Semantic policy languages

– E.g. “customers who purchased an item”

• Automated policy distribution (EPCIS publisher extension?)

Page 25: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

BRIDGE contributions to standardization activities

Mark Harrison

© 2008

Mark Harrison

Auto-ID Lab, University of Cambridge

21st May 2008

Page 26: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

BRIDGE contributions toDS standardization activities

• Members of BRIDGE WP2,3,4 have been actively participating in activities towards standardization at EPCglobal and also within the IETF and have contributed public deliverables from WP2 to both activities.

• The EPCglobal Data Discovery JRG is gathering use cases and analyzing these to extract technical & security requirements.

© 2008

• The ESDS activity aims to develop a generic protocol for handling dynamic referrals, which can be used for Discovery Services in supply chains / product lifecycle, as well as for other purposes.

• We are trying to help ensure that there is good communication between these two activities, to minimize duplication of effort and divergence - and to try to ensure that work on an ESDS protocol within IETF considers requirements from EPCglobal and aims to provide something useful that can be further developed by an EPCglobal technical work group in the future.

Page 27: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

BRIDGE contributions toEPCglobal Data Discovery JRG

• In the EPCglobal Data Discovery JRG, members of BRIDGE WP2 compiled a detailed questionnaire that has been refined by the DD JRG group and is being used as the basis for analysis of use cases from end-users, in order to extract technical, performance and security requirements.

© 2008

security requirements.

• We join the bi-weekly DD JRG calls and try to ask relevant questions and provide clarifications where needed.

Page 28: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

BRIDGE contributions [email protected]

• In April 2007, while we were nearing the end of the BRIDGE high-level design task, Michael Young and Frank Thompson (Afilias) published three internet drafts concerning a draft protocol for Extensible Supply Chain Discovery Services (ESDS).

• Via face-to-face meetings and discussion on the ESDS mailing list ([email protected]), we have contributed feedback on their internet drafts, posted the BRIDGE requirements documents and high-level

© 2008

drafts, posted the BRIDGE requirements documents and high-level design documents to the mailing list and (together with Frank Thompson) begun a comparison between their draft protocol and the BRIDGE high-level design work.

• BRIDGE D2.2 appendix has a table comparing the two designs.

• Feedback from BRIDGE has already resulted in some revisions of the ESDS draft documents

• Mark Harrison (WP3 lead, WP2 member) co-chaired the first ESDS 'Birds of a Feather' kick-off meeting at the 71st IETF meeting, in Philadelphia, March 2008.

Page 29: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Beyond Discovery Services:a framework for enhanced track & trace

Mark Harrison

© 2008

Mark Harrison

Auto-ID Lab, University of Cambridge

21st May 2008

Page 30: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

WP3 Serial-level supply chain control /Framework for enhanced track & trace

Main objective: Gather event data from across the supply chain / product

lifecycle, analyse it, and enhance business processes and decision-making ability

Develop ‘tracking model’ algorithms to be able to:

–estimate the location of products in the supply chain

© 2008

Leader:

Partners:

–analyse delays or deviations from expected routes

–predict when/where objects will be seen next

Page 31: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

It does not make sense to connect

WP

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nh

an

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d T

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od

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nsio

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Ta

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ve

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(A

LE

)

detect

&

identify

filter enhance

store

&

share

gather

what, where, when + why, which transactions

which business step(where next)

aggregation changes?

where to find the info

business questionsand alerting

analyzedecide

& act

ON

S 1

.0

ON

S

Ratified EPCglobal standards WP2 WP3

EPC Network architecture - with extensions by

© 2008

Air

In

terf

ac

e(U

HF

Cla

ss1G

en 2

/ IS

O 1

8000-6

C)

Ta

gs

It does not make sense to connectRFID readers directly to Business Applications

RFID readers (and sensors) may generate too much dataWe don't want to overload applications / network

Business applications need information - not raw event data

Re

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ers

Bu

sin

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pp

lica

tio

ns

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Page 32: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

BRIDGE WP3 (Enhanced Track & Trace)

• Cambridge Auto-ID Lab led task 3.1– Serial-level Inventory Control model

• Gathering of event data from across supply chain (via Discovery Services and EPC Information Services)

• Supply chain network modeling (as hierarchy of nodes)

© 2008

• Use of probabilistic algorithms and first-order Markov models to'learn and predict' the movement of objects

• Technical details reported in public document D3.1 (see BRIDGE website http://www.bridge-project.eu )

• Currently involved in collaborative development (together with BT and SAP) of an extensible software prototype to support various pilot and trial activities in various industry sectors across the BRIDGE project

Page 33: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Supply Chain Network Model

Storage Shipping Receiving Receiving

GLN:123456789GLN:567891234

Discovery

Services

© 2008

Dock

#3

Dock

#1

Dock

#2

AreaShipping

Area

Receiving

Area

Shelf

#3

Shelf

#1

Shelf

#2

Door

#1

Door

#2

Dock

#1

Dock

#2

Receiving

Area

EPCIS

Page 34: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Overview of database design

NODESSpatial_Separations

distances

between nodes,x kmConnection_Observations

average transit times

Event Log

© 2008

Current State

between nodes,intrinsic speeds

x km∆t

average transit timesbetween nodes,

standard deviations

Paths

which paths

between nodes

are permitted?

