Aicadium partners with premier aviation services provider to enhance productivity and workplace safety
Objective
Improve organisational productivity while prioritising safety
Technology
CCTV + Computer vision AI + Machine learning
Industry
Aircraft maintenance + Aviation + Maintenance, Repair, and Overhaul (MRO)
Aviation Maintenance: An MRO Company’s Pursuit of Excellence
The Maintenance, Repair, and Overhaul (MRO) sector is currently navigating two critical challenges: enhancing productivity to reduce cost and increasing safety awareness to decrease the incidence of accidents. The significance of safety and productivity in aviation maintenance cannot be overstated.
Against this backdrop, Aicadium has partnered with a leading Singapore-based MRO company to usher in a new era of refined aviation maintenance practices. This collaboration melds Aicadium’s AI and data analytics expertise with the MRO company’s focus on a safe working environment and operational efficiency. This innovative initiative promises a paradigm shift in aircraft maintenance by employing computer vision technology, which is adept at converting raw image and video data into actionable insights to ensure a safer and more efficient workplace.
Areas of focus
Aicadium’s AI-powered computer vision solution enhances the capabilities of the existing hardware infrastructure within the MRO facility. By integrating with current surveillance systems, it extends from visual data capture to a comprehensive suite encompassing modeling, data analytics, and data visualisation. Aicadium View extracted footage and images, deploying sophisticated analysis to deliver practical, actionable insights, marking a significant stride in the evolution of MRO operations.
Aicadium View empowers the Base Maintenance Division (BMD) manager with advanced technology and data-driven insights to effectively identify root causes of unproductive processes.
Productivity optimisation
Efficiency and productivity are paramount in the highly competitive aviation industry. By streamlining maintenance and repair processes, downtime is minimised, and aircraft availability is maximised, serving customer demands and cost savings.
Aircraft detection and projection into 3D coordinates
People detection and tracking
People flow / movement analysis within the maintenance facility
People time spent across different work zones for evaluating workforce productivity
Planned maintenance hours vs. actual hours, pinpointing the root causes of unproductive processes
Multi camera tracking for analysing footage from various angles, reducing redundant counts from overlapping camera views
Safety enhancement
Maintaining stringent safety protocols and standards is essential for accident prevention and regulatory compliance. This commitment is instrumental in assisting the Workplace Safety & Facilities Division (WSFD) to create a safer and more secure work environment.
Personal Protective Equipment (PPE) detection, including safety caps, vests, and safety boots worn on the ground
Door safety nets detection at aircraft doors
Safety harness detection while working at height
A holistic overview of surveillance and unsafe act data, compliance trend analysis, and other safety information to proactively improve safety standards.
Our approach
Our team’s AI expertise and experience uniquely positioned us to partner and develop solutions for MRO that would enable them to improve efficiency and accuracy organisation-wide. Our complete pipeline engineering successfully solved MRO areas of opportunity which involved data capture, model training, model inference, and deployment.
Model training
01
Camera infrastructure
02
Visual data extraction
03
Video labeling
04
Model creation
05
Bench- marking
06
Ready for deployment
Model inference
01
Camera integration
02
Pre- processing step
03
Object/ people detection
04
Post processing step
05
Business Logic
06
Output
Aicadium impact
Through a collaborative approach and robust tech offerings, we successfully delivered tailored MRO solutions that boosted safety awareness, reduced cost, and enhanced productivity. Our skilled AI scientists and software developers met the specific customer needs, crafting an intuitive solution accessible to all, regardless of their AI knowledge.
We harnessed the full potential of existing camera infrastructure and other hardware assets to elevate safety and productivity across different work zones. Aicadium View, as a comprehensive solution, which includes multi-camera tracking, PPE detection and the optimisation of planned maintenance schedules, facilitates quicker and more cost-effective operations. This strategic implementation has significantly improved operational efficiency and workplace safety, showcasing our commitment to delivering superior and effective MRO solutions.