27
Travis Siegfried Global Program Manager Watson IoT Ecosystem & Partnerships [email protected] Watson Can Inspect Critical Infrastructure and Decide What to Do Next IBM Think, #2223, March 19, 2018 Joao Souto Maior Architect/Designer Maximo Location Services, IoT [email protected] Julio Olimpio IBM Partner Executive Esri [email protected]

Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships [email protected]. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

  • Upload
    others

  • View
    4

  • Download
    0

Embed Size (px)

Citation preview

Page 1: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

Travis SiegfriedGlobal Program Manager Watson IoT Ecosystem & [email protected]

Watson Can Inspect Critical Infrastructure and Decide What to Do NextIBM Think, #2223, March 19, 2018

Joao Souto MaiorArchitect/DesignerMaximo Location Services, [email protected] Olimpio

IBM Partner [email protected]

Presenter
Presentation Notes
Welcome Intros Thanks
Page 2: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

Session Topics

If We Know Where and How, Can Watson Decide What and When?

Critical Infrastructure Usecase

Preparing Watson with Esri

How Watson Decides with Esri, Maximo, and TWC

Watson IoT Viewpoint

Summary

2

Page 3: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

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.

3Think 2018 / DOC ID / March 19th, 2018 / © 2018 IBM Corporation

Page 4: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

If We Know Where and How, Can Watson Help Decide What and When?

Value Proposition: Provide an innovative, machine-learning-based decision-support solution for high-cost, high-risk critical infrastructure operations…

..that is an end-to-end integrated solution comprised of Esri geospatial data management and mapping, IBM Watson VR, Maximo, and The Weather Company data…

..for optimizing the detection and repair decision-making in the context of location and weather

..which speeds decisions, improves reliability, dramatically lowers costs and worker and operational risk

Presenter
Presentation Notes
Play video, dangerous transmission inspection Linework- Helicopter inspection: $3-4,000/day just to fly Drone inspection: 20km/day $125-150/km $3-4000/day fly and report Cell Towers- $3000K per tower manual inspect $300/tower drone Above assumes good weather/optimal conditions Image processing NEXT Millions on power line inspections: https://www.dailynews.com/2015/11/22/utilities-see-potential-in-drones-to-inspect-power-lines-towers/ Drones improve cost http://newenergyupdate.com/wind-energy-update/fully-automated-drones-could-double-wind-turbine-inspection-rates AT&T 65000 cell towers https://www.computerworld.com/article/3097487/robotics/att-sees-cost-savings-with-drone-inspections-of-cell-towers.html Drone pilot guide (good) https://www.dronepilotgroundschool.com/tower-surveying/
Page 5: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

5Think 2018 / DOC ID / Month XX, 2018 / © 2018 IBM Corporation

Presenter
Presentation Notes
https://www.youtube.com/watch?v=9YmFHAFYwmY
Page 6: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

If We Know Where and How, Can Watson Help Decide What and When?

Value Proposition: Provide an innovative, machine-learning-based decision-support solution for high-cost, high-risk critical infrastructure operations…

..that is an end-to-end integrated solution comprised of Esri geospatial data management and mapping, IBM Watson VR, Maximo, and The Weather Company data…

..for optimizing the detection and repair decision-making in the context of location and weather

..which speeds decisions, improves reliability, dramatically lowers costs and worker and operational risk

Presenter
Presentation Notes
Play video, dangerous transmission inspection Linework- Helicopter inspection: $3-4,000/day just to fly Drone inspection: 20km/day $125-150/km $3-4000/day fly and report Cell Towers- $3000K per tower manual inspect $300/tower drone Above assumes good weather/optimal conditions Image processing NEXT Millions on power line inspections: https://www.dailynews.com/2015/11/22/utilities-see-potential-in-drones-to-inspect-power-lines-towers/ Drones improve cost http://newenergyupdate.com/wind-energy-update/fully-automated-drones-could-double-wind-turbine-inspection-rates AT&T 65000 cell towers https://www.computerworld.com/article/3097487/robotics/att-sees-cost-savings-with-drone-inspections-of-cell-towers.html Drone pilot guide (good) https://www.dronepilotgroundschool.com/tower-surveying/
Page 7: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

