Intelligent Scheduling of AMR Robots

How can warehouse AMR robots achieve orderly collaboration on a multi-machine scale? How do they adapt to terminal-diversified logistics scenarios? We analyze how one manufacturer’s system can improve the efficiency of factory logistics for typical scenarios.

Intelligent scheduling can be solved by integrating the ‘smart brain’ of automated logistics. SEER Robotics‘s M4 Smart Logistics Management System, which integrates robot scheduling and business systems, provides a one-stop management service for robot-centered automated warehousing and logistics.

M4 consists of five plates, including the RDS unified resource scheduling system with multi-vehicle scheduling as the core, which can meet the business needs of enterprises in different scenarios of scheduling. It provides the optimal solution for robot task allocation, route planning, traffic control, and equipment docking.

Scheduling Across Floors

In large facilities it is common to perform tasks across multiple floors and areas, and so cooperation between robots and intelligent devices is increasing. As an intermediary, the RDS system will dock the upper-level business systems of customers to exchange data and convey tasks downwards to managing robots and other smart devices such as elevators and automatic doors.

Dynamic Global Programming

In an equipment manufacturing workshop conditions for multiple robots to perform tasks are even stricter, such as the narrow aisles that only allow a single vehicle to pass through and the mixed operation environment of humans and machines, making them highly susceptible to congestion and deadlocks due to conflicting robot paths.

However, the RDS system supports dynamic global collaborative planning. By analyzing the robot’s position in real-time, setting task priorities, and considering environmental changes, it can perform multi-robot path search and traffic control and dynamically adjust paths to avoid congestion.

Toy manufacturer Winfat Holdings has 44 intelligent forklifts, with multiple human-robot interaction scenarios. Based on the collaborative planning of the RDS system dozens of robots avoided deadlocks, congestion, and other problems, achieving an overall production efficiency improvement of 300%.

Prevent Empty Loads

Resource waste caused by unloaded robots has always been a problem for most businesses. To solve this problem RDS introduces the modes of ‘hitchhiking’ and ’pre-ordering’ to improve production efficiency. Based on the integrated evaluation function, the RDS system considers the global optimal task allocation scheme from the bottom and provides the pre-order mode for the round-trip transportation from the warehouse to the production line. It prioritizes assigning waybills to robots that are about to complete their tasks. For multi-storage robots, such as the container robots, it provides the ‘hitchhiking’ mode, which allows them to pick up and place their goods at the nearest warehouse to prevent robots from running empty and increase the tempo.

At the Chinawrr warehouse managers can more accurately understand the dynamics of the area based on the real-time data of the RDS system, which facilitates the dynamic adjustment of the task allocation of the inbound and outbound warehouses. It realizes the inbound and outbound warehousing of 290 pallets/hour unilaterally, and the storage capacity has been increased by 20%.

Beat Simulation

How to accurately assess the production cycle and determine the number of robots required is the first consideration for enterprises to implement robots. RDS creates simulation tasks through the Tianfeng task system, adds the number of robots dynamically, and supports random library and concurrent design to simulate production scenarios in real life, facilitate timely adjustments, and make the most accurate evaluations.

For example, the Swedish factory of Electrolux uses the RDS system to conduct simulation of robot and system interfacing, troubleshoot business logic, optimize multi-system communication and production beat problems. They successfully land the robots to optimize the production process from semi-finished products to finished product transportation.

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Robotics Automation: Cutting Costs and Boosting Throughput

In a strategic partnership that aims to redefine sustainable industry, global recycling giant GEM has teamed up with SEER Robotics, introducing robotics automation to fully automate its production line. The initiative, which includes the deployment of 27 advanced robots, covers the entire manufacturing chain—from raw material handling to final product dispatch.

“Operational costs halved, efficiency doubled, and precision perfected,” said GEM’s Project Director, describing what the company views as a transformative leap in green manufacturing. According to GEM, the automation has already led to a 50% reduction in labor costs and a significant increase in throughput, with robotic automation systems achieving 99% task accuracy.

