Rail Inspection

Innovative multimodal data fusion for railway safety and efficiency.

A busy railway yard with multiple trains visible amidst a network of tracks and electrical wires. The scene features several utility poles, some with insulators, and an overhead wiring system. The setting appears industrial with a complex overlay of metal frameworks and structures.
A busy railway yard with multiple trains visible amidst a network of tracks and electrical wires. The scene features several utility poles, some with insulators, and an overhead wiring system. The setting appears industrial with a complex overlay of metal frameworks and structures.
Data Acquisition

Collecting diverse railway inspection data from smart sensors.

A powerful locomotive is on railway tracks surrounded by complex wiring overhead. The train is stationary, captured from the front view. It features detailed signage and logos, including an Indian flag, and mechanical details like vents and lights. The background shows more tracks, electrical poles, and various signals.
A powerful locomotive is on railway tracks surrounded by complex wiring overhead. The train is stationary, captured from the front view. It features detailed signage and logos, including an Indian flag, and mechanical details like vents and lights. The background shows more tracks, electrical poles, and various signals.
Model Architecture

Hybrid framework combining vision transformers and graph networks.

Multiple metallic train carriages are aligned in parallel tracks, viewed from above. The scene is monochromatic, highlighting the symmetrical rows and the industrial feel. The ground between the tracks is dark and appears slightly wet in areas, with the occasional small object scattered around.
Multiple metallic train carriages are aligned in parallel tracks, viewed from above. The scene is monochromatic, highlighting the symmetrical rows and the industrial feel. The ground between the tracks is dark and appears slightly wet in areas, with the occasional small object scattered around.
A large train is elevated on yellow metal platforms inside a maintenance workshop. The undercarriage is visible with various mechanical components and wheels. The setting is industrial with high ceilings and bright overhead lights.
A large train is elevated on yellow metal platforms inside a maintenance workshop. The undercarriage is visible with various mechanical components and wheels. The setting is industrial with high ceilings and bright overhead lights.
Explainability Integration

Embedding SHAP and attention for critical risk feature identification.

Robustness Training

Ensuring model resilience through advanced training techniques.

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Innovative Railway Inspection Solutions

At Zerofault Rail, we revolutionize railway inspection through advanced data acquisition, hybrid modeling, and robust training, ensuring safety and efficiency in railway operations.

A train is approaching, traveling down the railway tracks under a network of overhead electric wires. The tracks are flanked by greenery, with visible trees and foliage. There is a person standing near the tracks, possibly railway staff. Signal lights and various signs are positioned along the tracks, and in the background, a small structure is visible, possibly part of a railway station.
A train is approaching, traveling down the railway tracks under a network of overhead electric wires. The tracks are flanked by greenery, with visible trees and foliage. There is a person standing near the tracks, possibly railway staff. Signal lights and various signs are positioned along the tracks, and in the background, a small structure is visible, possibly part of a railway station.
Our Mission
Our Approach

We integrate explainability and robustness in our models, utilizing multimodal data and advanced techniques to enhance decision-making and risk management for engineers in the railway industry.

Railway Inspection Solutions

We provide advanced multimodal railway inspection services using innovative AI-driven technologies for enhanced safety.

Data Acquisition Fusion
An urban scene with a complex network of train tracks and two metallic trains. The image captures a perspective from an overpass, showcasing the sleek design of the train cars beneath the framework of the bridge. The area appears industrial, with concrete walls and overhead lights.
An urban scene with a complex network of train tracks and two metallic trains. The image captures a perspective from an overpass, showcasing the sleek design of the train cars beneath the framework of the bridge. The area appears industrial, with concrete walls and overhead lights.

Collecting multimodal railway inspection data from smart sensors and UAV platforms for analysis.

A close-up view of the undercarriage of a train showing suspension coils, wheels, and tracks. The angle captures the metallic and rugged textures of the train components against the tracks, with some greenery and rocky ground in the foreground.
A close-up view of the undercarriage of a train showing suspension coils, wheels, and tracks. The angle captures the metallic and rugged textures of the train components against the tracks, with some greenery and rocky ground in the foreground.
A railway maintenance vehicle with large red and white branding on its side is parked on a track. It is equipped with several mechanical arms and platforms, likely used for maintenance tasks. Above, the sky is overcast with clouds.
A railway maintenance vehicle with large red and white branding on its side is parked on a track. It is equipped with several mechanical arms and platforms, likely used for maintenance tasks. Above, the sky is overcast with clouds.
Model Architecture Design

Developing a hybrid framework combining vision transformers and temporal graph networks for data processing.

Robustness Training Techniques

Ensuring model resilience under uncertain conditions through advanced training methodologies.
Innovation

Transforming railway inspection through advanced data fusion.

Expertise

Technology

contact@zerofaultrail.com

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