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Cisco Connect Toronto 2018 an introduction to Cisco kinetic
1.
Cisco Connect Toronto Canada
• 18 October 2018 Global vision. Local knowledge.
2.
Cisco Kinetic: Enabling Data
Analytics for the Internet of Things Robert Barton, Distinguished Systems Engineer October 18, 2018
3.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential© 2018 Cisco and/or its affiliates. All rights reserved. Cisco Confidential A Quick Introduction to Data Analytics
4.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential A Quick Introduction to Data Analytics Automation for Faster Results Reveal Hidden Patterns Make Data Driven Decisions Focus on Important Things • The goal is to uncover correlation and connections in large data sets • We need to understand how to communicate with customers differently
5.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential © 2018 Cisco and/or its affiliates. All rights reserved. Cisco Public Value Complexity Descriptive Analysis Diagnostic Analysis Predictive Analysis Prescriptive Analysis The Increasing Value of Data Analytics What is Happening? Why did it Happen? What is Likely to Happen? What Should I do About it?
6.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential From Big Data How Do we Get to Business Insights from Data? Provide Actionable Insight Reports and Dashboards Extract Intelligence Enhance the data Quality Check the data Transform the data Connect the data To Insightful Decisions
7.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential © 2018 Cisco and/or its affiliates. All rights reserved. Cisco Public Big Data is the term for a collection of data sets so large and complex that it becomes difficult to process using traditional data processing tools So, What is Big Data ?(per Wikipedia definition)
8.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential © 2018 Cisco and/or its affiliates. All rights reserved. Cisco Public 3Vs of Big Data Big Data refers to distributed computing architectures specifically aimed at the “3 V’s” of data: Volume, Velocity, and Variety VELOCITY VARIETYVOLUME
9.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential Unstructured vs. Structured Data Unstructured data is a poor fit for traditional relational databases 2005 20152010 •More than 90% is unstructured data •Quantity doubles every 2 years •Most unstructured data is neither stored nor analyzed! 10,000 0 GBofData (INBILLIONS) STRUCTURED DATA UNSTRUCTURED DATA Source: Cloudera
10.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential Batch vs. Real-Time Analytics Batch: Data at Rest • Requires Batch-style analytics • Huge volumes of data on disk • Structured or semi-structured • No rush to return the results • Analysis is typically ”batch style” Real-Time: Data in Motion • Requires Real-time/Streaming style analytics • Typically processed in memory • Tremendous velocity, high bandwidth • Diverse data sources • Low-latency processing required
11.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential Data Management Systems Need Flexibility Traditional Data Warehouse Big Data Store Structured Data Unstructured Data Data Streaming at the Edge Short and/or Long Term Make a Decision Today Real Time Make a Decision RIGHT NOW Long Term Plan for a Business Decision
12.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential © 2018 Cisco and/or its affiliates. All rights reserved. Cisco Public Data Preparation Analyze Data (Machine Learning) Connect to Data Data Visualization Normalization of data flows with context information, etc. Data is collected from sensors Process the data to derive appropriate insights GUI, REST API, Kafka, Policy Export, … How do we Get Business Insights from Data?
13.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential © 2018 Cisco and/or its affiliates. All rights reserved. Cisco Public Big Data and The Data Management Lifecycle Data Preparation Analyze The DataConnect Data Data Visualization Cisco Provides Enablement Platforms Supporting this architecture
14.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential © 2018 Cisco and/or its affiliates. All rights reserved. Cisco Public Understanding the Roles Analytics / BI Software Packages Selection of the Right analytics Tools SQL Developers Visual Analytics Tools Users of Data Mining Tools Data Acquisition Data Manipulation Data Movement Machine Learning Methods Connecting Data Insights to the Business Data Scientist Expertise Data Analyst Expertise Network Engineers build the platform supporting the business
15.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential © 2018 Cisco and/or its affiliates. All rights reserved. Cisco Public Types of Big Data Management Systems NoSQL (Not Only SQL) Fast key-value store/retrieve in real time Hadoop Distributed batch, query, and processing Massive Parallel Processing (MPP) Shared-nothing Structured and Unstructured Unstructured Data Structured Data (SQL)
16.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential © 2018 Cisco and/or its affiliates. All rights reserved. Cisco Public Example: Hadoop Cluster in the DC or Cloud Rack 1 Rack 2 Rack 3 Rack N Name Node Rack Switch Data Nodes Distribution Switch• Big Data systems (such as Hadoop) are primarily batch-type analytics systems and are centralized in the cloud of DC • Not well suited for distributed IoT devices Name Node Name Node
