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Industrial IoT, Machine Learning, and Innovation in the AWS Cloud

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近年來,物聯網(IoT)產業正以驚人的速度成長中,相關的應用與服務也陸續問市,而包含物聯網(IoT)、人工智慧(AI)與機器學習(machine learning)等科技的革新,致使從新創企業乃至傳統產業皆投入這一波新科技的發展,更添產業動能,尤其是在製造業、運輸及物流、公共安全、智慧城市等幾大面向。

據消費及商業企業服務供應商JT Group白皮書預估,到2020年全球物聯網累計裝置量(installed base)將達204.1億台。更多企業也將改變其商業模式,由產品導向轉為服務導向,客戶機構採購的不再只是硬體產品,而是尋求整套完整的解決方案。AWS 即將於3/7 (四) 舉辦『AWS AIoT未來智造高峰論壇』,持續以創新、全球視野帶領您與您的企業一起探索物聯網價值最大化的關鍵。

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Industrial IoT, Machine Learning, and Innovation in the AWS Cloud

  1. 1. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Richard Elberger, Global Partner Solutions Architect - IoT Industrial IoT, Machine Learning, and Innovation in the AWS Cloud March 7, 2019
  2. 2. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. What is the true value of digital for industrial customers?
  3. 3. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. How do we get there?
  4. 4. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  5. 5. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  6. 6. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. “AWS is our trusted partner that is going to run our company for the next 140 years,” Jim Fowler, GE CIO
  7. 7. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  8. 8. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Revenue Growth Operational Overhead
  9. 9. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. The true value of digital Revenue Growth Operational Overhead Empowered Sales Teams Increased Efficiency Intelligent Decision Making Products that Get Better with Time Better Relationship with Customers Data Driven Discipline
  10. 10. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Industry 1.0 Mechanical production powered by water and steam Industry 2.0 Mass production based on the division of labor and powered by electrical energy Industry 3.0 Electronics and IT for a further automation of production Industry 4.0 Cyber physical production systems 18th Century 20th Century 1970s Today The 4th Industrial Revolution
  11. 11. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. What are the technical enablers of Industrie 4.0? Autonomous Robots Simulation Vertical & Horizontal Integration Industrial Internet of Things Cybersecurity Cloud Additive Manufacturing Augmented Reality Big Data & Analytics Cloud is one of the 9 standalone enablers Cloud is the central innovation enabler across all disciplines and industries
  12. 12. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Two predominant outcomes Smart products and services are brought to market with smart factories Smart Factories Smart Products and Services Connectivity and Internet Technology Smart Sensors and Actuators Cloud Processing and Storage Big Data Analytics and Artificial Intelligence
  13. 13. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Smart factories built on cloud computing Smart factories – simple and adaptive Global Data and Integration Platform Internal Focus applications Processes Employees Equipment • Highly reliable • Highly available • Increased agility • Increased innovation • Lower total cost • Knowledge capture
  14. 14. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. applications Smart products built on cloud computing Smart products and factories – individualized and quickly brought to market Global Data and Integration Platform Processes Employees Equipment • Rich and adaptive customer experience • Innovation and quickly bring to market • Smart, connected and updated External Focus applications
  15. 15. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. What sets AWS apart? Security Fine-grained control Service Breadth & Depth Pace of Innovation 140+ services to support any cloud workload; rapid customer driven releases Experience: 1M+ customers Building and managing cloud since 2006 Global Footprint 20 regions, 61 availability zones, 121 edge locations Artificial Intelligence Fully integrated in AWS Ecosystem Thousands of partners; 3,800+ Marketplace products Enterprise Leader AWS is positioned highest in execution and furthest in vision within the Leaders Quadrant
  16. 16. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Sample customers
  17. 17. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. OperationsProductionProduction DesignProduct Design Mechanical computer aided design Mechanical computer aided engineering Other engineering Industrial software functional markets
  18. 18. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. OperationsProductionProduction DesignProduct Design Mechanical computer aided design Mechanical computer aided engineering Other engineering Mechanical computer aided engineering Production Planning Planning Engineering Industrial software functional markets
