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ESL PRODUCTS VISCOUS LIQUID EGG HF JUICE DRY FOOD

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https://mash.galdi.it

Problem

•Definition

•Expected Impact

•Evaluation Metric

Collection

•Conversion

•Parsing

•Aggregation

•Alignment

Cleaning

•Quality

•Reconciliation

•Missing Data Handling

•Denoising

•Outlier detection

Modelling

•Feature Extracion

•Building

•Evaluation

Roll-out

•Online Implementation

•Business Outcome

•Improvement

Forecast of

Performance

Index

Alarm Counts

Machine

Time Intervals

Past values of

Performance

Index

Problem formulation: sequence forecasting based on multiple inputs.

Based on Deep Learning to avoid hand-engineered feature extraction

• Accepted paper of preliminary results in:

L. Brunelli, C. Masiero, D. Tosato, A. Beghi, G.A. Susto

Deep Learning-based Production Forecasting in Manufacturing: a

Packaging Equipment Case Study

29th International Conference on Flexible Automation and Intelligent

Manufacturing

24th - 28th June 2019 @ Limerick (Ireland)

• Upgrade machine sensors

• Open dataset on Mendeley Data

be the change you wish to see in the world