17.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential© 2018 Cisco and/or its affiliates. All rights reserved. Cisco Confidential Distributed Analytics and Data Movement
18.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential How do you Access all the Data ? • Imagine a mega-field of oil with no way to extract it from the ground • Data needs to be extracted before it can be refined, and then used
19.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential © 2018 Cisco and/or its affiliates. All rights reserved. Cisco Public In IoT, the “Things” are Distributed App App App App App App App App AppApp
20.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential © 2018 Cisco and/or its affiliates. All rights reserved. Cisco Public The OpenFog Reference Architecture
21.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential © 2018 Cisco and/or its affiliates. All rights reserved. Cisco Public • Data is collected and consolidated from various sources by a “message broker” • Think of the broker as a “Router” for data • Aggregates data • Uses standard protocols for data transmission, such as MQTT or AMQP (Advanced Message Queuing Protocol) • Apache Kafka is well-known distributed messaging system designed to scale for Big Data Aggregating and Moving Data Around Message Brokers
22.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential MQTT • Clients Subscribe to topics to publish and receive messages • Broker (MQTT Server) receives subscriptions from client topics • Broker receives messages from clients and forwards to interested clients Model Publisher SubscriberTopic Message Message Broker Subscribes to an MQTT “topic” e.g. “temperature”
23.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential© 2018 Cisco and/or its affiliates. All rights reserved. Cisco Confidential Cisco Kinetic Building Blocks
24.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential Cisco Industrial IoT Networking Portfolio Embedded Networks ESS, 5900 ESR 5921 SW ESR IoT Gateways IR809, 829, 819H Industrial Security ISA 3000 Industrial Wireless AP1552, AP1572, IW3702 Industrial Switching IE 1K,2K,3K,4K,5K, CGS LoRaWAN Industrial Routing ASR 902/903, CGR 1000, CGR 2000 Edge Computing IOx Fog Director Management and Automation Field Network Director Industrial Network Director Transportation Manufacturing Public SectorEnergy IXM-LPWA
25.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential IOX + Kinetic IOX IOS GOS (Linux) Hypervisor IR 8x9 HW Kinetic
26.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential IOX / Kinetic Network Infrastructure IR829IR809 IE4000 Compute Module CGR1240 § Ethernet § Cellular 3G, 4G LTE § Wi-Fi Broad Connectivity § HW Accelerated Encryption § IPSec VPN § 802.1x § Firewall § Identity Services Proven Security § Ruggedized for shock/vibration, humidity, temperature, dust § DC power supplies Industrial Grade § Centralized control § Network § Security § Fog applications Policy-based Management
27.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential IoT Edge | Industrial Compute Gateway IC3000 • Cisco IOx edge computing framework • Developer tools for fast onboarding of container and VM applications • End-to-End Security • Anti-tamper proof hardware and Secure bootloader • Secure Cisco Linux Kernel • Signed and trusted applications • Management • Zero touch deployment of thousands of gateways • Remote upgrades of firmware and edge applications • Remote monitoring, diagnostics, and troubleshooting of gateways and edge applications
28.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential© 2018 Cisco and/or its affiliates. All rights reserved. Cisco Confidential The Cisco Kinetic Platform
29.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential What Does Kinetic do?
30.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential © 2018 Cisco and/or its affiliates. All rights reserved. Cisco Public Intent-Based Network Cisco Networking IoT Data Fabric Cisco Kinetic is the Industry Leading IoT Analytics Enablement Platform Gateway Management Module (GMM) Edge & Fog Processing Module (EFM) Data Control Module (DCM)
31.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential § Rapid deployment of gateways at scale with minimum technical knowledge; limited training required § Gateway management from single pane of glass § Reduce upfront deployment and ongoing maintenance cost § Improve the efficiency of operations and utilization of assets and operators § Real-time status allows issues to be identified and resolved in timely manner Cisco Kinetic – Gateway Management Module Gateway Management Module Intent-Based Network Cisco Networking Automatic Onboarding Configuration & Management Location Tracking Real-time Monitoring OS Upgrades
32.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential Kinetic Gateway Management Module Secure connectivity for OT • Secure connection of IoT Devices • Simplified GW management at scale • Secure IoT app lifecycle management Cisco Kinetic APPconfig
33.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential LTE Provider 1 Provider 2 Jasper Control Center Dual-SIM Mobile Router (e.g. IR829) on vehicle LTE 2LTE 1 Provider 1 Jasper Control Center Cisco Kinetic (GMM) FlexVPN Control Tunnel Kinetic GMM is the FlexVPN Control Plane The vehicle has one active LTE backhaul Kinetic GMM Deployment Example Large Transit Operator in Canada LTE Provider 2 FlexVPN Data Tunnel
34.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential Easy On-Boarding with Kinetic Mobile App Large Transit Operator in Canada
