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IoT Use Cases with MapR
1.
© 2015 MapR
Technologies, confidential ® ® Patric Uebele 15-06-21
2.
© 2015 MapR
Technologies, confidential ® © 2015 MapR Technologies, confidential ® Business Intelligence and the IoT
3.
© 2015 MapR
Technologies, confidential ® The value of BI businessvalue reporting what happened? OLAP why did it happen? real-time analytics what and why is it happening, now? predictive analytics what might happen?
4.
© 2015 MapR
Technologies, confidential ® What is the Internet of Things Wearables Connected Homes Industrial Internet Connected Cities Connected Cars
5.
© 2015 MapR
Technologies, confidential ® IoT—a superset of the Internet thin fat stationary mobile Devices and their deployment
6.
© 2015 MapR
Technologies, confidential ® © 2015 MapR Technologies, confidential ® IoT use case categories and apps
7.
© 2015 MapR
Technologies, confidential ® Personal loT wearables smart phones clothes Industrial loT smart factories agriculture retail manufacture Group loT vehicles smart houses tourism education Community loT smart cities smart roads parks
8.
© 2015 MapR
Technologies, confidential ® Internet of Things is Here Now and Growing The New Essential Infrastructure
9.
© 2015 MapR
Technologies, confidential ® Operational Efficiency Waste Management • 20K trucks, 30M GPS pings a day • Integrate 17 different systems that have operational significance related to driver, vehicle, and route performance management • Over 1.6M labor hours saved
10.
© 2015 MapR
Technologies, confidential ® Self Driving Cars Sensors Collaborate on the Road Google’s Self-driving car generates 13 million laser measurements and calculates 20 driving decisions EACH second
11.
© 2015 MapR
Technologies, confidential ® © 2015 MapR Technologies ® Connected Car Use Case I – Driver Profile and Automobile Status
12.
© 2015 MapR
Technologies, confidential ® APPROACH WHAT WE WANTED AND HOW WE STARTED § Open source project § Raspberry Pi based python script § Pre programed OBD Mapping § Bluetooth OBD-II connection integration First approach Solution: OBDPi § Access Motor data through OBD-II connection § Log key data points locally Goal Gain insights about driver profile and automobile status through telematics
13.
© 2015 MapR
Technologies, confidential ® OBT-II ACCESSING THE STATUS OF VARIOUS VEHICLE SUB-SYSTEMS § Required to be within 2 feet of steering wheel § Required to be built into all cars sold in California since 1991 § Supplies Vehicle and sensor information to technicians § Supply diagnostic trouble codes (DTC) § OBD-II replaced the OBD standard in 1996 § 16 Pin Connector On Board Diagnostics-II
14.
© 2015 MapR
Technologies, confidential ® RASPERRY PI CREDIT CARD-SIZED SINGLE-BOARD COMPUTER § Multi-functional microcontroller development board § Size of a credit card § Linux based OS Capabilities (Raspbian-Debian variant) § Initially created to promote computer science in schools § Also can be used as powerful development board § Features include: – CPU: 700 MHz ARM Microcontoller – GPU: Boradcom VideoCore IV @ 250 Mhz – 512 MB Memory (SDRAM) – 4 USB ports – 46 GPIOS (Model B+) RAM I/O CPU/GPU USB hub Ethernet 2x USB
15.
© 2015 MapR
Technologies, confidential ® PY-OBD JOINING RASPERRY PI WITH OB-II PY- OBD Rasperry Pi OBD-II § Py-OBD is a project from GitHub User PeterH § Uses Data from OBD-II Port to display current Driving data § Project is GNU General Public Licensed and intended to be shared, modified and improved
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© 2015 MapR
Technologies, confidential ® SYSTEM OVERVIEW RASPBERRY PI DATA ACQUISITION Car OBD-II Dongle Raspberry Pi B + WiFi adapter for peripherals GPS
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© 2015 MapR
Technologies, confidential ® HOW TO GAIN GREATER FUNCTIONALLITY 1 2 3 4 Stream Data into MapR Enterprise Database Platform using Fluentd Data Storage and Manipulation with MapR Cluster Data Aggregation with open source Apache Drill beta Stream visualization with Grafana (real time time series with openTSDB on top of MapR-DB) 4 5 QlikView data summary visualization and Adhoc with Apache Drill SQL based view
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© 2015 MapR
Technologies, confidential ® SYSTEM OVERVIEW STREAM PROTOCOL Stream ProtocolData Acquisition Data Store & Analytics Data Visualization Raspberry PI OBD2 fluentd fluentd Grafana QlikView real-time dashboard flat-files OLAP Ad-Hoc Realtime
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© 2015 MapR
Technologies, confidential ® FLUENTD TREASURE DATA BASED STREAM PROTOCOL § Unified logging layer § Fluentd allows you to unify data collection and consumption for a better use and understanding of data. § Plugin library allows for a variety of applications and platform use (more than flume) § Easier to Configure (rpm and start/stop scripts | ruby code for quick patches without the need for compilation) § Simple encryption plugins allow for the secure streaming of data § Only requires 40 MB of memory and can process 13,000 events/second/core Rasberry PI IN Rasberry PI Out MapR Cluster OpenTSDB on MapR-DB MapR-FS tail_in plugin out_forward_plugin or out_forward_secure_plugin in_forward_plugin or in_forward_secure_plugin out_file_plugin opentsdb_plugin out_copy
