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1© Cloudera, Inc. All rights reserved.
How Leading Organizations Are Using
Cloudera Enterprise to Derive Value from IoT
To...
2© Cloudera, Inc. All rights reserved.
Internet of Things – A Revolution in the making
$1.7
Trillion
In Value
20%
Annual G...
3© Cloudera, Inc. All rights reserved.
IoT – Key Drivers & Objectives
Drive Internal
Efficiencies
Improve Product
& Custom...
4© Cloudera, Inc. All rights reserved.
2 PB of data/car/ year 1 – 2 TB of data / day 1 – 5 TB of data / day
5© Cloudera, Inc. All rights reserved.
6© Cloudera, Inc. All rights reserved.
IoT Data Characteristics
- The Foundation of Hadoop’s Potential
IoT data comes from...
7© Cloudera, Inc. All rights reserved.
The IoT Ecosystem & Architecture
IoT Gateway
Data Center
Gateway
• Data Routing
• E...
8© Cloudera, Inc. All rights reserved.
Polling Question - 1
Where is your organization in your IoT journey?
A. Not sure wh...
9© Cloudera, Inc. All rights reserved.
A Platform That Just Won’t Stop Growing…
NEW PROJECTS
EXISTING PROJECTS
*CDH SUPPOR...
10© Cloudera, Inc. All rights reserved.
FILESYSTEM RELATIONAL
Cloudera Enterprise – Making Hadoop Fast, Easy, and Secure
O...
11© Cloudera, Inc. All rights reserved.
A Data Management Platform for IoT
Handle real-time
data ingest from
diverse sourc...
12© Cloudera, Inc. All rights reserved.
The Cloudera Platform for IoT – Data Mgmt. Value Chain
Data Sources Data Ingest Da...
13© Cloudera, Inc. All rights reserved.
Cloudera Enterprise – Real Time Analytics for IoT
BI Solutions Real-Time AppsSearc...
14© Cloudera, Inc. All rights reserved.
• High throughput for big scans
(columnar storage and replication)
Goal: Within 2x...
15© Cloudera, Inc. All rights reserved.
IoT Use Cases
16© Cloudera, Inc. All rights reserved.
IoT – Key Segments & Use Cases
Industrial IoT
Manufacturing
• Predictive Maintenan...
17© Cloudera, Inc. All rights reserved.
IoT Use Case 1:
Predictive Maintenance
18© Cloudera, Inc. All rights reserved.
Predictive Maintenance on Thousands of
Industrial Machinery in Real- Time
Challeng...
19© Cloudera, Inc. All rights reserved.
Predictive Maintenance on industrial-
grade turbines for hydro power stations
Chal...
20© Cloudera, Inc. All rights reserved.
Use Case 2:
Connected Vehicles
21© Cloudera, Inc. All rights reserved.
Using Predictive Maintenance to Improve
Performance and Reduce Fleet Downtime
Chal...
22© Cloudera, Inc. All rights reserved.
WEBINAR: Enabling the Connected Car
Revolution
Date: Jan 25th
Time: 10 AM PT
23© Cloudera, Inc. All rights reserved.
Use Case 3:
Smart Cities & Smart Infrastructure
24© Cloudera, Inc. All rights reserved.
Enabling the State of Kentucky manage snow
and ice events in real time
Challenge:
...
25© Cloudera, Inc. All rights reserved.
Using Sensors & IoT to Improve Passenger
Safety and Airport Efficiency
Challenge:
...
26© Cloudera, Inc. All rights reserved.
Use Case 4:
Connected Healthcare
27© Cloudera, Inc. All rights reserved.
Improve Parkinson's Disease Monitoring
and Treatment through IoT
Challenge:
• Coll...
28© Cloudera, Inc. All rights reserved.
Use Case 5:
Connected Products & Analytics
29© Cloudera, Inc. All rights reserved.
Measure user interaction across the
ecosystem, help direct R&D and
development spe...
30© Cloudera, Inc. All rights reserved.
Powering a Variety of IoT Use Cases…
Connected Vehicles
Usage Based Insurance
Indu...
31© Cloudera, Inc. All rights reserved.
WEBINAR: Enabling the Connected Car
Revolution
Date: Jan 25th
Time: 10 AM PT
32© Cloudera, Inc. All rights reserved.
Thank You
33© Cloudera, Inc. All rights reserved.
Getting Started is Easy
1. 2.
Download or Deploy
in the Cloud
Sign up for Training...
