DT Korea

Service

AI & Automation

Category

AI

Client

DT Korea

Can we develop a QA system for a Aluminum based production line to reduce their defects?

Can we develop a QA system for a Aluminum based production line to reduce their defects?

Can we develop a QA system for a Aluminum based production line to reduce their defects?

To reduce defects, we firstly need to identify why problems occur. Next, to what degree those factors affect the defect rate. Additionally, if I am to vary a parameter, what impact would it have on the overall defect rate?

Janith Dissanayake Portfolio project image
Janith Dissanayake Portfolio project image
Janith Dissanayake Portfolio project image

In order to understand the factors that affect defect rate, we needed an understanding of certain machine, environment and human factors and their effect on the defect rate. Additionally, how much impact these factors have on the defect rate, was quantified through a sensitivity analysis and a correlation analysis.

There were multiple AI solutions including,

  • State-of-the-art transformer based defect and production volume forecasting time series module

  • Defect prediction with employee, machine and environmental data

  • Defect classification

Additionally, Six-sigma graphs to understand the range at which certain parameters have to be kept and what needs to be improved were provided. The implementation of the system has increased the effectiveness of the investments made by company on their QA efforts.

Janith dissanayake's DT Korea project heatmapm section
Janith dissanayake's DT Korea project heatmapm section

If you have a factory that needs a QA system that contains predictive AI models and defect classification systems, reach out to me!

Janith dissanayake's DT Korea project time series forecasting section
Janith dissanayake's DT Korea project time series forecasting section

My life in korea

From Student to employee to employer

Seven years in Korea from a Masters at Seoul National University as a GKS scholar, to an employee as a research engineer and a startup founder of an AI and software company in Korea, Sri Lanka and India

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Let's build something meaningful together

Actual result real results real impacts

Janith Dissanayake

MSc. (Korea), MBA (UK)

BSc. (Sri Lanka), CIMA (UK)

BSAC (UK) Ocean Diver

Hit me up if you're looking for a passionate innovator building smart, sustainable AI and IoT solutions that make real impact.

Let's build something meaningful together

Actual result real results real impacts

Janith Dissanayake

MSc. (Korea), MBA (UK)

BSc. (Sri Lanka), CIMA (UK)

BSAC (UK) Ocean Diver

Hit me up if you're looking for a passionate innovator building smart, sustainable AI and IoT solutions that make real impact.

Let's build something meaningful together

Actual result real results real impacts

Janith Dissanayake

MSc. (Korea), MBA (UK)

BSc. (Sri Lanka), CIMA (UK)

BSAC (UK) Ocean Diver

Hit me up if you're looking for a passionate innovator building smart, sustainable AI and IoT solutions that make real impact.