Mobile robots are automated machines designed to perform tasks independently. They can either follow human commands, move autonomously, perceive their surroundings, and execute tasks, or run pre-programmed sequences controlled by software. Compared to traditional fixed robots, mobile robots are more intelligent and adaptable. Today, mobile robots are increasingly popular across various commercial sectors. They are used to assist or replace human labor, and can even perform tasks that are impossible or dangerous for humans to undertake. Mobile robots are now ubiquitous in settings such as factories, logistics warehouses, hotels, hospitals, farms, supermarkets, ports, and construction sites.
Mobile Robot Composition
Mobile robots are robots that can move autonomously or semi-autonomously in different environments and complete pre-programmed tasks. Unlike traditional fixed robots, mobile robots are like humans with brains and bodies. They have the ability to perceive their environment, make decisions, and walk. Mobile robots mainly consist of four parts:
| Mobile Robot Components | Effect |
| Central controller | The controller is similar to the human brain, with computing, analysis, and decision-making capabilities, responsible for path planning and decision-making during task execution. |
| Sensors | Sensors are equivalent to the human senses, primarily including lidar sensors, ultrasonic sensors, cameras, and infrared sensors, used to perceive the surrounding environment during task execution. |
| Chassis drive | The chassis drive is akin to human feet, responding to messages from the “brain” through wheeled, tracked, or legged chassis to adjust movement speed and direction in real time, enabling precise navigation to the target location. |
| Software platform | The software platform is the software integrated into the robot, such as ROS (Robot Operating System), which facilitates secondary development and functional expansion of mobile robots by researchers. |
Types of Mobile Robots
Internationally, mobile robots are generally divided into two major categories: service mobile robots and industrial mobile robots. Service mobile robots include hotel reception robots, household vacuuming robots, restaurant delivery robots, etc.; industrial robots include factory material handling robots, fruit picking robots, port handling robots, construction handling robots,delivery robot , scanning robot, etc. We can roughly classify mobile robots into the following categories based on different classification methods:
Classification by presence or absence of guidance methods
Mobile robots can be classified into guided robots and unguided robots depending on whether they have guidance devices.
| Classification | Description |
| Guided | Guiding movement by placing continuous or intermittent guide objects on the road surface. |
| 1. Fixed path type | Guiding movement by placing continuous guide markers on the road surface |
| 2. Semi-fixed path type | Moving by placing intermittent guide markers on the road surface |
| Unguided | A method of moving without guide objects on the road surface, relying on detecting one’s own position or path. |
| 1. Ground support type | A method of moving without relying on guide objects, using guide devices above the ground to detect one’s own position or path. |
| 2. Autonomous mobile type | A method of moving without using guide objects, using onboard sensors to detect one’s own position or path. |
Classification based on different drive types
Based on the different drive mechanisms of mobile robots, they can be categorized into wheeled drive, tracked drive, legged drive, and hybrid drive. Among these, wheeled drive can be further divided into dual-wheel differential drive chassis robot, four-wheel differential drive chassis robot, omnidirectional wheel drive chassis robot (capable of moving in all directions, including lateral, diagonal, and on-the-spot turns), and Ackermann drive robot (similar to cars, where the front wheels steer and provide propulsion).:
The following table provides a detailed overview of the differences and application examples of various wheeled robots classified by drive type.
1. Two-wheel differential
Structure: Consists of two drive wheels + support wheels; steering is achieved through the speed difference between the two drive wheels.
Features: Simple structure, 2 motors, Low cost, Small turning radius
Applicable: Home vacuum cleaner, restaurant delivery robot
2. Four-wheel differential
Structure:Composed of four drive wheels,
each of which is independently controlled, movement and turning are achieved through left-right wheel differential.
Features: Compared to two-wheel drive, it has stronger load capacity and is more suitable for rough roads
Applicable:Inspection robots, warehouse material handling robot
3. Ackermann
Structure:Similar to a car, it features front-wheel steering and rear-wheel drive or four-wheel drive.
Features:High speed movement and higher driving efficiency.
Applicable:Driverless vehicles, unmanned delivery logistics vehicles
4.Omnidirectional wheels
Structure:Using Mecanum wheels or omnidirectional wheels,
it can move in all directions, such as diagonal movement, lateral movement, and turning in place.
Features:Highly flexible and can pass through narrow spaces, but has limited load capacity.
Applicable:Hospital material transport robots
Classification of robots according to their application
Depending on their intended use, mobile robots can be categorized into cargo-carrying mobile robots, pallet-type mobile robots, pallet-towing mobile robots, unmanned forklifts, commercial floor-cleaning robots, service robots, shelf material handling systems, and robotic arms with attached devices, among others. For more details, please refer to the table below.
