More Related Content Similar to Data Science for IOT - Prabal Acharyya, OSIsoft Internet of Things World SF 2015 Similar to Data Science for IOT - Prabal Acharyya, OSIsoft Internet of Things World SF 2015 (20) Data Science for IOT - Prabal Acharyya, OSIsoft Internet of Things World SF 20151. Empowering Business in Real-Time. © Copyright 2015 OSIsoft, LLC
© Copyright2015 OSIsoft, LLC
Prabal Acharyya
WW Director, IoT
prabal@osisoft.com
Connected Organizations
Applying advanced cloud-based data science for
operationalized predictive analysis in real-time
5. NuGreen Drilling by
Well Well
Drilling Rig Drilling Rig
Well
SCADA 1 Omron SCADA
PI System PI System
ON-PREMISE
PI System / PI Analytics on Azure
PI Coresight Azure ML PowerBI
PI Integrator for Azure
Azure SQL Database
SCADA 2
PI Cloud Services (Azure) via Connected Services
Collect real-time
and historical data
from the rigs
Create Event
Frames for events
like stick-slip and
cloud-based Power
BI Dashboard for
performance
analysis
1
2
Provide warnings of
non-desirable
events before they
happen to prevent
unplanned
downtime
3
6. Stick-Slip Prevention
• Rapid changes in drill torque can cause damage to drill bit
• Requires unplanned drill string removal & maintenance
• Live monitoring allows operators to preempt delays
Rate of
Penetration
(ROP)
Stick-slip
(Down)
12. Allows to store and analyze past
/ present /
future/predicted data
Allows to operationalize R
code as a web-service
Runs predictive analysis every 15 sec to
monitor for stick-slips
Analysis is tied to PI Asset Analytics & Notification Center
Predicts possible stick-slip events
Makes just-in-time changes to the operation
Increases the average ROP
23. © Copyright2015 OSIsoft, LLC
OSIsoft | Microsoft | Qualcomm
Infrastructure for IoT
for Industrial use-cases
http://youtu.be/vZ8oshylJUg
24. © Copyright2015 OSIsoft, LLC
24
AllJoyn Devices
Field gateway
IPQ8064 / AP148
(Linux)
Event Hub
PI/AF/EF
Analytics
on IaaS
Azure ML
Power BI for
O365
PowerBI.com
ML API
Custom Code to write predictions
Back to PI 2015 as future data
by OSIsoft
Power
Query
PI
CAST
Connected
Airport
31. Empowering Business in Real-Time. © Copyright 2015 OSIsoft, LLC
For over 30 years OSIsoft has:
• Infrastructure for consolidation and centralization of
sensor based data
• Open infrastructure to support best of breed
ecosystems
• Scalability from small deployments to enterprise
deployments
• Infrastructure for change
• Infrastructure for empowering people
+
A Unique and Proven Vision
32. Empowering Business in Real-Time. © Copyright 2015 OSIsoft, LLC
400+
Pulp &
Paper
sites deployed
worldwide
91%
100%
of the Global
Fortune Top 10
Metals &
Mining
companies
37 of 50
of the World’s
Largest
Chemical &
Petro-
Chemical
companies
9 / 10
of the Global
Fortune Top 10
Pharma
companies
Over
1,000
of the world’s
leading
Power &
Utilities
companies
95%
of the Global
Fortune Top 40
Oil & Gas
companies
OSIsoft is trusted by the world’s leading companies
35. Empowering Business in Real-Time. © Copyright 2015 OSIsoft, LLC
Rolled-up quality data for
supervisors
• Creating islands of systems
• Demanding we connect data, to systems, to people, to actions
• Availability and accessibility of this data is critical
Real-time Operations Data is being created everywhere
36. Empowering Business in Real-Time. © Copyright 2015 OSIsoft, LLC 36Customer
Use Case
Directly connects to more data
sources than any other
operational data collection system
Customer
Use Case
Customer
Use Case
Pervasive Connectivity
PI Interfaces
38. Empowering Business in Real-Time. © Copyright 2015 OSIsoft, LLC
AAI, ABB, ACS, ADACS, AdvaInform, AECL, AIM, Alerton, Alfa, Allen, Alstom, Amersham, Ametek, Andover,
AnnotationArray, Aprol, APT, Arbiter, Areva, ARGA, ARL, ArrayData, AspenTech, Automated, AutoMax,
Automess, BACnet, Bailey, Barber, Basler, Batch, Baytek, Beckman, Beckwith, Bently, BitMask, Bitronics,
