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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Accessible Robot Manufacturing

Logistics Business got an exclusive interview with Miya Gong (pictured alongside our Will Priestman), Marketing Manager of SEER Robotics at LogiMAT Stuttgart, to learn more about robot manufacturing.

Logistics Business: Miya, LogiMAT 2025 has just concluded. This was SEER Robotics’ third time participating. What were the key highlights this year?

Miya Gong: Yes, this year was incredibly important for us. Under the theme “Build Your Own Robot Fleet Within Days,” SEER Robotics focused on addressing customer challenges and real-world applications. We showcased a wide range of intelligent forklifts, composite robots, and our one-stop robot-building solution. Beyond hardware innovations, we also introduced new scheduling systems and visualization technologies to make robot deployment easier and faster for businesses looking to adopt automation.

Logistics Business: Which products received the most attention at the event?

Miya Gong: Our SFL-CDD14-CE high-reach forklift remained a top choice for European customers. This year, it featured multi-layer cage stacking, significantly improving vertical space utilization. Equipped with AI-driven vision algorithms and 3D LiDAR, it ensures precise positioning and adaptive fork handling without human intervention, enhancing both efficiency and safety.

Another standout was the SFL-CBD15-CE ground transportation forklift. It operates with trackless SLAM navigation, enabling autonomous path planning and navigation in dynamic environments without requiring modifications to existing infrastructure. It also achieves twice the speed of traditional forklifts and features dual-battery technology for extended runtime, supporting 8-hour continuous operation with just 1-hour fast charging—perfect for 24/7 unmanned logistics.

Logistics Business: Beyond forklifts, what advancements has SEER Robotics made in robot manufacturing?

Miya Gong: Our goal is to make robot manufacturing accessible to everyone. This year, we presented a one-stop robot-building solution that includes essential components: core control modules, perception modules, execution modules, and energy modules. The foundation of this solution is the SEER Robotics SRC series controllers, which range from entry-level to advanced safety-certified models, allowing customers to customize robots based on their specific needs.

One of the major highlights was the SBA-400EU, a safety robot chassis powered by the SRC-3000FS controller. We featured a transparent shell design to give visitors a clear view of its internal components and used our Roboshop software for live demonstrations, allowing them to experience the hardware-software interaction firsthand. This open ecosystem lowers barriers for companies looking to integrate automation into their operations.

Logistics Business: SEER Robotics is known for its strong digital ecosystem. How do your software solutions help customers improve efficiency?

Miya Gong: Our RDS (Resource Dispatch System) is a prime example. It enables unified management of all robots and automation equipment within a facility, ensuring seamless coordinationand efficient logistics workflows.

Additionally, our visualization solutions, including Meta-Map (2D visualization), Meta-Map Pro (3D visualization), and Meta-World (digital twin technology), provide real-time monitoring and comprehensive insights into factory operations. These tools enhance transparency, allowing businesses to optimize workflows and increase productivity.

Logistics Business: SEER Robotics hosted several special events during LogiMAT. Could you share more about them?

Miya Gong: Absolutely! One of the major highlights was our SEER Robotics Ecosystem Partner Certification Ceremony. We welcomed iGrow Network from Slovakia and Hesse Robot from Hungary as new certified partners, marking a significant milestone in our expansion across Europe. This certification program strengthens our partnerships and accelerates the adoption of automation solutions in local markets.

We also hosted interactive experiences at our booth, including a YouTube livestream, media interviews, software demos, and hands-on robot testing, allowing attendees to engage with our solutions up close.

Logistics Business: SEER Robotics has successfully expanded into 65+ countries. What’s next for your global strategy?

Miya Gong: Our key focus is localizing our solutions and strengthening our global partnerships. Rather than simply exporting technology, we aim to collaborate with local integrators and manufacturers to create tailored automation solutions. By enhancing adaptability and ecosystem compatibility, we ensure our technologies can be deployed efficiently across various industries.

Logistics Business: Thank you for sharing these insights! We look forward to seeing SEER Robotics’ future innovations.

Miya Gong: Thank you! If you missed the chance to visit our booth in person, don’t worry! Stay tuned and explore how SEER Robotics is making intelligent robots more accessible than ever!

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Robotics Help Philips Factory Logistics

 

Robotics Help Philips Factory Logistics

Recently, in order to accelerate the automation and digitization of warehouse racking transfer, and to reduce the manual handling workload, Philips Netherlands factory has introduced the CE-certified forklift SFL-CDD14-CE , which not only reduces the intensity of manual work but also eliminates the safety hazards in the operation area, and significantly improves the overall transfer efficiency of the warehouse.

