Knowledge
Dark Factory: Autonomous Floor Cleaning in Complete Darkness
Discover how the Cleanfix RA660 Navi XL enables autonomous floor cleaning in complete darkness using 3D ADAR ultrasonic sensing, industrial-grade safety, and natural feature navigation.
How the Cleanfix RA660 Navi XL Redefines Industrial Floor Cleaning
Industrial environments are changing rapidly. Automated production lines, dark factories, and 24/7 logistics operations require technologies that can operate reliably — regardless of lighting conditions.
Traditional autonomous cleaning robots often rely heavily on camera-based navigation and vision systems. While effective in many applications, these technologies can become limited in environments with poor lighting, reflections, dust, or complete darkness.
The new Cleanfix RA660 Navi XL was developed specifically to address these challenges.
Reliable Navigation Without Ambient Light
Powered by next-generation 3D ADAR ultrasonic sensing technology from Sonair, the RA660 Navi XL can reliably detect obstacles even in complete darkness.
Unlike conventional vision-based systems, the robot does not depend on ambient light to operate safely and efficiently. This enables autonomous floor cleaning during night shifts, lights-out production, or in facilities where lighting conditions constantly change.
The system reliably detects:
✔️ Small and low-lying obstacles
✔️ Transparent and reflective objects
✔️ Pallets and dynamic obstacles
✔️ Obstacles in dusty or challenging industrial environments
This allows the robot to clean fully autonomously and almost unnoticed during ongoing industrial operations.
Built for Commercial and Industrial Applications
The RA660 Navi XL was designed for demanding commercial and industrial environments, including:
- Dark factories
- Warehouses and logistics centers
- Automated production facilities
- Manufacturing plants
- Night-time cleaning operations
Its robust autonomous navigation system makes it suitable for environments where reliability, uptime, and operational continuity are critical.
Instead of relying purely on conventional SLAM-based navigation, the RA660 Navi XL uses proven natural feature navigation technology from BlueBotics. This approach allows the robot to navigate dynamically using permanent environmental features, enabling stable long-term operation even in complex and changing industrial environments.
Compared to traditional SLAM-only systems, natural feature navigation offers higher repeatability, more reliable localization, and better scalability for professional AMR deployments across large facilities and multiple floors.
BlueBotics explains the differences and common misconceptions around SLAM and natural feature navigation in detail here: https://bluebotics.com/slam-navigation-ant-navigation-myths/
Safety for Professional Autonomous Operation
In addition to advanced obstacle detection, the RA660 Navi XL features an IEC 63327:2021 compliant safety system designed specifically for commercial autonomous floor cleaning robots.
This helps ensure safe operation around people, equipment, and dynamic industrial environments.
Autonomous Cleaning for the Next Generation of Industry
As industrial facilities continue to automate, cleaning processes must evolve as well.
With reliable operation in complete darkness, advanced ultrasonic perception technology, industrial-grade safety architecture, and proven natural feature navigation, the Cleanfix RA660 Navi XL represents a new generation of autonomous floor cleaning designed for modern industrial infrastructure.

