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Watson IoT
@Ryerson University
- IEEE Chapter
2
Watson IoT
3
Please note IBM’s statements regarding its plans, directions, and intent are subject to change
or withdrawal without notice and at IBM’s sole discretion.
Information regarding potential future products is intended to outline our general
product direction and it should not be relied on in making a purchasing decision.
The information mentioned regarding potential future products is not a commitment,
promise, or legal obligation to deliver any material, code or functionality. Information
about potential future products may not be incorporated into any contract.
The development, release, and timing of any future features or functionality described
for our products remains at our sole discretion.
Performance is based on measurements and projections using standard IBM
benchmarks in a controlled environment. The actual throughput or performance that
any user will experience will vary depending upon many factors, including
considerations such as the amount of multiprogramming in the user’s job stream, the I/
O configuration, the storage configuration, and the workload processed. Therefore, no
assurance can be given that an individual user will achieve results similar to those
stated here.
4
Watson IoT
@Ryerson IEEE Chapter
Markus van Kempen
Executive Architect &
Venture Capitalist
E: mvk@ca.ibm.com
T: @markusvankempen
5
Use-Case/Project
Watson IoT Platform
Anatomy of an IoT application
- IoT Boilerplate
- Coding Things
Hands on Demos
New Use-Case
Munich IoT Center
Play with IoT
Q&A
Agenda
6
Putting it all together – IoT from Chip to Cloud to App
The IBM IoT ecosystem helps companies build and deploy IoT end to end
Your	silicon,		
embedded	OS	&	
Recipes	
Connec6vity	&	Security	
technology	
Silicon
Your	IoT	devices	&	
recipes	for	
connec6ng	them	
Connec6vity	&	Security	
technology	
IoT Devices
Your	network	
	
Rela6onships	&	reach	
Networks
Customer	solu6ons	
built	on	IBM	IoT	
technology	
Solution
& Applications
Oil	&	Gas
Smarter	Ci/es
Connected	Vehicle
Life	Science	&	
Healthcare
Energy	&	U/li/es
Consumer	
Electronics
Transport	&	Rail
Industrial	
Manufacturing
IBM	IoT	Industry	solu6ons		
IBM	GBS	services	
Industry	sales	&	distribu6on	
exper6se	
Addi6onal	value	
add	cloud	services	
Cloud
SoGLayer	Cloud	plaIorm	
Bluemix	innova6on	
plaIorm	
IoT	services	
End-end IoT solution
Gateways
Your	gateway	and	
recipes	for	
connec6ng	them	
	
Connec6vity,		Security	
and	edge	analy6cs	
IBMPartners
7
Publish / Subscribe to a topic
Topic is a file path
Event Topic: iot-2/evt/Org/Sensor1/temperature/fmt/json
Command Topic: iot-2/cmd/Org/Sensor1/fmt/json
Broker: Sits on port 8883 (ssl) or 1883
Eclipse Paho provides open-source libraries
•  http://www.eclipse.org/paho/
MQTT is Internet of Things protocol
=	“Message	Queue	Telemetry/Things	Transport”
8
Components of IoT App or IoT Boilerplate
Bluemix & IoT Watson platform
Thing/Sensor/Data
(Thing Coding)
Connection e.g GW/ Wifi / BLE
Sending/Receiving via MQTT
Node-RED
Application/Dashboard
9
Connecting Device with MQTT to Watson IoT Platform
IoT Boilerplate
Sensor Gateway Watson /
IOT Platform
Bluemix Dashboard
EDGE
(Things/Devices/Gateways)
API
ü  Publish the data via MQTT
ü  To IoT Watson Platform
ü  Access control with Application Registration & Keys
ü  Compose with other IoT Services in Bluemix
10
Coding Thing’s
Arm
Intel
TI
particle.io
Arduino
Punch Through
Nest
fitBit…
IDE in Cloud
(and some local)
IDE Local
API
ExamplesDevices
(Things/Sensor/MC)
MIX
11
Thing’s (Sensor/ Micro Controller) Coding
Arduino (C) Cloud (C+Mix)/Atom node.js/java/etc
12
Bluemix & Watson IoT Platform
http://www.ibm.com/internet-of-things/
13
TI Sensor example
IR Temperature, both object and ambient temperature
Movement, 9 axis (accelerometer, gyroscope, magnetometer)
Humidity, both relative humidity and temperature
Barometer, both pressure and temperature
Optical, light intensity
14
What does the data look like?
