ECC remote consulting service advantages are:
Abstract:The Hierarchical method aims to cluster the dataset by defining the pairwise distance between the points and based on such distance the algorithm group the data in different clusters. Initially each observed data point are linked based in the pair distance, that enable group data in in different clusters until the dataset is divided in three , two and one cluster.In order to demonstrate the Hierarchical cluster method, a case study considering six heat exchangers with four fans each one will be presented. Let´s consider that such Air coolers has four fan each one. Based on PHM program, all fans bearing is being monitored based on vibration online and the Remaining Useful Life (RUL) as well as the Degradation Progression Signature (DPS).
Abstract: The advent of Industry 4.0 introduced new methods for maintenance that enable faster and reliable use of data for classification. The so-called “Convolutional Neural network” can be applied for classification and regression. Concerning classification, the use of images can be applied to train and test a model to classify similar images such as equipment failure during production, wrong assembly, equipment failure or degradation during operation or even detect critical degradation pattern based on Remaining Useful life (RUL) and/or State of Health (SoH) graphs figures. In order to apply the CNN methodology is necessary to collect a set of pictures that aims to classify in the future application based on CNN structures. This paper aims to explain the principle of CNN applied to RUL alert when equipment/component achieves a critical level of degradation.
Key Word: Remaining Useful Life (RUL), Convolutional Neural network(CNN), Convolutional Layers, RELu, Pooling layer, Softmax.
ECC is very proud to have Dr. Eduardo Calixto Article "Reliability 4.0 and FRACAS 4.0“published in the MFA ( Austria Maintenance Association) Book 2020. This paper describes part of our software solution Integrity PRO for asset management 4.0.
Please check the link to MFA to get also the complete book with another wonderful articles and to know how to attend the MFA conference Instandhaltungs Tag at 01-03 September 2020.
The advantage of In-company training are:
1 - Customised for you necessity
2 - Possibility to have a higher number of your employees in the training;
3 - No trip cost for your company, only the trainer go to your location;
4 - Special discount for each attendee.
Contact ECC to have the in-company training.
Our solution for physical asset management Integrity PRO now is integrated with the ARULE (Adaptive Remaining Useful Life) software from Ridgetop. Such integration enable the following