Bliss, Bristol, Bruker, Campbell, CANbus, Carrier, Caterpillar, Chessel, Chessell, Chicago, Cincinnati,
CircularBuffer, Cisco, Citect, Cognex, Columbia, Contec, ControlLogix, ControlNet, Controlotron, Cooper,
CSI, Cybectec, Data, DaVinci, Davis, dBase, DDE, Delta, Digital, DLSM, DMC, DMC4, DMC5, DNP, DS,
Dukane, Dynamic, Echelon, ECHO, Electro, Elutions, Emerson, EnergyLine, Enraf,Environmental, EPIC,
ERFDADS, ESC8816, ESCA, Eurotherm, Event, Field, Fischer-Porter, Fisher, Fisher-Rosemount, FLS,
Fluke, Forney, Forry, Forte, Foxboro, Freelance, Fuji, GE, GE/Harris, GE/Multilin, GEM, Generic, Gensym,
Geomation, GSE, Harmony, HART, Hartmann, Hathaway, Hitachi, Honeywell, Hsiang, HTML, Hunter, Husky,
Hyprotech,IBM, ICCP, IEC, IFS, Impact, Inductive, InStep, Intellution, Invensys, IP, Itron, Johnson, Jova, K,
Kajaani, Kaye, L, LabVantage, LabWare, Land, Landis, Leco, Leeds, MAX, Maximo, Measurex, Message,
Metso, Micro, Microsoft, Microtrac, Mitsubishi, Modbus, Modcomp, Modicon, Moore, Motherwell, Motorola,
National, NDC, Neles, Nexus, Nulec, Omni, Omron, OPC, Open, Opto22, Oregon, ORSI, PacketCapture,
Parr, Perkin, Philips, PI, Ping, Power, PowerCom, Profibus, PSE, Qualitrol, Queue, Quindar, Real, Relational,
Reliance, Reliatronics, Rockwell, Rosemont, Sartorius, SATEC, Scanivalve, Schlumberger/SEME,
Schneider, Scientech, SecondWind, SEL, Sequencia, Serck, Shell, Siemens, Simca, SIMRAD/Albatross,
SISCO, SNC-Lavalin, SNMP, SOCCS, SOLAR, Spectrum, SQ-D/Telemecanique, SquareD, Supervisory,
Suzlon, Syslog, Taylor, TCP, Teledyne, Telegyr, Telog, Telvent, Thermoteknix, TimestampClamping, Toshiba,
Trane, Triconex, Universal, VAREC, Vestas, VG-Instruments, VIM, Vitria, Weigh-Tronix, Weschler,
Westinghouse, Westronic, WinLinx, WMI, Wonderware, Woodward, XML, Yokogawa, ZIV…
39. Empowering Business in Real-Time. © Copyright 2015 OSIsoft, LLC
SCADA 1
LIMS
CBM
Instrument
ERP
Asset
Reliability
PLC2
PLC1
IPC 1
IPC 2
CAPA
Instrument
SCADA 2
Controller EMS
Learning Mgmt.
Planning and
Scheduling
Traditional
Strategy
PAT 1
PAT 2
Historian
Silos to Standards / Complexity to Simplicity
Excel
40. Empowering Business in Real-Time. © Copyright 2015 OSIsoft, LLC
SCADA 1
Instrument
PLC2
PLC1
IPC 1
IPC 2
Instrument
SCADA 2
Controllers
PAT 1
PAT 2
LIMS
ERP
Asset Reliability
Learning Mgmt.
Collect
Enhance
Deliver
Silos to Standards / Complexity to Simplicity
41. Empowering Business in Real-Time. © Copyright 2015 OSIsoft, LLC
Enterprise
Infrastructure
An Infrastructure Connects the Enterprise
QualitySafety &
Security
Energy
Utilization
Process
Efficiency
Regulatory
Performance
Asset Health
Assets Assets Assets Assets Assets Assets
42. Empowering Business in Real-Time. © Copyright 2015 OSIsoft, LLC
Infrastructure context joins Enterprise data
OT IT
Infrastructure
ERP PLM
Esri
SCADA MES
HMI
UserInterfaces
UserInterfaces
Operational
Intelligence
Business
Intelligence
Relat.
DB
Big
Data
Unstr.
DB
Data/Asset
Data/Asset
SCADA
PLC
LIMS
PI Data
Arch.
43. Empowering Business in Real-Time. © Copyright 2015 OSIsoft, LLC
Data Science &
Predictive Insights
with OSIsoft PI
44. © Copyright2015 OSIsoft, LLC
Operational
Intelligence
Real time
Insight
Customer
PI Data
PI Data
Historical
Insight
Predictive
Insights
PI 2015
Future Data
45. © Copyright2014 OSIsoft, LLC
PI Asset-based Analytics - Future Data Support
• Use future data as analysis input
• Trigger analysis as future events become current*
45
49. Empowering Business in Real-Time. © Copyright 2015 OSIsoft, LLC
PIIntegrator
(Future)
OData
ODBC
Azure Data
Factory
(ADF)
SQL Azure
PI RDBMS
Interface
PI 2015
Future Data
50. © Copyright2014 OSIsoft, LLC 50
https://customers.microsoft.com/Pages
/CustomerStory.aspx?recid=20391
Case Study
Azure Service Fabric and OSIsoft
http://azure.microsoft.com/en-
us/documentation/videos/service-fabric-
overview-with-osisoft/
51. Empowering Business in Real-Time. © Copyright 2015 OSIsoft, LLC
Thank You
51
Prabal Acharyya
WW Director, IoT
prabal@osisoft.com