Transmission Lines: 17,000+ milesStructures: 160,000+

Images: 100,000+

One mile of a transmission line = 400 towers

Presenter
Presentation Notes
Linework- Helicopter inspection: $3-4,000/day just to fly weather? Drone inspection: structures $500 ea $15 ea, how many/day? Lines 20km/day $125-150/km $3-4000/day fly and report weather? Doesn’t include personnel costs to review/decide
Page 8: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

Broken

Contaminated Flashed

Specific Problem

Page 9: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

Speed image data capture and processing with Esri, pre-flight planning and data compilation

Prepare Data

Page 10: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

Raw imagery, lidar, point clouds, photomosaics, etc

-Model validation-Decisionmaking-Geospatial analytics,-Visualization-Sharing

Damaged?

-Asset, WorkManagement-Weather-Scheduling

Model training and deployment with ArcGIS API for Python

Solution ComponentsIBM Maximo SpatialMaximo Scheduler

Model preparation, data management, geocoding, visualization, customer data, flight planning, weather, ..more

MaximoAsset

Management

Presenter
Presentation Notes
COMPLETE WORKFLOW Provide end-to-end integration of IBM Watson IoT, The Weather Company (TWC) data, Maximo Asset Management and Esri geospatial analytics and mapping Use Esri technology to prepare Watson VR for image analysis. Functions available include: flight planning, image capture/compilation/aggregation, authoritative GIS data assembly, Map visualization, automation of training/testing with Python, use TWC weather data to define specific geographic extents where damage possible Leverage Watson IoT Platform to manage sensors securely in one place Train and use Watson Visual Recognition model to detect anomalies in image data. Use Maximo Spatial enabled with Esri to associate Watson model results to asset records and visualize. Use Maximo, Maximo Spatial, and The Weather Company data to create work orders for asset repair and schedule with respect to location and weather conditions Use Esri for Watson model output validation, further authoritative content integration and proximity analysis, share model decisions with stakeholders via web and mobile apps
Page 11: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

Esri Geo AI with IBM Watson

Enterprise Data Science, at scale, in a hybrid cloud environment

Model Prepare & Train(Data Preparation,

Feature EngineeringTrain, Evaluate Models)

Model Learn & Predict(expanded system of insights)

Model Decide & Share(exposed via

system of engagement)

Geo AI with Watson(ArcGIS Pro & ArcPy)

ArcGIS Enterprise(with ArcGIS API for Python, for enterprise data science)

Create & Deploy Model Model Deployed within Watson Studio, IBM Cloud

Watson StudioArcGIS API for Python (experienced

via Notebooks)

Execute Model

Presenter
Presentation Notes
ArcGIS API for Python, experienced via Notebooks in Watson Studio For Azure, we included Docker and Kubernetes as deployment frameworks, when the model is deployed from Azure ML workbench – would be good to confirm the same happens from Watson Studio too
Page 12: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

Raw imagery, lidar, point clouds, photomosaics, etc

-Model validation-Decisionmaking-Geospatial analytics,-Visualization-Sharing

Damaged?

-Asset, WorkManagement-Weather-Scheduling

Model training and deployment with ArcGIS API for Python

Solution ComponentsIBM Maximo SpatialMaximo Scheduler

Model preparation, data management, geocoding, visualization, customer data, flight planning, weather, ..more

MaximoAsset

Management

Video Demo(@6:18 https://www.youtube.com/watch?v=b_s31fujHT0)

Presenter
Presentation Notes
https://www.youtube.com/watch?v=b_s31fujHT0    start at 6:18 COMPLETE WORKFLOW Provide end-to-end integration of IBM Watson IoT, The Weather Company (TWC) data, Maximo Asset Management and Esri geospatial analytics and mapping Use Esri technology to prepare Watson VR for image analysis. Functions available include: flight planning, image capture/compilation/aggregation, authoritative GIS data assembly, Map visualization, automation of training/testing with Python, use TWC weather data to define specific geographic extents where damage possible Leverage Watson IoT Platform to manage sensors securely in one place Train and use Watson Visual Recognition model to detect anomalies in image data. Use Maximo Spatial enabled with Esri to associate Watson model results to asset records and visualize. Use Maximo, Maximo Spatial, and The Weather Company data to create work orders for asset repair and schedule with respect to location and weather conditions Use Esri for Watson model output validation, further authoritative content integration and proximity analysis, share model decisions with stakeholders via web and mobile apps
Page 13: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