34© Cloudera, Inc. All rights reserved.
Cloudera Enterprise – Hadoop as a Data Platform for IoT
Sensors/ IoT
Data Sources
...
35© Cloudera, Inc. All rights reserved.
Cloudera – IoT Technical Architecture
IoT Framework
Data Ingestion
(Kafka, Flume)
...
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Top 5 IoT Use Cases

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3 Things to Learn About:
*The IoT ecosystem and data management considerations for IoT
*Top IoT use cases and data architecture strategies for managing the sheer volume and variety of IoT data
*Real-life case studies on how our customers are using Cloudera Enterprise to drive insights and analytics from all of their IoT data

Veröffentlicht in: Software
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Top 5 IoT Use Cases

  1. 1. 1© Cloudera, Inc. All rights reserved. How Leading Organizations Are Using Cloudera Enterprise to Derive Value from IoT Top 5 IoT Use Cases Vijay Raja| Solutions Marketing Dave Shuman| Industry Lead for IoT
  2. 2. 2© Cloudera, Inc. All rights reserved. Internet of Things – A Revolution in the making $1.7 Trillion In Value 20% Annual Growth 30 Billion Things IoT Markets - 2020 250 Million Connected Vehicles IoT Market Source - IDC & Gartner Estimates Source - McKinsey
  3. 3. 3© Cloudera, Inc. All rights reserved. IoT – Key Drivers & Objectives Drive Internal Efficiencies Improve Product & Customer Exp. New Services & Business Models • Predictive Maintenance • Real-time monitoring • Ops optimization • Reduced equipment down-times • Product Usage Analytics • Personalized products & offerings • Improved Product Development • New usage based business models • New service offerings • E.g. On Command Connect • Remote Monitoring Who are my customers? How are they using my products? How can I lower downtime? How can I drive efficiencies? How do we implement a usage-based model? How can I launch new revenue streams?
  4. 4. 4© Cloudera, Inc. All rights reserved. 2 PB of data/car/ year 1 – 2 TB of data / day 1 – 5 TB of data / day
  5. 5. 5© Cloudera, Inc. All rights reserved.
  6. 6. 6© Cloudera, Inc. All rights reserved. IoT Data Characteristics - The Foundation of Hadoop’s Potential IoT data comes from a variety of different sources • Massive volumes of intermittent data streams • Generated from a variety of data sources • Predominantly time-series • Can come in streams (real-time) or batches • Diverse data structures and schemas • Some of it may be perishable Combining sensor data with contextual data is the key to value creation from IoT
  7. 7. 7© Cloudera, Inc. All rights reserved. The IoT Ecosystem & Architecture IoT Gateway Data Center Gateway • Data Routing • Edge-Processing • Edge-Storage IoT Data Storage, Processing & Analytics Centralized IoT Data Analytics • Time Series Data, Trends • Machine Learning • Context Enrichment • Deeper business insights Distributed Data Processing & Analytics • Cloud & On-Premise Cloud Sensors/ Things • Analytics at the edge • For Immediate response IoT Analytics Enterprise Data Sources
  8. 8. 8© Cloudera, Inc. All rights reserved. Polling Question - 1 Where is your organization in your IoT journey? A. Not sure where to start B. Currently exploring use cases C. Implementing our first IoT use case D. Already deployed first IoT use case E. Multiple IoT use cases in production (Single Choice)
  9. 9. 9© Cloudera, Inc. All rights reserved. A Platform That Just Won’t Stop Growing… NEW PROJECTS EXISTING PROJECTS *CDH SUPPORTED Core Hadoop (HDFS, MapReduce) Solr Pig Core Hadoop HBase ZooKeeper Solr Pig Core Hadoop Hive Mahout HBase ZooKeeper Solr Pig Core Hadoop Sqoop Avro Hive Mahout HBase ZooKeeper Solr Pig Core Hadoop Flume Bigtop Oozie HCatalog Hue Sqoop Avro Hive Mahout HBase ZooKeeper Solr Pig YARN Core Hadoop Spark Tez Impala Kafka Drill Flume Bigtop Oozie HCatalog Hue Sqoop Avro Hive Mahout HBase ZooKeeper Solr Pig YARN Core Hadoop Parquet Sentry Spark Tez Impala Kafka Drill Flume Bigtop Oozie HCatalog Hue Sqoop Avro Hive Mahout HBase ZooKeeper Solr Pig YARN Core Hadoop Knox Flink Parquet Sentry Spark Tez Impala Kafka Drill Flume Bigtop Oozie HCatalog Hue Sqoop Avro Hive Mahout HBase ZooKeeper Solr Pig YARN Core Hadoop Kudu* RecordService* Ibis* Falcon Knox Flink Parquet* Sentry* Spark* Tez Impala* Kafka* Drill Flume* Bigtop* Oozie* Hcatalog* Hue* Sqoop* Avro* Hive* Mahout* Hbase* ZooKeeper* Solr* Pig* YARN* Core Hadoop* 2006 2008 2009 2010 2011 2012 20132007 2014 Present
