Redirigiendo al acceso original de articulo en 17 segundos...
Inicio  /  Aerospace  /  Vol: 10 Par: 2 (2023)  /  Artículo
ARTÍCULO
TITULO

Analyzing Emerging Challenges for Data-Driven Predictive Aircraft Maintenance Using Agent-Based Modeling and Hazard Identification

Juseong Lee    
Mihaela Mitici    
Henk A. P. Blom    
Pierre Bieber and Floris Freeman    

Resumen

The increasing use of on-board sensor monitoring and data-driven algorithms has stimulated the recent shift to data-driven predictive maintenance for aircraft. This paper discusses emerging challenges for data-driven predictive aircraft maintenance. We identify new hazards associated with the introduction of data-driven technologies into aircraft maintenance using a structured brainstorming conducted with a panel of maintenance experts. This brainstorming is facilitated by a prior modeling of the aircraft maintenance process as an agent-based model. As a result, we identify 20 hazards associated with data-driven predictive aircraft maintenance. We validate these hazards in the context of maintenance-related aircraft incidents that occurred between 2008 and 2013. Based on our findings, the main challenges identified for data-driven predictive maintenance are: (i) improving the reliability of the condition monitoring systems and diagnostics/prognostics algorithms, (ii) ensuring timely and accurate communication between the agents, and (iii) building the stakeholders? trust in the new data-driven technologies.

 Artículos similares

       
 
Sónia Lima, Ana Brochado and Rui Cunha Marques    
This study focused on the unbalanced relationships that can arise in current public?private partnership (PPP) risk management frameworks, especially in developing countries? water sectors. Different stakeholders? perceptions of risk management were exami... ver más
Revista: Infrastructures

 
Manav Garg, Pranshav Gajjar, Pooja Shah, Madhu Shukla, Biswaranjan Acharya, Vassilis C. Gerogiannis and Andreas Kanavos    
The musical key serves as a crucial element in a piece, offering vital insights into the tonal center, harmonic structure, and chord progressions while enabling tasks such as transposition and arrangement. Moreover, accurate key estimation finds practica... ver más
Revista: Information

 
Fulin Wang, Jin Du and Guosheng Su    
As an emerging grinding equipment, roller presses are widely used in Cement industry. The current problem with roller press is that the rolls surface is prone to wear and needs to be replaced regularly. This greatly reduces the service life of the roller... ver más
Revista: Applied Sciences

 
Daewon Kim, Changhee Lee, Sungho Park and Sangseop Lim    
Maritime Autonomous Surface Ships (MASS), an emerging area of digital advancement in shipping and shipbuilding industries, presents a different legal paradigm from that of existing ships. Existing maritime-related industries, including shipping, shipbuil... ver más

 
Huan-Sheng Tseng and Shih-Ming Kao    
Offshore wind power (OWP) has become a new emerging favorable renewable energy in Taiwan. Despite the fact that its development in Taiwan seems promising in the near future, it is facing some unwanted challenges recently, particularly the protests from f... ver más