Jupyter Notebook Experience in Watson Studio

Model Preparation Model Decision

Data preparation and management

Geoanalytics, Visualization,

sharing

Page 14: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

Components• ArcGIS geospatial data

preparation• ArcGIS Python API and script• Watson VR classifier• Jupyter Notebook script• IBM Data Science Cloud

Results• ArcGIS organizes and submits

images to trained Watson VR classifier in real time

• Watson finds broken insulators• ArcGIS visualizes and shares

Esri Decides Where, Watson Decides What

Now to decide when and how

Page 15: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

Link Watson VR results directly to asset and work management in Maximo Spatial with Esri and The Weather Company for scheduling

Page 16: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

16

What is Enterprise Asset Management?

Effectively manage all the different types of assets—without creating a huge management workload.

all types of assets

Improve operations => availability, reliability and utilization

extend the value of assets

Extend the useful life

return on investment and defer new purchases

Unified processes

16

Enterprise Asset Management (EAM) is the optimal lifecycle management of the physical assets of an organization.

Presenter
Presentation Notes
The emergence of “smart” assets, and the associated management challenges that must be addressed in order to leverage technology and innovate
Page 17: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

17

Field Workforce Management with Maximo

Scheduler/Scheduler Plus• Forecast and schedule work• Incorporate weather data• Optimization of work via resource

leveling or capacity planning

Planning of Work

Maximo Asset Management

Assignment of WorkMapping of Work

Completion of Work

Scheduler/Scheduler Plus• Optimize resource assignment based

on geolocation, craft, skill, weather• Monitor work and adjust based on

real-time field progress • Plan and schedule appointments

Spatial/Anywhere• Optimization of work route on a

map along with turn-by turn directions displayed on a mobile device

• Incorporate real-time traffic

Anywhere• Technician receives work orders in

the field• Provides real-time status updates

to dispatcher and the back-office• Receives weather

alerts/notifications

Page 18: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

Raw imagery, lidar, point clouds, photomosaics, etc

-Model validation-Decisionmaking-Geospatial analytics,-Visualization-Sharing

Damaged?

-Asset, WorkManagement-Weather-Scheduling

Model training and deployment with ArcGIS API for Python

Solution ComponentsIBM Maximo SpatialMaximo Scheduler

Model preparation, data management, geocoding, visualization, customer data, flight planning, weather, ..more

MaximoAsset

Management

Demo

Presenter
Presentation Notes
COMPLETE WORKFLOW Provide end-to-end integration of IBM Watson IoT, The Weather Company (TWC) data, Maximo Asset Management and Esri geospatial analytics and mapping Use Esri technology to prepare Watson VR for image analysis. Functions available include: flight planning, image capture/compilation/aggregation, authoritative GIS data assembly, Map visualization, automation of training/testing with Python, use TWC weather data to define specific geographic extents where damage possible Leverage Watson IoT Platform to manage sensors securely in one place Train and use Watson Visual Recognition model to detect anomalies in image data. Use Maximo Spatial enabled with Esri to associate Watson model results to asset records and visualize. Use Maximo, Maximo Spatial, and The Weather Company data to create work orders for asset repair and schedule with respect to location and weather conditions Use Esri for Watson model output validation, further authoritative content integration and proximity analysis, share model decisions with stakeholders via web and mobile apps
Page 19: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

19

Acquire data securely, leverage IBM Watson and provide intelligent automation for clients.

AI for your business

IBM IoT Remote Visual Inspection

Page 20: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

Remote Monitoring and Cognitive Visual Inspection

Agriculture Transportation

Oil & Gas FacilitiesEnergy & Utilities

Aviation

Connect & Collect

• Unstructured data capturedo Image (Images, Satellite, UAV, Camera)o Audio

• Sensors in the field for monitoring asset

Analyze and Interact

• Data analysis performed in real-time (or batch)

• Insights displayed in management dashboard and notifications pushed

• Automated decision-making triggered by insights from :o Image and Soundo Weather data o Sensor data

• Optionally Work Order generated in system of record

Built on• IBM Cloud and Edge Compute

• WIOTP, Visual Recognition, Audio Recognition and Weather services

Page 21: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

Summary

An end-to-end decision-making solution and workflow for inspection and repair of critical infrastructure