JSON format
Unformatted
Object{ "d": { "id": "markus3", "ts": 1454447417476, "lat": 0,
"lng": 0, "ax": 0, "ay": 0, "az": 0, "oa": 0, "ob": 0, "og": 0, "browser":
"Chrome", "os": "Mac OS", "name": "mvk",
"sine": -56.338134252434656, "temprd": 5, "userValue": 52,
"Geo": { "ip": "129.33.205.142", "country_code": "US",
"country_name": "United States", "region_code": "NC",
"region_name": "North Carolina", "city": "Durham",
"zip_code": "27709", "time_zone": "America/New_York",
"latitude": 35.994, "longitude": -78.8986, "metro_code": 560 },
"myName": "toFreeboard", "windows": 0, "android": 0,
"ios": 0, "noos": 2, "msgout": 0, "msgin": 829, "devices": 2 } }
Formatted
15
Data exchange with MQTT between devices and IoT Watson Platform
17-0
2-05
15
ü  Publish the data via MQTT
ü  IoT Watson Plattform
ü  Access control with Application Registration & Keys
ü  Compose with other IoT Services in Bluemix using “App tips”
16
Bluemix/Node-RED – flow editor for IoT orchestration
17
Displaying the Data/Dashboard
App/D3
freeboard
RTI
WIoTP
NR-Dashboard
18
Lets Connect Everything?
Watson IoT
Platform
Sensors &
Networks
Other
Data Sources
Weather
Map
01
0110
0010
001001
Devices
 Platform
 Applications
Bluemix
Other IoT platforms
19
Demo: Mouse Trap - Notify me of a MouseDown event
Publish MouseDown Event
Display Data
Sends
MouseDownEvent
SMS/Email
WiFI
20
Questions ?
Q&A
21
Demo: Watson Tone Analyzer and Twitter and IoT
Bluetooth
BLE
Bluemix and WIoTP
PI as Gateway
Blink Blue for Sadness
And Yellow for Joy
WIFI
Publish Events
Received
Commands
22
Questions ?
Q&A
23
Watson Conversation
Bridging the virtual to physical world
The Idea
MQTT
Conversation API
SpeechToText,
TextToSpeech
Control
Air-Freshener
via Watson
World24
The Setup
World25
Scenario 1 - Create IoT Device and Send Message to WIoTP
Conversation API
StoT, TtoS
WIoTP
Node-RED
MQTT
MQTT
Send Updates
And receive
Commands like ON or spray
World26
Scenario 2 - Create IoT Device and Send Message to WIoTP
Conversation API
StoT, TtoS
WIoTP
Node-RED
MQTT
MQTT
User Click
Button manually
Watson
Recognized
Manual changes
click
World27
28
Questions ?
Q&A
Watson Internet of Things for
Unmanned Inspection –
How it works
30
Our Setup at WoW
31
Visual recognition dashboard
32
How it works
Natural
Language
Processin
g
Machine
Learning
Video/Image/
Audio Analytics
Text Analytics
Drones collect images and video during
the flight and uploads to the IoT Platform
Images and Video are analyzed
for anomalies using Watson
APIs
Asset anomalies
are updated on
Maximo
33
IoTification of the Munich Center
34
Questions ?
Q&A
35
Demo Setup
HTML IoT Sensor Floorplan with Device/
HTML IoT Sensor
36
Markus van Kempen
Executive Architect & Venture Capitalist
IBM Corporate Strategy
Innovating with People and Technology
email: mvk@ ca.ibm.com
Twitter: @markusvankempen
HashtagJ: #MVK
37
Learn more about IBM’s point of view
on the Internet of Things
ibm.com/IoT
Try out Internet of Things on Bluemix
ibm.biz/try_iot
Join us in our IoT conversations
@IBMIoT
IBM IoT – Get started today
38
•  Communication command for playbulb
•  https://github.com/Phhere/Playbulb
•  Pi / PlayBulb node.js code and Node-red flows
•  https://github.com/markusvankempen/playbulb
•  Recipe on IBM DeveloperWorks
•  https://github.com/markusvankempen/playbulb
•  Shopping list
•  https://www.amazon.com/gp/registry/wishlist/1870QQ55J0VTO/
ref=nav_wishlist_lists_2?
cm_mc_uid=30806442456714843264946&cm_mc_sid_50200000=1484603129
References
39
For more interaction …
Join and collaborate on the TLE Community.
