Adil Khan 10 months ago
AdiKhanOfficial #FYP Ideas

Machines Trends Predictor

A web based smart platform that would analyze historic patterns of a machine states using Natural Language Progressing (NLP) and predict the future downtime, along with the prediction of future production. Moreover, using NLP, downtime would be smartly categorized into sets of distinct issues or cau

Project Title

Machines Trends Predictor

Project Area of Specialization

Artificial Intelligence

Project Summary

A web based smart platform that would analyze historic patterns of a machine states using Natural Language Progressing (NLP) and predict the future downtime, along with the prediction of future production. Moreover, using NLP, downtime would be smartly categorized into sets of distinct issues or causes of the problem, that would make it easy to diagnose the recurring issues and plan their effective resolution. Graphical interface would provide the users with clear and effective infographic results.

Project Objectives

  1. To minimize downtime that cause delays.
  2. To increase productivity to compete challenging industry.
  3. To predict future outcomes that cause downtime.

Project Implementation Method

We are using waterfall model in our project plus Long Short Term Memory (LSTM) Model of Machine Learning for prediction of downtime. Django framework will be used for development.

Benefits of the Project

Innovation is continually advancing, with new technology continually developing to take care of issues and inefficiencies that the organizations may not know about. Machines Trends Predictor is an online platform that would analyze and predict the future downtime providing the following benefits:

  1. Increase Productivity.
  2. Minimize delays.
  3. Increased revenue.

Technical Details of Final Deliverable

  1. Natural Language processing to convert comment to a standard format with respect to error Code. (in dataset)
  2. Live graphical visualization of previous data and the predicted one.
  3. Reports generation including downtime and productivity report in certain timeline.

Final Deliverable of the Project

Software System

Core Industry

Manufacturing

Other Industries

Core Technology

Artificial Intelligence(AI)

Other Technologies

Sustainable Development Goals

Decent Work and Economic Growth, Industry, Innovation and Infrastructure

Required Resources

Item Name Type No. of Units Per Unit Cost (in Rs) Total (in Rs)
GPU (GEFORCE RTX 2080) Equipment17000070000
Web Hosting, Data gathering and Processing Miscellaneous 11000010000
Total in (Rs) 80000
If you need this project, please contact me on contact@adikhanofficial.com
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