This collaboration, however, goes beyond automation. It’s being described as a step toward building a closed-loop industrial model for the circular economy. By integrating SEER Robotics’s technical capabilities with GEM’s leadership in green energy, the project lays the foundation for scalable, intelligent upgrades across global manufacturing hubs.

The robots—equipped with real-time data uploading capabilities and integrated weighing sensors—feed information directly into GEM’s Manufacturing Execution and Evaluation System (MEES), allowing for greater visibility and control over production quality. Compatibility with JAM’s proprietary battery system also supports nearly continuous operation, reducing downtime and improving efficiency.

Ease of use remains a focal point. Despite their sophistication, the systems are designed to be intuitive, enabling even frontline employees with minimal experience to operate the robots with basic training.

Beyond efficiency gains, the initiative is positioned as a blueprint for ESG-driven industrial transformation. From dismantling obsolete batteries to optimizing warehouse logistics, the project highlights the potential of human-machine collaboration to reduce carbon footprints and accelerate the transition to zero-waste manufacturing. The partnership also aims to establish a replicable, auditable benchmark for sustainable production practices worldwide.

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Humans and Robots: How Collaboration is Shaping Logistics

In this episode of our podcast, Logistics Business Conversations, Peter MacLeod sits down with Damon He from SEER Robotics to discuss the evolving relationship between humans and robots in warehouse operations. As automation reshapes logistics, Damon sheds light on how robotics enhances, rather than replaces, human roles, creating a more efficient and safer working environment. He highlights that robots don’t eliminate jobs but instead restructure them—allowing workers to focus on higher-value tasks such as robot maintenance, programming, and data analysis.

Key Topics Discussed:

Robots as Collaborators, Not Replacements – How automation supports human workers by taking over repetitive, physically demanding, and hazardous tasks.
Job Creation Through Robotics – Why the introduction of mobile robots doesn’t mean job losses, but instead creates opportunities for higher-skilled roles.
Safety & Efficiency Gains – How robotics reduces workplace injuries, improves accuracy, and enhances productivity.
The Role of AI in Future Warehouses – Damon’s insights on AI-driven robotics and its potential to further optimize logistics operations.
Steps to Automation – Practical advice for businesses looking to integrate robotics, starting with small-scale pilot projects before scaling up.

“It’s time to welcome robots, not resist them.” – Damon He

Listen Now – Available on all major podcast platforms. Don’t forget to subscribe to Logistics Business Conversations for the latest insights from industry leaders!

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Humans and Robots

March marks a major milestone for SEER Robotics, as the smart logistics company gears up to showcase its latest intelligent robotics solutions at two of the world’s most influential logistics exhibitions—LogiMAT Stuttgart and ProMat Chicago.

As a global supplier of intelligent robotics controllers, SEER Robotics will present a comprehensive line-up of hardware and software solutions built around its industry-leading SRC series controllers, highlighting its cutting-edge automation technologies and innovation-driven capabilities.

With a commitment to localization and adaptability, SEER Robotics tailors its solutions to meet the unique needs of different markets, driving the intelligent transformation of global logistics. Visitors to LogiMAT and ProMat will witness region-specific solutions that have already been deployed by world-renowned enterprises, including Schneider Electric, Philips, Hisense, Haier, Gree, Bosch, Volkswagen, ABB, Walmart, and many more.

Where to Find SEER Robotics
LogiMAT 2025 | March 11-13 | Stuttgart, Germany | Hall 8, Booth 8D77
Showcasing: SRC controllers, intelligent stacker forklifts (SFL-CDD14-CE & SFL-CDD15-CE), pallet trucks (SFL-CBD15-CE), single-arm forklifts (SOF-300EU), RDS resource scheduling system, and visualization products.

ProMat 2025 | March 17-20 | Chicago, USA | Lakeside Hall, Booth E12013
Showcasing: SRC controllers, rotary lifting AMRs (SJV-SW600), single-arm forklifts (SOF-300EU), reach trucks (SSR-1400), RDS resource scheduling system, M4 QuickGo application, and visualization products.

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