•  TLE Community:
http://w3.ibm.com/connections/communities/service/html/
communityview?communityUuid=eb5b200a-0890-4a21-b06d-
dc4141c34f20
TLE events are being scheduled continuously, so check the website
frequently.
•  TLE Website: http://tle.atlanta.ibm.com/home.html
Notices and
disclaimers
Copyright © 2016 by International Business Machines Corporation (IBM). No part of this document may be reproduced or
transmitted in any form without written permission from IBM.
U.S. Government Users Restricted Rights - Use, duplication or disclosure restricted by GSA ADP Schedule Contract with
IBM.
Information in these presentations (including information relating to products that have not yet been announced by IBM) has been
reviewed for accuracy as of the date of initial publication and could include unintentional technical or typographical errors. IBM
shall have no responsibility to update this information. THIS DOCUMENT IS DISTRIBUTED "AS IS" WITHOUT ANY
WARRANTY, EITHER EXPRESS OR IMPLIED. IN NO EVENT SHALL IBM BE LIABLE FOR ANY DAMAGE ARISING FROM
THE USE OF THIS INFORMATION, INCLUDING BUT NOT LIMITED TO, LOSS OF DATA, BUSINESS INTERRUPTION,
LOSS OF PROFIT OR LOSS OF OPPORTUNITY. IBM products and services are warranted according to the terms and
conditions of the agreements under which they are provided.
IBM products are manufactured from new parts or new and used parts. In some cases, a product may not be new and may have
been previously installed. Regardless, our warranty terms apply.”
Any statements regarding IBM's future direction, intent or product plans are subject to change or withdrawal without notice.
Performance data contained herein was generally obtained in a controlled, isolated environments. Customer examples are
presented as illustrations of how those customers have used IBM products and the results they may have achieved. Actual
performance, cost, savings or other results in other operating environments may vary.
References in this document to IBM products, programs, or services does not imply that IBM intends to make such products,
programs or services available in all countries in which IBM operates or does business.
Workshops, sessions and associated materials may have been prepared by independent session speakers, and do not necessarily
reflect the views of IBM. All materials and discussions are provided for informational purposes only, and are neither intended
to, nor shall constitute legal or other guidance or advice to any individual participant or their specific situation.
It is the customer’s responsibility to insure its own compliance with legal requirements and to obtain advice of competent legal
counsel as to the identification and interpretation of any relevant laws and regulatory requirements that may affect the
customer’s business and any actions the customer may need to take to comply with such laws. IBM does not provide legal
advice or represent or warrant that its services or products will ensure that the customer is in compliance with any law.
Notices and disclaimers continued
Information concerning non-IBM products was obtained from the suppliers of those products, their published announcements or other publicly
available sources. IBM has not tested those products in connection with this publication and cannot confirm the accuracy of
performance, compatibility or any other claims related to non-IBM products. Questions on the capabilities of non-IBM products should
be addressed to the suppliers of those products. IBM does not warrant the quality of any third-party products, or the ability of any such
third-party products to interoperate with IBM’s products. IBM EXPRESSLY DISCLAIMS ALL WARRANTIES, EXPRESSED OR
IMPLIED, INCLUDING BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A
PARTICULAR PURPOSE.
The provision of the information contained herein is not intended to, and does not, grant any right or license under any IBM patents,
copyrights, trademarks or other intellectual property right.
IBM, the IBM logo, ibm.com, Aspera®, Bluemix, Blueworks Live, CICS, Clearcase, Cognos®, DOORS®, Emptoris®, Enterprise Document
Management System™, FASP®, FileNet®, Global Business Services ®, Global Technology Services ®, IBM ExperienceOne™, IBM
SmartCloud®, IBM Social Business®, Information on Demand, ILOG, Maximo®, MQIntegrator®, MQSeries®, Netcool®,
OMEGAMON, OpenPower, PureAnalytics™, PureApplication®, pureCluster™, PureCoverage®, PureData®, PureExperience®,
PureFlex®, pureQuery®, pureScale®, PureSystems®, QRadar®, Rational®, Rhapsody®, Smarter Commerce®, SoDA, SPSS,
Sterling Commerce®, StoredIQ, Tealeaf®, Tivoli®, Trusteer®, Unica®, urban{code}®, Watson, WebSphere®, Worklight®, X-Force®
and System z® Z/OS, are trademarks of International Business Machines Corporation, registered in many jurisdictions worldwide.