  10. 10. 10© Cloudera, Inc. All rights reserved. FILESYSTEM RELATIONAL Cloudera Enterprise – Making Hadoop Fast, Easy, and Secure OPERATIONS Cloudera Manager Cloudera Director DATA MANAGEMENT Cloudera Navigator Encrypt and KeyTrustee Optimizer BATCH Sqoop REAL-TIME Kafka, Flume PROCESS, ANALYZE, SERVE UNIFIED SERVICES RESOURCE MANAGEMENT YARN SECURITY Sentry, RecordService FILESYSTEM HDFS RELATIONAL Kudu NoSQL HBase STORE INTEGRATE BATCH Spark, Hive, Pig MapReduce STREAM Spark SQL Impala SEARCH Solr SDK Partners CLOUDERA ENTERPRISE
  11. 11. 11© Cloudera, Inc. All rights reserved. A Data Management Platform for IoT Handle real-time data ingest from diverse sources Fundamentally Secure Data Streams Machine Learning Capabilities Diverse Analytical OptionsCombine Data from Diff Sources Scale easily & Cost effectively Batch or Real- time Data Streams A comprehensive data management platform to drive business insights from IoT data Data Sources Data Storage & Processing Serving, Analytics & Machine Learning Data Ingest Connected Machines/ Data Sources Enterprise Data Hub
  12. 12. 12© Cloudera, Inc. All rights reserved. The Cloudera Platform for IoT – Data Mgmt. Value Chain Data Sources Data Ingest Data Storage & Processing Serving, Analytics & Machine Learning ENTERPRISE DATA HUB Apache Kafka Stream or batch ingestion of IoT data Apache Sqoop Ingestion of data from relational sources Apache Hadoop Storage (HDFS) & deep batch processing Apache Kudu Storage & serving for fast changing data Apache HBase NoSQL data store for real time applications Apache Impala MPP SQL for fast analytics Cloudera Search Real time searchConnected Things/ Data Sources Structured Data Sources Security, Scalability & Easy Management Deployment Flexibility: Datacenter Cloud Apache Spark Stream & iterative processing, ML
  13. 13. 13© Cloudera, Inc. All rights reserved. Cloudera Enterprise – Real Time Analytics for IoT BI Solutions Real-Time AppsSearch EDWSQL Analytics Machine Learning Deployment Flexibility Spark Streaming Leadership in Spark Integrated with EDH Flexible Storage Store any and all Data. Kudu - Fast Analytics on Fast Data Real-Time Data Processing Data Security Four pillars of security: Perimeter, Access, Visibility, and Data + Record Service Streaming Ingest Kafka & Flume - Real-Time Data Ingest for streaming, high volume data Sensor/ IoT Data Internal Systems External Sources Centralized Mgmt. Cloudera Manager for centralized cluster management Manage Multiple Clusters – On Premise or Cloud environment - On Premise or Hybrid Cloud OPERATIONS Cloudera Manager Cloudera Director DATA MANAGEMENT Cloudera Navigator Encrypt and KeyTrustee Optimizer BATCH Sqoop REAL-TIME Kafka, Flume PROCESS, ANALYZE, SERVE UNIFIED SERVICES RESOURCE MANAGEMENT YARN SECURITY Sentry, RecordService FILESYSTEM HDFS RELATIONAL Kudu NoSQL HBase STORE INTEGRATE BATCH Spark, Hive, Pig MapReduce STREAM Spark SQL Impala SEARCH Solr SDK Partners
  14. 14. 14© Cloudera, Inc. All rights reserved. • High throughput for big scans (columnar storage and replication) Goal: Within 2x of Parquet • Low-latency for short accesses (primary key indexes and quorum design) Goal: 1ms read/write on SSD • Database-like semantics (initially single-row ACID) • Relational data model • SQL query • “NoSQL” style scan/insert/update (Java client) Enable Time Series Analytics with Kudu
  15. 15. 15© Cloudera, Inc. All rights reserved. IoT Use Cases