35.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential © 2018 Cisco and/or its affiliates. All rights reserved. Cisco Public Intent-Based Network Cisco Networking IoT Data Fabric Edge and Fog Fabric Module (EFM) Gateway Management Module (GMM) Edge & Fog Processing Module (EFM) Data Control Module (DCM)
36.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential Multiple raw input Streams from different sensor types The DSA message broker consolidates IoT data and forwards to cloud Big Data storage and deeper analytics in the cloud (HDFS, etc.) …ABBC Cisco Kinetic Edge Fog Module (EFM) DS Links (data connector) • Data acquisition and protocol translation • facilitating communication between edge device and message broker • MQTT, Modbus, Note: Model is Based on Distributed Services Architecture (DSA) – http://www.iot-dsa.org Fog / Edge Node (router or UCS C-Series)
37.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential Real-Time / Streaming Analytics at the Fog Layer • Performs analytics in real-time data as it is produced by devices • Allows near-instant response to changing conditions • Aggregate data from many types of sensors • Use local storage for time-series analysis (a data Historian) Example: Analyze if data is outside “Bollinger Bands” – a measurement of volatility (standard deviations)
38.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential Cisco Kinetic Edge and Fog Processing Module (EFM) Network Products Admin/Control Runtime System Monitor ParStream (Historian Database) DSLinks Dataflow (analytics) DSA Message Broker System Administrator Development IoT Gateway/Routers Dataflow Editor Visualization BI and Data Visualization Real-time Data Visualization Acuity DGLux5
39.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential Visual, Object Oriented Data Flows that Map to Process are the future Drag and drop data policy Kinetic EFM (Edge & Fog Module) Intuitive, visual data policy editor to accelerate IoT projects
40.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential © 2018 Cisco and/or its affiliates. All rights reserved. Cisco Public Example: Data Management for Oil Drilling 7,000 Oil Wells x 1TB Data/Day/Well = 7PB Data/Day Edge Processing Data Center Fog Processing 300 Platforms 7,000 Oil Wells 40
41.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential Kinetic EFM and End-to-End IoT Analytics Edge Processing Temp Link Flow Link Flow Link Temp Link EFM Broker EFM Broker Edge Location (7000) Processing Platforms (300) Fog Processing Link Link Historian DB (Cisco ParStream) Streaming Analytics EFM Broker Dashboard Kafka Broker Hadoop Data Virtualization Regional (Just 1) Data Center Dashboard Batch Analytics and Machine Learning
42.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential © 2018 Cisco and/or its affiliates. All rights reserved. Cisco Public Intent-Based Network Cisco Networking IoT Data Fabric Data Control Module (DCM) Gateway Management Module (GMM) Edge & Fog Processing Module (EFM) Data Control Module (DCM)
43.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential © 2018 Cisco and/or its affiliates. All rights reserved. Cisco Public Data Control Module (DCM) Kinetic provides: • Gateway Configuration & Connectivity management • Application lifecycle management • Fog computing • Secure data delivery Edge Fog Data Center Hybrid Cloud App Cloud partners provide: • Cloud software services • Application development tools • Big data analytics • Machine learning and cognitive computing • Edge execution models (ML inference, server-less computing, app frameworks) BROKER Devices
44.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential Kinetic Data Control Module Secure data delivery Data Type 2 Data Type 3 Data Type 4 Data Type N Data Type 1 Data Control Data policy Move the data Cloud neutral Integrated with Kinetic IoT GW and fog application management Provide data routing policies to easily move IoT data to cloud applications across multi-cloud & multi-location deployments
45.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential © 2018 Cisco and/or its affiliates. All rights reserved. Cisco Public Kinetic DCM Demo / Example M QTT Subscription Raspberry Pi Temp Sensor Cisco IR809 Router MQTT Publisher Message Broker Data Client (MQTT Subscriber) HVAC VAV’s Smoke alarm MQTT Publisher BROKER
46.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential © 2018 Cisco and/or its affiliates. All rights reserved. Cisco Public Putting it all Together: Sensors & Endpoints Applications Edge Devices (IE4k, GW, Compute) Enterprise Data Centers Fog Compute Cloud Apps EFM Fog & DC EFM adds additional compute capabilities, including normalization, aggregation, storage and visualization 2 DCM adds secure cloud connection capabilities 3 GMM enables mass deployment and management of gateways 4 EFM Gateway Management Module (GMM) EFM extracts data from sensors, transforms it and sends it either to another IoT device, 1 or to a hosted app EFM EFM EFM On-prem or private cloud apps EFM Data Control Module (DCM)
47.
© 2018 Cisco
and/or its affiliates. All rights reserved. Cisco Confidential © 2018 Cisco and/or its affiliates. All rights reserved. Cisco Public It Always Starts with a Operations or Business Problem Real-time Quality Detection Preventative Maintenance Remote Monitoring Real-time Quality Detection Asset Tracking & Management Personnel Safety OEE (Overall Equipment Efficiency) Condition-Based Maintenance