Other product and service names might be trademarks of IBM or other companies. A current list of IBM trademarks is available on the
Web at "Copyright and trademark information" at: www.ibm.com/legal/copytrade.shtml.
Watson IoT  @Ryerson University - IEEE Chapter

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Watson IoT @Ryerson University - IEEE Chapter

  • 3. 3 Please note IBM’s statements regarding its plans, directions, and intent are subject to change or withdrawal without notice and at IBM’s sole discretion. Information regarding potential future products is intended to outline our general product direction and it should not be relied on in making a purchasing decision. The information mentioned regarding potential future products is not a commitment, promise, or legal obligation to deliver any material, code or functionality. Information about potential future products may not be incorporated into any contract. The development, release, and timing of any future features or functionality described for our products remains at our sole discretion. Performance is based on measurements and projections using standard IBM benchmarks in a controlled environment. The actual throughput or performance that any user will experience will vary depending upon many factors, including considerations such as the amount of multiprogramming in the user’s job stream, the I/ O configuration, the storage configuration, and the workload processed. Therefore, no assurance can be given that an individual user will achieve results similar to those stated here.
  • 4. 4 Watson IoT @Ryerson IEEE Chapter Markus van Kempen Executive Architect & Venture Capitalist E: mvk@ca.ibm.com T: @markusvankempen
  • 5. 5 Use-Case/Project Watson IoT Platform Anatomy of an IoT application - IoT Boilerplate - Coding Things Hands on Demos New Use-Case Munich IoT Center Play with IoT Q&A Agenda
  • 6. 6 Putting it all together – IoT from Chip to Cloud to App The IBM IoT ecosystem helps companies build and deploy IoT end to end Your silicon, embedded OS & Recipes Connec6vity & Security technology Silicon Your IoT devices & recipes for connec6ng them Connec6vity & Security technology IoT Devices Your network Rela6onships & reach Networks Customer solu6ons built on IBM IoT technology Solution & Applications Oil & Gas Smarter Ci/es Connected Vehicle Life Science & Healthcare Energy & U/li/es Consumer Electronics Transport & Rail Industrial Manufacturing IBM IoT Industry solu6ons IBM GBS services Industry sales & distribu6on exper6se Addi6onal value add cloud services Cloud SoGLayer Cloud plaIorm Bluemix innova6on plaIorm IoT services End-end IoT solution Gateways Your gateway and recipes for connec6ng them Connec6vity, Security and edge analy6cs IBMPartners
  • 7. 7 Publish / Subscribe to a topic Topic is a file path Event Topic: iot-2/evt/Org/Sensor1/temperature/fmt/json Command Topic: iot-2/cmd/Org/Sensor1/fmt/json Broker: Sits on port 8883 (ssl) or 1883 Eclipse Paho provides open-source libraries •  http://www.eclipse.org/paho/ MQTT is Internet of Things protocol = “Message Queue Telemetry/Things Transport”
  • 8. 8 Components of IoT App or IoT Boilerplate Bluemix & IoT Watson platform Thing/Sensor/Data (Thing Coding) Connection e.g GW/ Wifi / BLE Sending/Receiving via MQTT Node-RED Application/Dashboard
  • 9. 9 Connecting Device with MQTT to Watson IoT Platform IoT Boilerplate Sensor Gateway Watson / IOT Platform Bluemix Dashboard EDGE (Things/Devices/Gateways) API ü  Publish the data via MQTT ü  To IoT Watson Platform ü  Access control with Application Registration & Keys ü  Compose with other IoT Services in Bluemix
  • 10. 10 Coding Thing’s Arm Intel TI particle.io Arduino Punch Through Nest fitBit… IDE in Cloud (and some local) IDE Local API ExamplesDevices (Things/Sensor/MC) MIX
  • 11. 11 Thing’s (Sensor/ Micro Controller) Coding Arduino (C) Cloud (C+Mix)/Atom node.js/java/etc
  • 12. 12 Bluemix & Watson IoT Platform http://www.ibm.com/internet-of-things/
  • 13. 13 TI Sensor example IR Temperature, both object and ambient temperature Movement, 9 axis (accelerometer, gyroscope, magnetometer) Humidity, both relative humidity and temperature Barometer, both pressure and temperature Optical, light intensity