Transitions

70%

30%branching ratios

from historical

data

Algorithms

Page 35: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Non-probabilistic query methods

• Where was it last observed? (tracking)

• Where are all the places it was observed? (trace)

Additional complications: changes of aggregation happen!

© 2008

• Items packed into cases, cases loaded onto pallets,pallets form shipments / are loaded into containers

• Components being assembled into composite products

• Disaggregation - unloading, disassembly, break down of bulk products into smaller units (e.g. for retail)

Page 36: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Following changes of aggregation

CASE

PALLET

AggAgg

AggEvt

Add

AggEvt

Del

Agg

© 2008

ITEM

EAggEvt

Obs

timeItem packed into caseNeed to track case ID

Case packed onto palletNeed to track pallet ID

Case removed from palletNeed to track case ID

Item removed from caseResume tracking item ID

AggEvt

Add

AggEvt

Del

Page 37: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Probabilistic algorithms: Filling in the ‘gaps’

Probabilistic reasoning enables:

• Filtering: Where is it? Estimate current location given observations so far

1%

© 2008

Location

Observation

99%

• Prediction: Where will it be next? Estimate future location given observations so far

60%

40%

Most likely

Page 38: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Probabilistic algorithms: Filling in the ‘gaps’

• Smoothing: Where has it been? Estimate past location given observations so far

99%

1%

© 2008

• Where did it go through? Estimate the most likely path that an item has followed given observations so far

Location

Observation

Most likely

Page 39: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Probabilistic algorithms: Models and Algorithms

X t X t+1 X t+2

Variable(Location)

© 2008

y t y t+1 y t+2

Evidence(Observation)

Transition model

Sensor model

Page 40: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

WP3 software prototype for enhanced serial-level track & trace

High-level Application Programming Interface (API)GraphicalUser Interface

BusinessApplications

Humanbeings

© 2008

BRIDGEWP3 Prototype

EPC Network Discovery Services EPC Information Services

Event Gathering Layer

Non-probabilistictrack & trace algorithms

Probabilistictrack & trace algorithms

internaldatabase

Page 41: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Application Programming Interface

Goal: Interface to WP3’s Tracking Infrastructure

– support wide range of business applications

– expose tracking model through API and convenience functions

– exception handling & alerting

– trigger event collection from distributed sources

© 2008

– choreograph sequence of tracking algorithmsTargeted Recall,

Diversion, Shrinkage,

Lost & Found,

Asset Tracking,

Condition Monitoring,

Reconciliation, ...

BRIDGE

WP3 Prototype

EPC Network Discovery Services EPC Information Services

Event Gathering Layer

Non-probabilistic

track & trace algorithms

Probabilistic

track & trace algorithms

High-level Application Programming Interface (API)GraphicalUser Interface

BusinessApplicationsHuman

beings

internaldatabase

Page 42: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

WP3 software will be able to answer the following:

• Where was the object observed?(including tracking of parent(s) or children as necessary)

• Where is it likely to be now?

• What is the probability that the object will arrive at location X by time T?

• After how much elapsed time is the probability of arriving at location X

© 2008

• After how much elapsed time is the probability of arriving at location Xgreater than threshold probability P?

• Which path is the object likely to have taken?

• Alert me if my shipment is likely to arrive late at its destination

• Alert me to where delays are happening in the supply chain

• Alert me to inconsistencies (e.g. duplicate IDs at distant locations, similar times)

• Alert me to deviations from permitted paths (including 'insertions')

Page 43: Building Radio frequency IDentification solutions for the ...Building Radio frequency IDentification solutions for the Global Environment BRIDGE Webinar – Discovery Services: Design,

Contact us

• BRIDGE Project Website: http://www.bridge-project.eu

Email : [email protected]

• Presenters

Henri Barthel, BRIDGE Project coordinator

© 2008

Henri Barthel, BRIDGE Project coordinator

[email protected]

Miguel Angel Guijarro, AT4 wireless, WP2 Leader:

[email protected]

Mark Harrison, Cambridge University, WP3 Leader:

[email protected]

Trevor Burbridge, BT, WP4 Leader

[email protected]