A Proposal to Model the Monitoring Architecture of a Complex Transportation System

Mallouk, Issam; Berger, Thierry; Majd, Badr Abou El; Sallez, Yves

doi:10.1007/978-3-030-69373-2_39

Cited by 1 publication

(2 citation statements)

References 15 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…The proposed generic model is inspired by previous modeling works based on primary and secondary functions [1,24,25]. Primary functions represent activity (e.g.…”

Section: Generic Modelmentioning

confidence: 99%

“…The set F s i of secondary functions, the system S i and its context C i constitute the head and the body of the holon, respectively. As detailed in [1,25], collaborative relationships exist among holons located on successive levels and allow information flow in the holarchy. For example, for a sub-system, false alarms can be filtered by taking into account the context and the condition of the other similar sub-systems [30].…”

Section: Generic Modelmentioning

confidence: 99%

See 1 more Smart Citation

A generic model of the information and decisional chain using Machine Learning based assistance in a manufacturing context

Mallouk,

Abou el Majd,

Sallez

2023

Math. Model. Comput.

View full text Add to dashboard Cite

Nowadays, manufacturers must deal with huge international competition and continually improve their performances. In this context, several essential approaches namely CBM (Condition-based maintenance), PHM (Prognostics and Health Management), and PLM (Product Lifecycle Management) are used for manufacturing systems to maintain and increase their availability, reliability and performance. This implies that operational usage data of the manufacturing equipment must then be made available to all stakeholders concerned through efficient informational chains. However confronted with a large amount of data, the stakeholders must be assisted in their decision-making. This paper aims to propose a generic architecture that models the information and decision chain from the target system to the relevant stakeholders by assisting them in their decision-making. The proposed generic architecture is illustrated by a use case based on the LSTM (Long Short-Term Memory) algorithm in the context of energy management for a fleet of mobile robots.

show abstract

“…The proposed generic model is inspired by previous modeling works based on primary and secondary functions [1,24,25]. Primary functions represent activity (e.g.…”

Section: Generic Modelmentioning

confidence: 99%