Problems Autonomous Mobile Robots (AMRs) Faced while Transforming Logistics within Certain Types of Factories

Problems Autonomous Mobile Robots (AMRs) Faced while Transforming Logistics within Certain Types of Factories


As e-commerce booms and customer expectations rise, factories, warehouses and logistics operations are under constant pressure to deliver faster, more accurately, and with leaner resources.  In response, businesses around the world are adding AMRs that’re complementing how goods are moved, sorted, and managed.  These mobile robots have evolved into agile, scalable tools that can adapt to changing layouts, perform diverse tasks, and work safely alongside human workers.  

Unlike traditional Automated Guided Vehicles (AGVs), which rely on fixed tracks or magnetic strips, AMRs are highly intelligent systems equipped with cameras, LiDAR sensors, and AI-powered processors. This allows them to navigate dynamic environments independently, avoiding obstacles and rerouting in real time, without needing human intervention.  Or so it seems?

While many makers are dishing out plenty of benefits to use AMR despite the above challenges, most are not saying the challenges faced in a manufacturing environment:
  • Load Limitations:  Most AMRs handle lighter payloads (typically up to 1 ton), which may not suit heavy-duty warehouse needs for the near term.
  • Speed & Charging Constraints:  Average speeds cap at ~7 km/h, and charging downtime (2 to 3 hours) needs proper planning to avoid productivity dips.

  • Safety Risks:  Overloading or improper use can still lead to accidents, so regular maintenance and training are essential.

  • Lost:  At times, the switching from one router to the next can cause the robot to lose its location awareness.  Usually, it just takes a few seconds to recover automatically but once in a while, a technician will be required to perform a recovery.

  • Environment:  If there are plenty of stainless-steel panels alongside the travel paths, chances are the sensory systems will be unstable a tad more frequently.  If a narrow path width at its bare minimum is all you can allow, there is a good probability that you will need to “assist” the robots more frequently, especially if the robots can move in both directions.


Looking ahead, AMRs are expected to evolve rapidly, thanks to advancements in AI, 5G connectivity, and drone integration.  AMRs manufacturers and some wealthy end-users are already developing self-learning features that make autonomous decisions in real time.  At Factronics, we see AMRs as more than just a trend but only as part of a combination of systems to form the next-generation of smarter automated material handling.  It can do plenty but not everything.

If you're exploring automation for your facility, our team is ready to help.  Let’s explore how AMRs and other intelligent automation tools can elevate your operations — cost-effectively and at scale.