Robotics

AGV / AMR Design and Development in India: Heavy Payload Mobile Robots, explained simply.

Off-the-shelf AGVs from MiR, Mobile Industrial Robots, and Geek+ are excellent — and expensive. For Indian warehousing and manufacturing budgets, custom AGV / AMR programs often pencil out better. Here's the playbook for building one that actually ships.

By YantriX Engineering Team · Robotics Studio3 min read
Custom AMR design in India — 80kg payload autonomous mobile robot with Nav2 navigation

Core idea

What this blog covers

Indian warehousing and manufacturing budgets rarely justify the ₹40-80 lakh price tags of imported AGVs. Custom programs at 30-50% of that cost are achievable — but only with vendors who can integrate mechanical design, drive-train, embedded electronics, and ROS 2 software as one program. Most vendors specialize in one slice and farm out the rest, which adds risk and timeline.

Main discussion

AGV vs AMR — fixed-path guided vehicles vs natural-feature autonomous robots

Understanding the architectural difference between AGVs and AMRs is the first step in project scoping:

• Automated Guided Vehicles (AGVs): Follow pre-defined physical infrastructure such as magnetic tape, floor-embedded inductive wires, or 2D QR-code grid matrices. AGVs follow fixed paths deterministically and stop when an obstacle blocks their corridor, requiring clear pathways and facility floor modifications.

• Autonomous Mobile Robots (AMRs): Navigate dynamically using natural-feature 2D/3D LiDAR SLAM and depth cameras. AMRs build real-time spatial costmaps, calculate optimal global trajectories, and dynamically steer around unexpected obstacles (pallets, forklifts, operators) without modifying facility infrastructure.

Drive-train selection — skid-steer vs differential vs omni

Drivetrain mechanics determine payload stability, turning radius, and floor wear:

• Skid-Steer (Tank-Style): Driven by two independent side wheel pairs or tracks. Offers maximum mechanical simplicity, ruggedness, and lowest BOM cost. Trade-off: tire scuffing during zero-radius spot turns on coated floors, requiring high continuous motor torque.

• Differential Drive: Two center traction drive wheels with spring-loaded corner swivel casters. Provides smooth zero-radius turning without floor scuffing and balanced weight distribution for 50–100 kg industrial payloads.

• Omni-Directional / Mecanum: 3–4 specialized rollers allowing simultaneous translation and rotation. Highly agile in narrow aisles but mechanically complex, sensitive to floor debris, and higher in cost.

Industrial safety & sensor suite (ISO 3691-4 compliance)

Industrial mobile robots must guarantee personnel safety in shared human-robot workspaces. The sensor architecture integrates:

• Safety Laser Scanners: Certified safety LiDAR placed at chassis foot-level with dynamic warning (speed reduction) and protective (instant E-stop) safety fields calibrated to braking distances.

• 3D Depth Cameras: Forward-facing RGB-D cameras (Intel RealSense, ZED 2i) detecting overhead overhangs, low-lying ground obstacles, and forklift tines outside the 2D LiDAR scanning plane.

• Hardware Safety Loop: Dual-channel safety relays, physical mushroom E-stop buttons, audible alarms, and optical AprilTag docking cameras for sub-2.5 cm terminal alignment at charging and conveyor transfer stations.

ROS 2 navigation stack (Nav2 & SLAM)

The autonomous software layer is built on ROS 2 Humble/Jazzy: Nav2 manages global path planning (Smac / NavFn) and local trajectory execution (DWB / TEB local planner) over dynamic voxel costmaps. Mapping runs via slam_toolbox for continuous lifelong SLAM, orchestrated by custom Behavior Trees that handle docking sequences, battery monitoring, and automatic return-to-charger protocols.

Commissioning, deployment timeline & budgeting reality

A custom AMR program typically spans 5–9 months: 8–10 weeks for CAD and chassis fabrication, 6–8 weeks for electronics and ROS 2 bring-up, and 4–8 weeks for on-site facility commissioning. On-site commissioning is critical to tune localization across challenging warehouse surfaces, reflective metal racks, and shifting dynamic ambient lighting.

Working with YantriX on AGV / AMR programs

We engineer custom mobile robots from concept through floor deployment. Read our Flagship Case Study on 80 kg Payload AMR Development with ROS 2 Nav2 &LiDAR SLAM to see full mechanical CAD, BOM breakdown, and docking repeatability data.Explore our complete Robotics Development Services in India to start your project.

Tagged

  • AGV
  • AMR
  • Mobile Robots
  • ROS 2
  • Nav2
  • LiDAR SLAM
  • ISO 3691-4
  • Robotics India

Key takeaways

What readers should remember

  • Skid-steer drive is simpler and cheaper than differential or omni-wheel for most warehousing applications.
  • LiDAR SLAM is the production default for indoor navigation in Indian warehouses.
  • Plan for 50-100 kg payload as the typical Indian use case — beyond 200 kg, drivetrain costs jump.
  • Custom AMR program timelines: 5-9 months from kickoff to commissioning; rush programs are possible but expensive.

Frequently asked questions

Answers from the work itself.

What is the main difference between an AGV and an AMR?

An AGV follows fixed tracks (magnetic tape, floor wires, QR codes) and stops when blocked. An AMR uses LiDAR SLAM and onboard ROS 2 intelligence to navigate freely, dynamically recalculating paths around obstacles without requiring facility infrastructure changes.

What payload capacities are practical for custom AMRs in India?

50 kg to 150 kg payloads represent the most cost-effective sweet spot for custom differential or skid-steer warehouse AMRs. Payloads above 250 kg require heavy-duty planetary gearmotors, industrial suspension, and higher-voltage 48V battery systems.

How long does it take to develop a custom AMR in India?

A ground-up custom AMR program typically takes 5 to 9 months from initial CAD design and chassis prototyping to ROS 2 Nav2 tuning, safety validation, and on-site warehouse floor commissioning.

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