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© 2015 MapR
Technologies, confidential ® Connecting Qlikview for Adhoc Queries using Apache Drill Node Node Node Node MapR-Cluster Mapr-FS Mapr-FS Mapr-FS Mapr-FS Drillbit Drillbit Drillbit Drillbit Drill Windows ODBC Driver CSV Files from Fluentd Drill Explorer Create View with Datatypes Access View from Qlikview ODBC NFS Data Analyst Windows Qlikview Server
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© 2015 MapR
Technologies, confidential ® PRACTICE DATA VISUALIZED IN OUR DASHBOARD First incoming data QlikView Dashboard
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© 2015 MapR
Technologies, confidential ® Connecting Grafana to Opentsdb Node Node Node Node MapR-Cluster Mapr-DB Mapr-DB Mapr-DB Mapr-DB OpenTSDB OpenTSDB OpenTSDB OpenTSDB Grafana Fluentd Rest Opentsdb plugin
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© 2015 MapR
Technologies, confidential ® PRACTICE Realtime View using Grafana Realtime stats using velocity, tachometer, load
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© 2015 MapR
Technologies, confidential ® © 2015 MapR Technologies ® Connected Car Use Case II – Including Google Nest
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© 2015 MapR
Technologies, confidential ® APPROACH WHAT WE WANTED § High Arrival Data with Millions of Data Points per Second § Analyzing Car Location Data in Realtime § Start Heating and Cooling based on distance measuring between the car to home and to work First approach Solution: MapR-DB / OpenTSDB § Access Motor data through OBD-II connection § Log key data points locally Goal Optimize Heating and Cooling Costs in house by maschine to maschine communication
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© 2015 MapR
Technologies, confidential ® What is Google Nest? Nest Learning Thermostat learns your schedule, programs itself Nest could be controlled remotely Nest Thermostat can lower your heating and cooling bills up to 20%
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© 2015 MapR
Technologies, confidential ®
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© 2015 MapR
Technologies, confidential ®
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© 2015 MapR
Technologies, confidential ® MapR Distribution including Apache Hadoop MapR Data Platform (Random Read/Write) Data HubEnterprise Grade Operational MapR-FS (POSIX) MapR-DB (High-Performance NoSQL) NFS HDFS API HBase API JSON API MapRControlSystem (ManagementandMonitoring) Security YARN Pig Cascading Spark Batch Spark Streaming Storm Streaming HBase Solr NoSQL & Search Juju Provisioning & Coordination Savannah Mahout MLLib ML, Graph GraphX MapReduce v1 + v2 APACHE HADOOP AND OSS ECOSYSTEM EXECUTION ENGINES DATA GOVERNANCE AND OPERATIONS Workflow & Data GovernanceTez Hive Impala Spark SQL Drill SQL Sentry Oozie ZooKeeperSqoop Knox* WhirrFalcon*Flume Data Integration & Access HttpFS Hue
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© 2015 MapR
Technologies, confidential ® MapR Distribution for Hadoop Theme Requirements Features Product Enterprise Grade • Uptime service levels • Site to site DR & Business Continuity • Backup/recovery • Security • High velocity data ingress • HW/SW HA • Mirroring & Promotable Mirrors • Snapshots • Authorization, Kerberos • 2X-5X performance MapR Enterprise Edition Data Hub • Hadoop • Traditional applications • Data of record • Batch and interactive • HDFS • POSIX • Strong consistency • MapReduce and SQL MapR Enterprise Edition Operational • Real time • NoSQL • Operational analytics • HBase • Update in place • Concurrent read/write • Timeseries MapR Enterprise Database Edition MapR Patent Pending – “Table Format for Map Reduce” “Map Reduce Ready Distributed File System” Enterprise Grade Operational Data Hub
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® © 2015 MapR
Technologies 31 Global Real-time Synchronization Multi-master (aka, active/active) replication Active Read/Write End Users • Faster data access – minimize network latency on global data with local clusters • Reduced risk of data loss – real-time, bi-directional replication for synchronized data across active clusters • Application failover – upon any cluster failure, applications continue via redirection to another cluster ® © 2015 MapR Technologies 31
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© 2015 MapR
Technologies, confidential ® MapR Data Protection Advantages for IoT Advanced Business Continuity with Industry’s only mirroring & point-in-time consistent snapshots
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© 2015 MapR
Technologies, confidential ® MapR Security Advantages for IoT Strongest authentication, most flexible authorization, most powerful auditing
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© 2015 MapR
Technologies, confidential ® Q&A @mapr maprtech puebele@mapr.com MapR maprtech mapr-technologies ® © 2015 MapR Technologies 34
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