Mobile Robot for Transporting Goods
| Representative product name | Picture | Product
link |
| Pioneer LX | ![]() |
https://robots.ros.org/pioneer-lx/ |
| WYN200 | ![]() |
https://www.tanabe-ind.co.jp/mechatronics/agv-wyn-200 |
| KKS AGS | ![]() |
https://kks-j.co.jp/ags/ |
| Fetchrobo Freight500 | ![]() |
https://fetchrobotics.borealtech.com/freight-robots/?lang=en |
| Fdata ROBOT A011 | https://www.fdatabot.com/robots/2WD-indoor-robotics-chassis/ |
Desktop-style Covert Mobile Robot
| Representative product name | Picture
|
Product link |
| Swisslog | ![]() |
https://www.swisslog.com |
| Oppent ECART | ![]() |
https://www.oppent.com/en/solutions |
| MiR MiR100 | ![]() |
https://cssi.com/product/mir100-amr/ |
| Grenzebach | ![]() |
https://www.grenzebach.com/en-us/markets/intralogistics/ |
| Aethon Tug T2.5 | ![]() |
https://aethon.com/ |
Shelf Handling Logistics System
| Representative product name | Picture | Product link |
| Geek+M200C | ![]() |
https://www.geekplus.com/product/moving |
| Prime | ![]() |
https://www.primerobotics.com/robots/shelf-to-person/ |
| Mir shelf lift 600 | ![]() |
https://mobile-industrial-robots.com/products/applications/mir-shelf-lift-600 |
Robot Equipped With a Robotic AMR
| Representative products | Picture | Products link |
| Robotnik RB-KAIROS+ | ![]() |
https://robotnik.eu/products/mobile-manipulators/ |
| clearpathrobotics | ![]() |
https://clearpathrobotics.com/husky-ugv-mobile-manipulation/ |
| Fetch Mobile Manipulator | ![]() |
https://fetchrobotics.borealtech.com/robotics-platforms/fetch-mobile-manipulator/?lang=en |
| Robotnik | ![]() |
https://robotnik.eu/mobile-manipulators-combining-mobility-and-manipulation-for-diverse-environments/ |
| Omron | ![]() |
https://automation.omron.com/en/us/industries/electric-vehicle-manufacturing/r/moma |
Unmanned Fforklift
| Representative products | picture | Product link |
| toyotaforklif | ![]() |
https://www.toyotaforklift.com/lifts/automated-guided-vehicles |
| hyster | ![]() |
https://www.hyster.com/en-us/north-america/technology/automation/hyster-automation/#220ae7b8-907a-45d3-9fd7-771640464661 |
| Seegrid VGV | ![]() |
https://seegrid.com/ |
| lindeRobo Balyo | ![]() |
https://www.balyo.com/ |
Commercial Floor Cleaning Robot
| Representative products | Picture | Product link |
| Avidbots Neo | ![]() |
https://avidbots.com/ |
| T7AMR | ![]() |
https://www.tennantco.com/en_us/1/machines/scrubbers/robotic-scrubbers.html |
| Fybots | ![]() |
https://www.fybots.com/ |
| cleanfix | ![]() |
https://cleanfix-robotics.com/ |
Service Robot
| Representative products | Picture | Product link |
| Hotel delivery robot
relayrobotic |
![]() |
https://relayrobotics.com/relay-delivery-robots-for-hotels/ |
| Last mile delivery robot
starship |
![]() |
https://www.starship.xyz/ |
|
restaurant robot Keenon T10 Robot |
![]() |
https://www.robotlab.com/delivery-robots?srsltid=AfmBOopbfShKeenon T10 RobotkdqerpPTfbMX90r1ymuNAbigdTdvlBn7V_Mc4rehDss14 |
| Inspection robot
Fdata Robot |
![]() |
https://www.fdatabot.com/market-served/police-robots/ |
| harvesting robot
Fdata Robot |
![]() |
https://www.fdatabot.com/fruit-picking-robots/ |
| logistics delivery robot Fdata Robot | ![]() |
https://www.fdatabot.com/market-served/transportation-robots/logistics-robots/ |
| Port delivery robots
Fdata Robot |
![]() |
https://www.fdatabot.com/market-served/transportation-robots/dock-transportation-robot/ |
| Shelf scanning robot
Fdata Robot |
![]() |
https://www.fdatabot.com/scanning-robot/ |
| Agricultural delivery robot
Fdata Robot |
![]() |
https://www.fdatabot.com/market-served/transportation-robots/agricultural-transportation-robot/ |
| Factory logistics handling robot
Fdata Robot |
![]() |
https://www.fdatabot.com/market-served/transportation-robots/factory-material-transportation-robot/ |
| Construction transport robot | ![]() |
https://www.fdatabot.com/market-served/transportation-robots/construction-transportation-robot/ |
| Drone charging robot | ![]() |
https://www.fdatabot.com/unmanned-drones-robotic-complex/ |
How to Choose the Right Mobile Robot
Choosing the right mobile robot (AGV/AMR) is crucial to the success of a project. Therefore, we need to consider multiple factors. Below are several factors to consider when selecting a mobile robot.