  19. 19. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. OperationsProductionProduction DesignProduct Design Mechanical computer aided design Mechanical computer aided engineering Other engineering Collaborative product data management (cPDM) Logistics Mechanical computer aided engineering Production Planning Planning Engineering Manufacturing Enterprise Asset Management Industrial software functional markets
  20. 20. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. OperationsProductionProduction DesignProduct Design Mechanical computer aided design Mechanical computer aided engineering Other engineering Collaborative product data management (cPDM) Logistics Mechanical computer aided engineering Production Planning Planning Engineering IIoT Manufacturing Enterprise Asset Management Manufacturing Enterprise Asset Management Industrial software functional markets
  21. 21. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS Industrial IoT Reference Architecture AWS Manufacturing Reference Architecture
  22. 22. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AIoT – Machine Learning at the Edge Data transport and routing Data aggregation, enrichment, cleansing, time series, and model config Machine learning and model generation Data collection and model inference Intelligence and outcomes Train in the cloud and infer at the edge Amazon FreeRTOS AWS IoT Greengrass AWS IoT Core AWS IoT Analytics Amazon SageMaker
  23. 23. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Data collection and model inference
  24. 24. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Will it work on my chip? Does it have the functionality I need? How do I start?Where do I get it? 10101011010 10111010110 10101010101 00101010101 00101001010 10111010101 10011001011 00100101101 ? Amazon FreeRTOS is a microcontroller operating system that makes small, low powered edge devices easy to program, deploy, secure, connect, and maintain. Amazon FreeRTOS
  25. 25. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Will it work on my chip? Does it have the functionality I need? How do I start?Where do I get it? EMBEDDED APPS FreeRTOS HW DRIVERS SECURTIY LIBRARIES CONNECTIVITY LIBRARIES OVERTHAAIR (OTA)AGENT CLOUD& GREENGRASS LIBRARIES HELLO Amazon FreeRTOS is a microcontroller operating system that extends the popular FreeRTOS kernel to enable devices to securely connect to AWS, while making them easy to manage, deploy, and update. Amazon FreeRTOS
  26. 26. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Local Connectivity Libraries Cloud Connectivity Libraries Security Connectivity Libraries OTA & Code Signing Amazon FreeRTOS Communicate with AWS IoT Greengrass devices without a cloud connection Easily collect data and take actions on microcontroller- based devices Secure device data and connections Deploy security updates, bug fixes, and firmware updates to devices in the field
  27. 27. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Edge Cloud Law of Economics Law of Physics Law of the Land AWS IoT Greengrass AWS IoT Greengrass extends AWS IoT onto your devices, so that they can act locally on the data they generate, while still taking advantage of the cloud.
  28. 28. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Data and State Sync Security Over the Air UpdatesConnectors Operate devices offline & synchronize data when reconnected Local Actions Simplify device programming with AWS Lambda Mutual authentication & authorization between cloud and devices Easily update AWS IoT Greengrass Core Machine Learning Inference Perform ML Inference locally Local Resource Access AWS Lambda functions can access & use local resources of a given device Extend edge devices with connections to external services Local Messages and Triggers Enable device communication without a cloud connection Secrets Manager Deploy secrets to edge devices AWS IoT Greengrass
  29. 29. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Structure your data and specify performance metrics for your assets and processes Easily browse equipment and process data, build data views to identify inefficiencies, diagnose issues, and improve cross-facility processes AWS IoT SiteWise collects data from the plant floor with a local gateway, structures & labels that data, and generates real time KPIs & metrics to make better data-driven decisions. See your data flowing in minutes without writing code, just connect and configure your gateway AWS IoT SiteWise
  30. 30. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Customizable Views Data Management and Modeling Tools Remotely Manageable Edge Gateway Access data from local databases on the factory floor Collect data consistently from different sources Visually identify equipment or process issues AWS IoT SiteWise
  31. 31. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. runs AWS IoT Greengrass with Greengrass ML Inference Connected to AWS IoT and Siemens Mindsphere ML model built with AWS IoT Analytics datastore
  32. 32. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Data transport and routing