  • 14. 14 What does the data look like? JSON format Unformatted Object{ "d": { "id": "markus3", "ts": 1454447417476, "lat": 0, "lng": 0, "ax": 0, "ay": 0, "az": 0, "oa": 0, "ob": 0, "og": 0, "browser": "Chrome", "os": "Mac OS", "name": "mvk", "sine": -56.338134252434656, "temprd": 5, "userValue": 52, "Geo": { "ip": "129.33.205.142", "country_code": "US", "country_name": "United States", "region_code": "NC", "region_name": "North Carolina", "city": "Durham", "zip_code": "27709", "time_zone": "America/New_York", "latitude": 35.994, "longitude": -78.8986, "metro_code": 560 }, "myName": "toFreeboard", "windows": 0, "android": 0, "ios": 0, "noos": 2, "msgout": 0, "msgin": 829, "devices": 2 } } Formatted
  • 15. 15 Data exchange with MQTT between devices and IoT Watson Platform 17-0 2-05 15 ü  Publish the data via MQTT ü  IoT Watson Plattform ü  Access control with Application Registration & Keys ü  Compose with other IoT Services in Bluemix using “App tips”
  • 16. 16 Bluemix/Node-RED – flow editor for IoT orchestration
  • 18. 18 Lets Connect Everything? Watson IoT Platform Sensors & Networks Other Data Sources Weather Map 01 0110 0010 001001 Devices Platform Applications Bluemix Other IoT platforms
  • 19. 19 Demo: Mouse Trap - Notify me of a MouseDown event Publish MouseDown Event Display Data Sends MouseDownEvent SMS/Email WiFI
  • 21. 21 Demo: Watson Tone Analyzer and Twitter and IoT Bluetooth BLE Bluemix and WIoTP PI as Gateway Blink Blue for Sadness And Yellow for Joy WIFI Publish Events Received Commands
  • 23. 23 Watson Conversation Bridging the virtual to physical world
  • 26. Scenario 1 - Create IoT Device and Send Message to WIoTP Conversation API StoT, TtoS WIoTP Node-RED MQTT MQTT Send Updates And receive Commands like ON or spray World26
  • 27. Scenario 2 - Create IoT Device and Send Message to WIoTP Conversation API StoT, TtoS WIoTP Node-RED MQTT MQTT User Click Button manually Watson Recognized Manual changes click World27
  • 29. Watson Internet of Things for Unmanned Inspection – How it works
  • 32. 32 How it works Natural Language Processin g Machine Learning Video/Image/ Audio Analytics Text Analytics Drones collect images and video during the flight and uploads to the IoT Platform Images and Video are analyzed for anomalies using Watson APIs Asset anomalies are updated on Maximo
  • 33. 33 IoTification of the Munich Center
  • 35. 35 Demo Setup HTML IoT Sensor Floorplan with Device/ HTML IoT Sensor
  • 36. 36 Markus van Kempen Executive Architect & Venture Capitalist IBM Corporate Strategy Innovating with People and Technology email: mvk@ ca.ibm.com Twitter: @markusvankempen HashtagJ: #MVK
  • 37. 37 Learn more about IBM’s point of view on the Internet of Things ibm.com/IoT Try out Internet of Things on Bluemix ibm.biz/try_iot Join us in our IoT conversations @IBMIoT IBM IoT – Get started today
  • 38. 38 •  Communication command for playbulb •  https://github.com/Phhere/Playbulb •  Pi / PlayBulb node.js code and Node-red flows •  https://github.com/markusvankempen/playbulb •  Recipe on IBM DeveloperWorks •  https://github.com/markusvankempen/playbulb •  Shopping list •  https://www.amazon.com/gp/registry/wishlist/1870QQ55J0VTO/ ref=nav_wishlist_lists_2? cm_mc_uid=30806442456714843264946&cm_mc_sid_50200000=1484603129 References
  • 39. 39 For more interaction … Join and collaborate on the TLE Community. •  TLE Community: http://w3.ibm.com/connections/communities/service/html/ communityview?communityUuid=eb5b200a-0890-4a21-b06d- dc4141c34f20 TLE events are being scheduled continuously, so check the website frequently. •  TLE Website: http://tle.atlanta.ibm.com/home.html