  16. 16. 16© Cloudera, Inc. All rights reserved. IoT – Key Segments & Use Cases Industrial IoT Manufacturing • Predictive Maintenance • Operations Optimization • Supply Chain Optimization Healthcare • Proactive & Connected Monitoring • Early detection & Diagnosis • Remote Measurements Energy & Utilities • Transmission & Distribution • Smart-Grid & Smart Meters • Ops & Predictive Maintenance Govt. & Public Services • Smart Cities • Traffic Optimization • Public Safety Insurance • Usage Based Insurance (UBI) • Telematics for Insurance • Insured Asset Management Retail • Automated Checkouts • Footfall Analytics & Promos • Inventory Optimization Telecommunications • Network Maintenance • Connected Homes/ Cars • Data Monetization Mobility • Telematics & Fleet Mgmt. • Tracking & Remote Monitoring • Condition Based Maintenance Consumer IoT Connected Cars • Real-Time Diagnostics • Remote Vehicle Management • In-car Connectivity & Infotainment Health & Lifestyle • Wearables • Health & Fitness Tracking • Real-Time Remote Monitoring Connected Homes • Home Automation & Security • Home Energy management • Smart Appliances Entertainment • Interconnected Smart Devices • Virtual Reality/ Interactive Gaming • Drones
  17. 17. 17© Cloudera, Inc. All rights reserved. IoT Use Case 1: Predictive Maintenance
  18. 18. 18© Cloudera, Inc. All rights reserved. Predictive Maintenance on Thousands of Industrial Machinery in Real- Time Challenge: • Collect and analyze data from thousands of diverse manufacturing systems in real- time Solution: • iTrak application using Cloudera on Azure to monitor the performance of individual manufacturing systems in real-time • Predictive Maintenance - Proactively identifying & fixing issues before they break MANUFACTURING » INDUSTRIAL IoT » PREDICTIVE MAINTENANCE » IMPROVED EFFICIENCIES Industrial IoT – Predictive Maintenance DATA-DRIVEN PROCESS CASE STUDY DATA-DRIVEN PRODUCTS
  19. 19. 19© Cloudera, Inc. All rights reserved. Predictive Maintenance on industrial- grade turbines for hydro power stations Challenge: • Gather, store and analyze noise levels from turbines for anomaly detection Solution: • Cloudera platform used to gather and analyze acoustic data/audio files coming from the turbines in real-time • Using diagnostic solution to monitor the health of turbines and predict failures in advance PREDICTIVE MAINTENANCE » INDUSTRIAL IoT » LOWERED DOWNTIME » LOWERED COSTS Predictive Maintenance - Turbines DATA-DRIVEN PROCESS CASE STUDY DATA-DRIVEN PRODUCTS
  20. 20. 20© Cloudera, Inc. All rights reserved. Use Case 2: Connected Vehicles
  21. 21. 21© Cloudera, Inc. All rights reserved. Using Predictive Maintenance to Improve Performance and Reduce Fleet Downtime Challenge: • Monitor the health of 180,000+ trucks in real-time in order to minimize downtime Solution: • OnCommand Connection collecting telematics and geolocation data across thousands of trucks • Identify and correct engine problems early, and increase fleet uptime • Reduced maintenance costs to $.03 per mile from $.12-$.15 per mile Connected Vehicles & Telematics DATA-DRIVEN PROCESS CASE STUDY DATA-DRIVEN PRODUCTS TRANSPORTATION » PREDICTIVE MAINTENANCE » TELEMETRY » LOWER TCO
  22. 22. 22© Cloudera, Inc. All rights reserved. WEBINAR: Enabling the Connected Car Revolution Date: Jan 25th Time: 10 AM PT
  23. 23. 23© Cloudera, Inc. All rights reserved. Use Case 3: Smart Cities & Smart Infrastructure
  24. 24. 24© Cloudera, Inc. All rights reserved. Enabling the State of Kentucky manage snow and ice events in real time Challenge: • Kentucky Transportation Cabinet (KYTC) oversees the state’s transportation system, which includes 27,000 miles of highways, 230 airports and heliports, and more than three million drivers. • Needed more efficient approach to inclement weather road management Solution: • KYTC has built a real-time weather response system that incorporates real-time data from Waze, HERE, ESRI’s GeoEvent processor, and Automatic Vehicle Locations (providing sensor data from salt trucks). • KYTC aggregates 15-20 million records every day and process more than a million records per second. Data Driven Dept. of Transportation Source: http://www.routefifty.com/2016/09/data-drives-government/131821/ 2016 Data Impact Award Winner State of Kentucky Department of Transportation