  33. 33. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. To securely connect devices to the AWS cloud & other devices at scale To fully integrate with other AWS services to reason on top of the data (Analytics, Databases, AI, etc.) To route, process, and act upon data from connected devices AWS IoT Core is a managed service that lets connected devices easily and securely interact with cloud applications and other devices. To enable applications to interact with devices even when they are offline AWS IoT Core
  34. 34. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Device Gateway Rules Engine Message Broker Device Shadow Registry Identity Service AWS IoT Core Manage authorization of devices & provision unique identities at scale Fully manage connectivity optimized for IoT workloads Define and catalog device for easy use by AWS services Understand and control the status of your device at any time Reliable and fast communication across your IoT fleet Ingest large amounts of IoT data at a low cost, pre-process it, & make it available to 10+ services for analytics, reporting, & visualization
  35. 35. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  36. 36. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Data cleansing, aggregation, and enrichment
  37. 37. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS IoT Analytics is a fully managed service that collects, pre-processes, enriches, stores, analyzes and visualizes IoT device data at scale. AWS IoT Analytics From raw sensor data to sophisticated IoT analytics
  38. 38. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Collect AnalyzeProcess Store Visualize AWS IoT Analytics AWS IoT Analytics is a service that processes, enriches, stores, analyzes, and visualizes IoT data for manufacturers and enterprises. Collect only the data you want to store & analyze Convert raw data to meaningful information Store device data in time-series data store for analysis Get deeper insight into the health & performance of assets Quickly visualize your IoT data sets
  39. 39. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AWS offers full capabilities for a PI Connector Data Pipeline Ingest Store Analyze Consume Kinesis streaming data Database Migration Service import from Oracle, Netezza, and others Direct Connect link to data center Snowball mail-in bulk data Amazon S3 secure, cost- effective storage Redshift data warehouse QuickSight visualization Athena Ad-hoc analysis EMR unstructured data Machine Learning ML as-a-service Internal apps Customer-facing apps and many more… and many more…
  40. 40. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Mechanical Turk The first and foremost challenge in build AI systems is to build ground truth data Need human intelligence to annotate speech, vision or language data sets
  41. 41. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Machine learning and model generation
  42. 42. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon SageMaker Build Train & Tune Deploy Pre-built notebooks for common problems Built-in, high performance algorithms One-click training Hyperparameter optimization One-click deployment Fully managed hosting with auto-scaling
  43. 43. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon SageMaker model lifecycle Scale and manage the production environment Train and tune model (iterate, iterate) Setup and manage environments for training Choose and optimize your ML algorithm Collect and prepare training data Deploy model in production
  44. 44. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Condition Monitoring Architecture Control Systems Factory floor AWS Cloud Protocol conversion Route
  45. 45. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Predictive maintenance architecture Control Systems Factory floor AWS Cloud Protocol conversion Route Inference
  46. 46. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Predictive quality architecture Control Systems Factory floor AWS Cloud Protocol conversion Route Inference
  47. 47. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  48. 48. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark The promise of IIoT for manufacturing
  49. 49. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Start your transformation to digital today Data transport and routing Data aggregation, enrichment, cleansing, time series, and model config Machine learning and model generation Data collection and model inference Intelligence and outcomes Amazon FreeRTOS AWS IoT Greengrass AWS IoT Core AWS IoT Analytics Amazon SageMaker
  50. 50. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Call to action Start harvesting your data as soon as possible Use AWS to relieve upfront costs… … and leverage the AWS pace of innovation Brownfield situations are actionable Use higher-level services such as AWS IoT Analytics where you can Talk to us to start your digital transformation today!
  51. 51. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Thank you!

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