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Home Appliances Predictive Maintenance
- Project
- 17041 SMART-PDM
- Description
- Innovative after sales predictive maintenance service for home appliances, thus helping consumers extend the life of appliances and its monitoring, in line with circular economy strategies
- Additionally, the replacement of non-efficient home appliances for updated appliances and much more efficient ones
- Contact
- Luís Lino Ferreira, ISEP
- llf@isep.ipp.pt
- Technical features
Input(s):
- Algorithms capable of analysing consumption patterns
- Cloud platform for data acquisition, storage and analysis
- Know-how on data analysis
Main feature(s):
- Energy consumption, vibration, and temperature readings
- Consumption Ratings simulation: transforming raw data into a friendly/well known format
- Usage readings, focused on ensuring a responsible usage of the appliances
- Commercial benefits via appliances upgrade/update suggestion: better / more efficient appliances
- Preventive maintenance alerts: -- Commercial benefits via Services -- Sustainability benefits via extended lifetime of the appliance & malfunction reduction
- Malfunction detection -- Click to repair if the appliance is not working
- More data could be translated to a better knowledge of the appliance and it´s top defective components -- To a better predictive management of spare parts production -- To a faster and more efficient repair process
Output(s):
- Predictive maintenance algorithms able to detect and/or predict faults in home appliances
- A system that can detect and predict home appliance faults by analysing their power consumption patterns, vibration and temperature
- A tested API/ testbed
- User Interfaces for end-users (expected final costumers) and maintenance/after-sales professionals
- Standalone Device (the smart connector) to collect energy consumption, vibration, and temperature data
- Integration constraints
- GDPR
- Data complexity and size
- Data readiness
- Targeted customer(s)
Final consumers and maintenance/after sales professionals.
- Conditions for reuse
To be defined by ISEP and CleanWatts to other projects and initiatives, as the technological and developer partners.
- Confidentiality
- Public
- Publication date
- 15-01-2022
- Involved partners
- SONAE (PRT)
- Instituto Superior de Engenharia do Porto (ISEP) (PRT)
- Cleanwatts Digital, S.A. (PRT)