  25. 25. 25© Cloudera, Inc. All rights reserved. Using Sensors & IoT to Improve Passenger Safety and Airport Efficiency Challenge: • Improve traveler satisfaction and safety, by reducing downtime for critical operational machinery Solution: • Cloudera on Azure to capture, secure, and correlate sensor (IoT) data collected from escalators, elevators, and baggage carousels • Provide necessary fixes to prevent unplanned downtime Smart Buildings - Preventative Maintenance DATA-DRIVEN PROCESS CASE STUDY DATA-DRIVEN PRODUCTS TRAVEL & TRANSPORTATION » SMART BUILDINGS » PREDICTIVE MAINTENANCE » ADVANCED ANALYTICS
  26. 26. 26© Cloudera, Inc. All rights reserved. Use Case 4: Connected Healthcare
  27. 27. 27© Cloudera, Inc. All rights reserved. Improve Parkinson's Disease Monitoring and Treatment through IoT Challenge: • Collect and analyze data from wearables (more than 300 readings per second) from thousands of patients in real-time Solution: • Cloudera on Intel architecture to detect patterns in patient data streaming from thousands of wearables • Continuously monitor the patients and symptoms to accelerate breakthrough on drug development HEALTHCARE » WEARABLES » PREDICTIVE ANALYTICS » IMPROVED CARE Connected Healthcare DATA-DRIVEN PROCESS CASE STUDY DATA-DRIVEN PRODUCTS
  28. 28. 28© Cloudera, Inc. All rights reserved. Use Case 5: Connected Products & Analytics
  29. 29. 29© Cloudera, Inc. All rights reserved. Measure user interaction across the ecosystem, help direct R&D and development spend • Real-time streaming and batch data from product logs, web analytics, channel data and ERP • Virtuous cycle: Identify features that facilitate sharing of content that drive new customers • Analyze utilization of new community attributes that drive adoption MANUFACTURING » CUSTOMER 360 » DATA DRIVEN PRODUCTS » DATA DRIVEN SERVICES DATA-DRIVEN PRODUCTS
  30. 30. 30© Cloudera, Inc. All rights reserved. Powering a Variety of IoT Use Cases… Connected Vehicles Usage Based Insurance Industrial IoT Predictive Maintenance Smart Ports Oil & Gas Aerospace & Aviation Smart Healthcare
  31. 31. 31© Cloudera, Inc. All rights reserved. WEBINAR: Enabling the Connected Car Revolution Date: Jan 25th Time: 10 AM PT
  32. 32. 32© Cloudera, Inc. All rights reserved. Thank You
  33. 33. 33© Cloudera, Inc. All rights reserved. Getting Started is Easy 1. 2. Download or Deploy in the Cloud Sign up for Training Contact us or a Partner to Start a POC 3.
  34. 34. 34© Cloudera, Inc. All rights reserved. Cloudera Enterprise – Hadoop as a Data Platform for IoT Sensors/ IoT Data Sources Internal Systems External Sources BI Solutions Real-Time AppsSearch EDWSQL Analytics Machine Learning Data Center Cloud Sensor/ IoT Data IoT Gateway • Data Storage • Data Processing • Machine Learning • Real-time Analytics OPERATIONS Cloudera Manager Cloudera Director DATA MANAGEMENT Cloudera Navigator Encrypt and KeyTrustee Optimizer BATCH Sqoop REAL-TIME Kafka, Flume PROCESS, ANALYZE, SERVE UNIFIED SERVICES RESOURCE MANAGEMENT YARN SECURITY Sentry, RecordService FILESYSTEM HDFS RELATIONAL Kudu NoSQL HBase STORE INTEGRATE BATCH Spark, Hive, Pig MapReduce STREAM Spark SQL Impala SEARCH Solr SDK Partners
  35. 35. 35© Cloudera, Inc. All rights reserved. Cloudera – IoT Technical Architecture IoT Framework Data Ingestion (Kafka, Flume) Data Transformation and Enrichment Data Processing & Serving Rule Mining, Pattern Matching, Machine Learning Distributed Data Analytics Data Visualization Data Storage (Hbase, HDFS, Kudu)

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