Philips site needs and challenges

In Philips factory operations, the transfer of racks between the warehouse and the production area faces a number of challenges and needs:

– Automate and digitize the transfer: Traditional methods of transferring racks in the warehouse rely on manual handling, which is inefficient and error – prone. Philips wanted to introduce an automated solution to enhance logistics efficiency and management.
– Reduce manual handling workload: The shelves are high and heavy, making manual handling very intense. This can easily lead to employee fatigue and workplace accidents. Therefore, there was a need for equipment to replace manual handling.
– Ensure the safety of shelf transfer process: There are potential safety hazards during shelf transfer, such as tipping and collision. Effective safety measures are needed to ensure the safety of personnel and equipment.
– Flexible adaptation to production needs: Production plans may change at any time. The shelf transfer program needs to be able to quickly respond to production changes to achieve flexible scheduling and efficient operations.

Highlights of the Solution

– CE-Certified, Ideal for Overseas Markets

SEER ROBOTICS offers various types of CE-certified autonomous forklifts. The products are internally equipped with SEER ROBOTICS’ Safety Controller for Autonomous Forklift SRC-3000FS. The SFL-CDD14-CE product selected by Philips has CE and UL certifications and has passed the ISO3691-4 certification, enabling worry-free export to the European market.

– Rotational Charging, More Flexible and Efficient

According to the area division at the Philips site, the charging area for autonomous forklifts is relatively narrow. To solve this problem, SEER ROBOTICS has set up a ‘rotational charging’ mode. The forklifts operating on site are charged in sequence, achieving an even distribution of power and avoiding power depletion situations. Based on this, it not only improves the charging efficiency and extends the service life of forklifts but also reduces energy waste.

– Multiple Measures, Ensured Safety

The SFL-CDD14-CE has extremely high safety attributes. The fuselage is equipped with 3D obstacle-avoidance cameras, distance sensors, etc., achieving 360-degree three-dimensional safety protection. According to the on-site environment, SEER ROBOTICS has set the optimal forklift operation routes, working hours, and pallet placement positions, and has finely adjusted the forklift identification parameters and safety parameters to achieve both safety and efficiency. In addition, a specific safety area is set up. In case of an unexpected situation, it supports a one-click arrangement for forklifts to go to the designated area.

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Humans and Robots: How Collaboration is Shaping Logistics

 

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!

CLICK HERE TO LISTEN

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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Experience the Future of Smart Logistics

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.

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.

Localized Innovation for a Global Market

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.

Philips Case Study

One standout example of SEER Robotics’ impact is its intelligent warehouse automation solution for Philips, designed in collaboration with local partners to optimize warehouse management and logistics efficiency. Watch the video here.

CE-Certified for the EU Market
• The SFL-CDD14-CE intelligent stacker forklift is equipped with SRC-3000FS safety controllers, meeting CE, UL, and ISO 3691-4 certifications—ensuring compliance with European safety standards for industrial applications.

Enhanced Safety & Human-Robot Interaction
• Given the frequent interaction between forklifts and personnel, SEER Robotics implemented a multi-layered safety strategy, integrating 3D obstacle detection, distance sensors, and 360° protection.
• Smart navigation optimizes forklift routes, pallet positioning, and operational timing, minimizing risk while maximizing efficiency.
• Dedicated safety zones enable instant response mechanisms in case of emergencies.

Compact Design for Narrow Aisles
• With a body width under 1m and a turning radius of just 1.2m, the SFL-CDD14-CE forklift is engineered for high-density storage environments, seamlessly maneuvering through tight warehouse spaces.

User-Centric Customization
• To improve operational efficiency, SEER Robotics customized a PDA-based interface for Philips, aligning with local user habits and simplifying order management.
• Comprehensive technical support and training ensure seamless adoption and ease of use.

Smart Power Management with Rotational Charging
• Limited charging space posed a challenge for Philips’ warehouse operations. SEER Robotics implemented a rotational charging system, ensuring an optimal charging sequence for all forklifts, balancing energy consumption, and extending battery life—ultimately enhancing efficiency and reducing energy waste.

Driving Efficiency & Safety at Scale

By integrating SEER Robotics’ SFL-CDD14-CE intelligent stacker forklifts, warehouse operations at Philips are now fully automated — from material transfers to fleet coordination. Employees can simply issue tasks via PDA, while the RDS resource scheduling system orchestrates autonomous fleet operations, charging cycles, and collaborative workflows. The result? Significantly improved warehouse efficiency, enhanced safety standards, and seamless adaptability to Philips’ production needs.