  • 40. Notices and disclaimers Copyright © 2016 by International Business Machines Corporation (IBM). No part of this document may be reproduced or transmitted in any form without written permission from IBM. U.S. Government Users Restricted Rights - Use, duplication or disclosure restricted by GSA ADP Schedule Contract with IBM. Information in these presentations (including information relating to products that have not yet been announced by IBM) has been reviewed for accuracy as of the date of initial publication and could include unintentional technical or typographical errors. IBM shall have no responsibility to update this information. THIS DOCUMENT IS DISTRIBUTED "AS IS" WITHOUT ANY WARRANTY, EITHER EXPRESS OR IMPLIED. IN NO EVENT SHALL IBM BE LIABLE FOR ANY DAMAGE ARISING FROM THE USE OF THIS INFORMATION, INCLUDING BUT NOT LIMITED TO, LOSS OF DATA, BUSINESS INTERRUPTION, LOSS OF PROFIT OR LOSS OF OPPORTUNITY. IBM products and services are warranted according to the terms and conditions of the agreements under which they are provided. IBM products are manufactured from new parts or new and used parts. In some cases, a product may not be new and may have been previously installed. Regardless, our warranty terms apply.” Any statements regarding IBM's future direction, intent or product plans are subject to change or withdrawal without notice. Performance data contained herein was generally obtained in a controlled, isolated environments. Customer examples are presented as illustrations of how those customers have used IBM products and the results they may have achieved. Actual performance, cost, savings or other results in other operating environments may vary. References in this document to IBM products, programs, or services does not imply that IBM intends to make such products, programs or services available in all countries in which IBM operates or does business. Workshops, sessions and associated materials may have been prepared by independent session speakers, and do not necessarily reflect the views of IBM. All materials and discussions are provided for informational purposes only, and are neither intended to, nor shall constitute legal or other guidance or advice to any individual participant or their specific situation. It is the customer’s responsibility to insure its own compliance with legal requirements and to obtain advice of competent legal counsel as to the identification and interpretation of any relevant laws and regulatory requirements that may affect the customer’s business and any actions the customer may need to take to comply with such laws. IBM does not provide legal advice or represent or warrant that its services or products will ensure that the customer is in compliance with any law.
  • 41. Notices and disclaimers continued Information concerning non-IBM products was obtained from the suppliers of those products, their published announcements or other publicly available sources. IBM has not tested those products in connection with this publication and cannot confirm the accuracy of performance, compatibility or any other claims related to non-IBM products. Questions on the capabilities of non-IBM products should be addressed to the suppliers of those products. IBM does not warrant the quality of any third-party products, or the ability of any such third-party products to interoperate with IBM’s products. IBM EXPRESSLY DISCLAIMS ALL WARRANTIES, EXPRESSED OR IMPLIED, INCLUDING BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. The provision of the information contained herein is not intended to, and does not, grant any right or license under any IBM patents, copyrights, trademarks or other intellectual property right. IBM, the IBM logo, ibm.com, Aspera®, Bluemix, Blueworks Live, CICS, Clearcase, Cognos®, DOORS®, Emptoris®, Enterprise Document Management System™, FASP®, FileNet®, Global Business Services ®, Global Technology Services ®, IBM ExperienceOne™, IBM SmartCloud®, IBM Social Business®, Information on Demand, ILOG, Maximo®, MQIntegrator®, MQSeries®, Netcool®, OMEGAMON, OpenPower, PureAnalytics™, PureApplication®, pureCluster™, PureCoverage®, PureData®, PureExperience®, PureFlex®, pureQuery®, pureScale®, PureSystems®, QRadar®, Rational®, Rhapsody®, Smarter Commerce®, SoDA, SPSS, Sterling Commerce®, StoredIQ, Tealeaf®, Tivoli®, Trusteer®, Unica®, urban{code}®, Watson, WebSphere®, Worklight®, X-Force® and System z® Z/OS, are trademarks of International Business Machines Corporation, registered in many jurisdictions worldwide. Other product and service names might be trademarks of IBM or other companies. A current list of IBM trademarks is available on the Web at "Copyright and trademark information" at: www.ibm.com/legal/copytrade.shtml.