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Course Overview

This course aims to provide participants an introduction to ThingWorx Foundation as well as Kepware KEPServerEX, which is a widely used industrial IOT and connectivity platforms. The participants will learn the skills in connecting devices and sensors wirelessly to capture equipment performance data based on OPC UA protocol. With the knowledge gain on acquiring, storing and visualising the data with IOT dashboard developed, the participants will then have a chance to apply ThingWorx Analytics software in building the predictive models for anomaly detection in predictive maintenance and prescriptive analysis in advanced manufacturing. 

Application/Entry Requirement

Participants should have relevant working experiences in manufacturing sector.

Who Should Attend

Engineers, Technology Specialist

What You'll Learn

Day 1

9.00 am – 12.00 pm

Industrial IOT Platform

  • Introduction to the ThingWorx Composer
  • User Login
  • ThingWorx Import and Export Utilities
  • Adding Extensions to Enhance ThingWorx Functionality
  • Enable the New Composer link
  • Creating Model Tags
  • Creating Projects

 

12.00 am – 1.00 pm

Lunch Break

 

1.00 pm – 3.00 pm

Industrial IOT Platform (Continue)

  • Characteristics of Things
  • Thing Shapes and Properties
  • Thing Templates
  • Creating Things
  • ThingWorx REST API
  • Mashups

Exercise: Dashboard Development with ThingWorx Foundation

 

3.00 pm – 5.00 pm

Industrial Connectivity

  • Introduction to Kepware
  • Familiarisation with OPC terminology and connectivity terms
  • Setting up device connectivity 
  • Creating a channel, a device and tags 
  • Setting parameters of channel 
  • Interfacing Thingworx with Kepware 
  • Implementation of IoT gateway 

Exercise: Connecting and capturing real time data with Thingworx with Kepware using Sigma Tile module

 

 

Day 2

9.00 am – 12.00 pm

ThingWorx Analytics

  • Introduction to ThingWorx Analytics
  • Familiarisation with ThingWorx Analytics process
  • Setting up data collection 
  • Data cleaning and data preparation

Exercise: Familiarisation of ThingWorx analytics platform

 

12.00 am – 1.00 pm

Lunch Break

 

1.00 pm – 5.00 pm

ThingWorx Analytics

  • Pearson Correlation and finding features from data 
  • Working with various signal profiles 
  • Familiarisation with Machine Learning models 
  • Training and testing a predictive model 

Exercise: Experimenting with various Machine Learning models using ThingWorx analytics platform

 

 

Day 3

9.00 pm – 12.00 pm

Predictive Modelling

  • Validation of Models using performance metrics 
  • Building a model for categorical prediction 
  • Transformation of sensor data for predictive modelling 

Exercise: Implementation of micro services using ThingWorx platform 

 

12.00 am – 1.00 pm

Lunch Break

 

1.00 pm – 5.00 pm

Anomaly Detection

  • Implementation of predictive scoring 
  • Publishing the model to Analytics Manager 
  • Implementation of prescriptive scoring 
  • Time series prediction

Exercise: Implementation of Anomaly Detection for Advanced Manufacturing Applications 

 

Written Assessment (Open Book)

 

 

Certification

 

Participants will be issued with a Certificate of Accomplishment upon meeting 75% of the required course attendance.

Course Schedule

Intake Info Application Closing Date Course Duration

8 - 10 September 2021

20 August 2021

3 weekdays

(9 AM - 5 PM)

APPLY

View the application guide here

Course Fees

Fee Type Item Total Fees (w GST)
Full Course Fee S$1,123.50
SG Citizens aged 39 & below / Permanent Residents S$337.05
SG Citizens aged 40 & above / SME-sponsored SG Citizens & Permanent Residents S$127.05

SkillsFuture Credit Approved. For more details, please click here

 

With effect from 1 Jul 2020, the Workforce Training Scheme (WTS) will be replaced by Work Support Scheme (WSS), for more information, please visit: 
https://www.wsg.gov.sg/programmes-and-initiatives/workfare-skills-support-scheme-individuals.html

Lecturer/Trainer Profile

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Course Contact

  • 67881212
  • 8.30am – 6.00pm (Mon – Thu)

    8.30am – 5.30pm (Fri)

    Closed on Sat, Sun & Public Holidays

    Due to Safe Management Measures, our office is currently closed.

    Please call or email us your enquiry.

    Thank you for your patience and understanding.

  • Website: https://www.tp.edu.sg/tsa
  • Temasek SkillsFuture Academy
    Temasek Polytechnic
    East Wing Block 1A,
    Level 3, Unit 81
    21 Tampines Ave 1
    Singapore 529757

     

  • Temasek Polytechnic reserves the right to alter the course, modify the scale of fee, amend any other information or cancel a course with low enrolment.

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