Step 1: Clarify your project requirements
When contacting mobile robot manufacturers, you need to think clearly about the following questions
1. What task will the mobile robot perform?
-Transportation: What is being transported? (Semi-finished products, finished products, shelves, pallets, food, fruit)
-Towing: Is it pulling materials or hooking them?
-Inspection: Indoor or outdoor inspection, or inspection of special locations such as mines?
2. Load of mobile robots
– Goods dimensions: The dimensions of the goods to be moved, including length, width, height, and center of gravity, determine the size of the robot’s load-bearing surface.
3. Mobile robot operating environment
– Indoor or outdoor: Is the indoor environment a warehouse, workshop, or other space? Consider whether indoor areas require elevator access and whether there are thresholds that need to be crossed. For outdoor areas, consider slope and road conditions.
– Ground conditions: Is the surface a flat cement floor, epoxy flooring, or uneven steel plates with gaps? This affects navigation methods and wheel selection.
-Human-machine interaction level: Is the area a densely populated zone, a mixed pedestrian-vehicle zone, or a completely isolated unmanned zone? This directly relates to safety standards.
-Dynamic obstacles: Are there large numbers of randomly moving people, forklifts, or other vehicles in the environment?
-Infrastructure: Are there sufficient widths, elevators, or automatic doors? Does the environment need to be modified for the robot? (e.g., installing QR codes or reflective panels)
4. What kind of workflow is needed?
-Route complexity: Is it a simple point-to-point transport from point A to point B, or does it require passing through multiple stations and stopping at multiple points?
-Interface requirements: Does it need to automatically interface with elevators, automatic doors, conveyor belts, roller conveyors, or lifts?
-Charging method: Is it manual charging, opportunity charging (automatically charging at a charging station during task breaks), or battery swapping?
-Scheduling requirements: Do multiple robots need to work in coordination? Is integration with your MES (Manufacturing Execution System), WMS (Warehouse Management System), or ERP (Enterprise Resource Planning System) required?
5. Performance indicators
-Efficiency: How many trips need to be completed per hour/day? This places requirements on the robot’s speed, acceleration, and task switching time.
– Reliability: What is the expected uptime? (e.g., >99.5%)
-Accuracy: What is the repeatability accuracy requirement for the docking point? (±10 mm, ±5 mm, or ±1 mm?) This is critical for loading and unloading.
Step 2: Evaluate key technology options Navigation method
| Navigation Methods | Principle | Advantages | Disadvantages | Applicable Scenarios |
| Magnetic Tape | Travel along magnetic strips or magnetic nails affixed to the ground. | Low cost, fixed path, mature technology, high accuracy | Difficulties in changing the path (requires reapplication), no metal interference on the ground | Simple handling with fixed paths, stable environments, and high precision requirements |
| Lidar SLAM | Scan the surrounding environment (walls, pillars, etc.) with a laser radar to construct a map and determine location. | High flexibility (path set via software, easy to change), no need to modify the environment, suitable for complex dynamic environments | High cost, may be unstable in environments with repetitive features or open spaces (such as large warehouses) | Human-machine mixed flow, frequent path changes, the mainstream choice for modern warehousing |
| Visual SLAM | Use a camera to identify environmental features or special markers to determine location. | Potentially lower cost, rich information | Sensitive to changes in light, high computational complexity, stability easily affected by the environment | Applications requiring stable lighting and cost sensitivity, such as e-commerce warehouses |
| QR Code | Read QR codes on the ground to determine location. | Very high positioning accuracy, low cost | Frequent labeling required, high maintenance (codes easily become dirty or damaged), poor path flexibility | Highly precise docking requirements for “goods-to-person” picking stations |
| Inertial navigation (odometry) + | Typically combined with other methods, such as wheel encoders and IMUs (inertial measurement units) to calculate location. | Provides continuous position estimation | There is cumulative error, so regular calibration is required. | As an auxiliary navigation tool, it can be used in conjunction with QR codes or magnetic pins. |
Conclusion: Currently, laser SLAM is the mainstream trend for flexible and intelligent applications. Unless there are special requirements for high precision or low-cost fixed paths, it should be given priority consideration.
