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Infineon (31 Aug 2021) - Problem Statement (2)

Submitted by admin on Sun, 11/13/2022 - 17:19
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Objectives:

  • Establish integration tools for data extraction, transformation and loading.
  • Develop AI data processing platforms.
  • Scalable for operations implementation.
  • Enable domain experts to perform data analytics independently.

Desired Outcomes:

  • Focus on predictive maintenance for automated material handling equipment.
  • To package prototypes into a suite of recommended platforms and tools. 
  • Develop AI algorithms related to the project scope. 
  • AI SMART Discovery: Demonstrate capability for prototype analytics for the layman.

Current Limitations:

  • Problem centric data analysis: Engineers must analyse a voluminous amount of data for actionable insights through various data sources (OEE, yield, product data & recipes, machine alarms, etc.).
  • High effort, time and subject matter knowledge are required for effective cause and effect analysis.
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AI SMART Discovery for Semiconductor to Identify Improvement Opportunities
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Infineon (31 Aug 2021) - Problem Statement (1)

Submitted by admin on Sun, 11/13/2022 - 17:19
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Objectives:

  • Automate tasks assignment and prioritisation based on technical requirements and technicians’ profiles.
  • Optimise execution with a grouping of tasks to improve efficiency.
  • Predict the demand vs supply and forecast the overtime planning.
  • Identify the technical competency gap among technicians.

Desired Outcomes:

  • Over 34 technicians with different skillsets for operation and engineering tasks are complex and vary widely, from logistical units collection to equipment setup.
  • To have a one-stop solution platform between managers, engineers and technicians.
  • Interactive solution on a mobile device for technicians to receive notifications and report efficiently.
  • If the execution of tasks can be on auto-pilot mode and optimised continuously driven by data analytics, this would significantly improve work efficiency.

Current Limitations:

  • Engineers need to manually book the necessary resources, including equipment and technicians’ availability.
  • Independent systems are used to check and book different resources, e.g. equipment booking, technician scheduling, engineering samples, etc.
  • Manual and tedious effort on engineers to communicate, cross-check, and set priorities with managers and teammates.
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Technical Resource Optimisation (Engineering Tasks) to Improve Work Efficiency
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Schneider Electric (18 May 2021) - Problem Statement (1)

Submitted by admin on Sun, 11/13/2022 - 17:19
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Automatic 3-way invoice match against shipment information & rate cards, for air/ocean freight & customs brokerage/trucking operations.

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Open to providing relevant startups with data sets & more information.

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Freight Audit Payment
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