On Display at LogiMAT & ProMat

With a growing portfolio of proven real-world deployments, SEER Robotics aims to reshape the landscape of autonomous logistics — delivering next-level robotic intelligence, safety, and operational efficiency. At LogiMAT and ProMat, visitors will experience firsthand how SEER Robotics is breaking barriers in automation and accelerating the global adoption of intelligent robotics solutions.

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Strategic Partnership Drives Automation Innovation

Schneider Electric, a global leader in energy management and automation, is leveraging SEER Robotics’ technology to transform its logistics and production processes through a strategic partnership. With a strong presence in energy efficiency and automation, Schneider Electric continues to push the envelope in smart manufacturing by integrating intelligent robots and advanced logistics management systems into its global operations.

Schneider Electric: A Pioneer in Smart Manufacturing

Schneider Electric’s commitment to innovation has earned several of its global production facilities the prestigious title of “Lighthouse Factories,” which are recognized as the benchmarks of the industry. These factories stand as a testament to Schneider Electric’s unwavering dedication to advancing automation and smart manufacturing.

But the journey to becoming an industry leader doesn’t end with technology—it’s about how they leverage that technology to improve operational efficiency and safety across their operations. That’s where SEER Robotics enters the picture, providing vital support in optimizing logistics and warehouse automation.

Driving the Future of Logistics

Since 2021, Schneider Electric has been gradually introducing SEER Robotics’ smart logistics solutions into its core factories in Shanghai, Wuxi, and beyond. These solutions are designed to optimize production workflows, drive efficiency, and reduce operational costs, ensuring that the company maintains its competitive edge.

In 2024, Schneider Electric took another significant step forward by partnering with SEER Robotics at its U.S. manufacturing site in Tennessee. The collaboration introduced SEER Robotics’ Laser SLAM-powered intelligent forklifts and the M4 Smart Logistics Management System to optimize warehouse operations. These technologies are enabling Schneider Electric to streamline its warehouse processes, reduce manual labor, and enhance overall productivity—empowering them to maintain a smooth flow from semi-finished product lines to storage.

Smart Solutions for a Smarter Future

Here’s a look at the key benefits of this smart logistics solution:

1. Laser SLAM Navigation for Greater Flexibility

SEER Robotics’ forklifts are equipped with Laser SLAM navigation technology, which ensures that they can operate in diverse and dynamic factory environments without the need for extensive site modifications. These autonomous forklifts boast an impressive repeat positioning accuracy of up to ±5mm, allowing them to perform precise tasks, such as moving goods across the factory floor, with ease.

2. Enhanced Safety with Refined Obstacle Avoidance

Safety is paramount when it comes to human-robot interaction. At Schneider Electric’s U.S. site, where smart forklifts frequently interact with human-operated ones, SEER Robotics’ system takes safety to the next level. The obstacle avoidance system was specifically optimized to meet the challenges of the warehouse environment, improving the accuracy of obstacle detection and ensuring that both workers and robots can operate safely side by side.

3. Interconnected Systems for Efficient Operations

The M4 Smart Logistics Management System integrates fleet management, task management, and warehouse management into a seamless, all-in-one solution. By linking the intelligent forklifts with the roller production lines, it ensures real-time coordination and boosts operational efficiency across the entire factory floor. This level of interconnectivity is transforming how Schneider Electric manages its production processes.

4. Adaptive Solutions for Non-Standard Applications

Industrial environments often come with unique challenges that require tailored solutions. SEER Robotics meets this challenge with standardized products that can be quickly adapted to different operational needs. At Schneider Electric’s U.S. facility, the forklift’s routing system was dynamically adjusted to optimize the movement of goods. Additionally, special attachments were added to pallets to allow seamless integration with robots and other smart devices, ensuring maximum efficiency across operations.

A Vision for the Future of Smart Logistics

This collaboration between SEER Robotics and Schneider Electric is more than just a technological integration. It’s a vision for the future of smart logistics. With advanced robotics and intelligent systems working in harmony, Schneider Electric is setting the stage for a new era of manufacturing that is efficient, safe, and adaptable to the evolving needs of the industry.

As more companies look to integrate smart solutions into their operations, Schneider Electric’s approach—backed by SEER Robotics’ innovations—demonstrates how technology is helping businesses not only meet today’s challenges but also prepare for the future.

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