KIT-Bibliothek

08: Industrie 4.0, Vorlesung, WS 2018/19, 07.12.2018

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Author

Torsten Kröger

Editor

KIT | Webcast

Participating institute

Institut für Anthropomatik und Robotik (IAR)

Genre

Vorlesung

Description

  • 0:00:00 Start
  • 0:02:11 OPC UA Server
  • 0:03:33 Service Discovery and Session Initiation
  • 0:04:43 UPC US Security
  • 0:10:07 Setting Up Secure Sessions Between an OPC-UA Client and Server
  • 0:11:21 OPC UA Message Formats
  • 0:12:24 Transport Protocols
  • 0:13:34 Sending Messages
  • 0:15:59 Address Space Concept
  • 0:17:42 Node Classes
  • 0:22:47 Reading Device Data
  • 0:25:09 OPC UA Software Layers
  • 0:33:53 Data in Industry 4.0: Challenges & Opportunities
  • 0:36:35 Data in Industry 4.0: Typical Data Flow
  • 0:36:45 Fun Excursion: Smart Loos at LHR
  • 0:38:06 What is Big Data?
  • 0:39:32 Data Structures
  • 0:40:00 Data Growth
  • 0:40:16 Data Aggregation and Analytics
  • 0:42:37 loT Devices
  • 0:44:08 From Sensors to Decisions
  • 0:44:44 Some Sources of Data in Industrial Processes
  • 0:50:00 Challenges of Collecting Data
  • 0:51:58 Differences from Traditional Data Analysis
  • 0:55:41 Data Engineering vs. Data Analysis
  • 1:00:18 Big Data vs. Business Intelligence
  • 1:00:59 Data Analytics
  • 1:07:33 Limits of Predictions
  • 1:08:35 KDD Process
  • 1:13:23 Characteristics of Structured Data
  • 1:14:12 Basic Statistical Descriptions of Data
  • 1:17:26 Measuring the Central Tendency
  • 1:19:28 Symmetric vs. Skewed Data
  • 1:20:45 Measuring the Dispersion of Data
  • 1:24:02 Boxplot Analysis
  • 1:25:28 Properties of Normal Distribution Curve
  • 1:26:44 Graphic Displays of Basic Statistical Descriptions
  • 1:28:04 Histogramm Analysis
  • 1:28:13 Positively and Negatively Correlated Data
  • 1:28:16 Data Visualization
  • 1:28:25 Similarity and Dissimilarity
  • 1:28:27 Data Quality
  • 1:28:35 Noisy Data

Duration (hh:mm:ss)

01:29:01

Series

Industrie 4.0, Vorlesung, WS 2018/19

Published on

10.12.2018

Subject area

Computer science

License

KITopen Licence

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