Employs a seamlessly-integrated set of Esri and IBM technologies including:Esri ArcGISWatson VRMaximo EAM/SchedulerThe Weather CompanyIBM Data Science Cloud

Delivered in the IBM cloud and employs composable scripting capability of Watson Studio that automates data flow between solution components

Repeatable solution within and across all asset-intensive organizations, especially those with infrastructure exposed to weather and difficult locations

Presenter
Presentation Notes
Used Pillow library to extract location metadata from imagery Automate feature identification with Watson Visual Recognition. Use Esri ArcGIS API for Python and Jupyter Notebooks to automate an iterative process to submit imagery to Watson, retrieve geotags from anomalies identified, map anomalies with customer data, and aggregate additional location-based data including roads, boundaries, weather, population, terrain etc. Use IBM Maximo and Maximo Spatial to retrieve geotags from anomalies identified, map anomalies with customer data, associate to asset records, prepare work orders, and schedule repair work
Page 22: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

Join The Weather Company and Esrifor Breakfast at IBM Think 2018

Tuesday March 20, 20187-8:30 AMBorder Grill, Mandalay Bay

Meet with our Weather and Esri experts to learn how to leverage the combination of the world’s most precise, accurate and hyper-local weather data with the world’s leading mapping and location analytics platform, ArcGIS.

Eligible attendees will be entered into a raffle to win a drone

Reserve your seat here

Page 23: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

Don’t miss these sessions and activities to learn how The Weather Company, an IBM business, and spatial analytics world-leader Esri have collaborated on a new tool that combines the power of location intelligence with weather data.

Watson Uses GIS and Weather Data to Inspect Critical Infrastructure and Decide What to Do Next Monday, 3:30 PM - 4:10 PM | Surf E | Session ID: 2223A

The Weather Company and ESRI Meet-the-Experts Breakfast Tuesday, 7:00 AM – 8:30 AM Border Grill Restaurant, Mandalay Bay

How to Improve Infrastructure Resiliency with Help from ESRI and The Weather Company Thursday, 1:30 PM - 1:50 PM | Cloud and Data Campus Think Tank D1 | Session ID: 8208A

The Weather Company Booth #702 in the Cloud and Data Campus Stop by the booth, see a demo and sign up for a 90 day trial using Weather Company Data with ArcGIS

ESRI Booth #260 in the Cloud and Data Campus Stop by the booth, see a demo and sign up for a 90 day trial using Weather Company Data with ArcGIS

The Weather Company and Esri at IBM Think 2018

Page 24: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

Thank You

Maximo SpatialWatson IoT

Page 25: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

Notices and disclaimers

25Think 2018 / DOC ID / March 19th, 2018 / © 2018 IBM Corporation

© 2018 International Business Machines Corporation. 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 per 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 follows any law.

Page 26: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

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 about 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 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 and [names of other referenced IBM products and services used in the presentation] 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.

.

Notices and disclaimerscontinued

26Think 2018 / DOC ID / March 19th, 2018 / © 2018 IBM Corporation

Page 27: Watson Can Inspect Critical Infrastructure and Decide What ... · Watson IoT Ecosystem & Partnerships tsieg@us.ibm.com. Watson Can Inspect ... 攀砀琀攀渀琀猀 眀栀攀爀攀

IOTUSER

APPLICATION

DRONE

PEERCLOUD

Node-Red

DEVICEREGISTRY

USER DIRECTORY

ENTERPRISEDATAAPI MANAGEMENT

DEVICEMANAGEMENT

INFORMATIONGOVERNANCE

SECURITY

Edge APP

DEVICE IDENTITYSERVICE

USER LAYER

PROXIMITYNETWORK

PUBLICNETWORK

PROVIDER CLOUD ENTERPRISE NETWORK

LEGEND

Application

Infrastructure

Management/API

Data Store

Security

Analytics

not Used or N/A

Maximo Spatial

EDGE SERVICES

Watson IoT Platform

OBJ STORE VISUALIZATIONWATSON V-R CLOUDANT

1

2

3

4

5

6

7

8 9

Watson IoT Architecture Detail

Mapping and GIS

Planning