Step 3: Movement method (chassis type)
Two-Wheel Differential: The most common type, consisting of two drive wheels and several swivel wheels. It has a simple structure, low cost, and zero turning radius. It is suitable for most indoor transportation scenarios.
McNaughton Wheels: Enable omnidirectional movement (forward, backward, left, right, diagonal, lateral, and rotation). Highly flexible, suitable for operation in narrow spaces. However, it is expensive, requires a smooth floor surface, and has high energy consumption. Commonly used in medical logistics.
Steering Wheel: Similar to a car’s steering mechanism. High load capacity, smooth operation, suitable for heavy-duty (ton-class and above) and outdoor high-speed applications. However, it has a large turning radius. Commonly used in agriculture and industrial logistics.
Step 4: Safety Performance
Multi-level safety protection: laser obstacle avoidance sensors, vision, and ultrasonic multi-sensor fusion enable path planning, collision avoidance, and collision risk reduction, as well as an emergency stop button for unexpected situations.
Certification: compliance with international safety standards (such as CE, UL, etc.).
Step 5: Software and system integration capabilities
Scheduling System (Fleet Management System): The core of multi-robot collaboration. A good scheduling system can optimize task allocation, path planning, and traffic management to avoid congestion and deadlocks.
API Openness: Can it easily interface with your upper-level systems (WMS/MES/ERP) to achieve task distribution, status feedback, and data upload
Mobile Robot Supplier Evaluation and Selection
1. Compile a list of candidates: Use online searches, industry exhibitions, and recommendations from peers to compile a list of 3-5 potential suppliers.
2. Communicate requirements: Provide each supplier with the detailed requirements identified in step 1 and ask them to provide preliminary proposals and quotes.
3. Watch on-site demonstrations (critical!):
It is essential to observe demonstrations in your company’s environment (Proof of Concept, PoC). Request that suppliers bring the robot to your actual site for testing to assess its maneuverability, accuracy, stability, and human-machine interaction in real-world scenarios.
Observe how the robot reacts to dynamic obstacles (e.g., suddenly appearing pedestrians).
Test its docking accuracy.
4. Evaluate the supplier’s comprehensive strength:
Technical team: Are they professional and responsive?
Successful cases: Do they have successful cases similar to your industry? You can visit the customer site to investigate.
After-sales service: How long is the after-sales response time? Is the supply of spare parts sufficient? Do they provide remote support?
5. Total Cost of Ownership (TCO)
Don’t just compare the unit price of robots. Calculate the total cost of ownership, including: hardware purchase price, software license fees, deployment and implementation fees, environmental modification fees, post-installation maintenance fees, and training fees.
Summary: Quick selection checklist for choosing the right chassis supplier
The Future of Mobile Robots
With labor costs continuing to rise, robots are playing an increasingly important role in our lives. Currently, global issues such as aging populations and recruitment difficulties are becoming increasingly serious. In the future, mobile robots will be widely used in manufacturing industries such as semiconductors, new energy, transportation, and 3C electronics manufacturing, promoting quality and efficiency improvements and high-quality development in various industries.
Mobile Robot Supplier Evaluation and Selection
1. Compile a list of candidates: If you want to find a mobile robot company, please use online searches, industry exhibitions, and recommendations from peers to compile a list of 3-5 potential suppliers.
2. Communicate requirements: Provide each supplier with the detailed requirements identified in step 1 and ask them to provide preliminary proposals and quotes.
3. Watch on-site demonstrations (critical!):
It is essential to observe demonstrations in your company’s environment (Proof of Concept, PoC). Request that suppliers bring the robot to your actual site for testing to assess its maneuverability, accuracy, stability, and human-machine interaction in real-world scenarios.
Observe how the robot reacts to dynamic obstacles (e.g., suddenly appearing pedestrians).
Test its docking accuracy.
4. Evaluate the supplier’s comprehensive strength:
Technical team: Are they professional and responsive?
Successful cases: Do they have successful cases similar to your industry? You can visit the customer site to investigate.
After-sales service: How long is the after-sales response time? Is the supply of spare parts sufficient? Do they provide remote support?
5. Total Cost of Ownership (TCO)
Don’t just compare the unit price of robots. Calculate the total cost of ownership, including: hardware purchase price, software license fees, deployment and implementation fees, environmental modification fees, post-installation maintenance fees, and training fees.
Summary: Quick selection checklist for choosing the right chassis supplier
The Future of Mobile Robots
With labor costs continuing to rise, robots are playing an increasingly important role in our lives. Currently, global issues such as aging populations and recruitment difficulties are becoming increasingly serious. In the future, mobile robots will be widely used in manufacturing industries such as semiconductors, new energy, transportation, and 3C electronics manufacturing, promoting quality and efficiency improvements and high-quality development in various industries.
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