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Breaking through the "difficulties" of mixed scheduling for multi-category AGVs, unblocking digital "bottlenecks," and empowering智能制造's digital transformation with a unified "network" approach!


Sharing a benchmark case study on mixed scheduling of multi-category AGVs!


 

 

Due to Manufacturing industry Production Its discreteness, early-stage enterprise adoption Automation system It merely addresses the needs of individual scenarios, lacking unified top-level design and comprehensive planning. As a result, "information silos" are common, and there’s often no intelligent coordination between upstream and downstream processes—relying instead on manual intervention. Additionally, full automation at single points remains elusive, while isolated, fragmented automation steps persist across the board. 。

And along with AG As robots become increasingly widespread in various applications, the issue of "information silos" among AGV manufacturers is becoming more pronounced. This has led to a series of challenges and bottlenecks that significantly hinder the efficiency of many intelligent manufacturing scenarios, severely limiting companies' production rhythms, capacity, and overall productivity—and ultimately impeding their digital and intelligent transformation and upgrade in manufacturing. Specifically reflected in:

 

01. Challenges in Hybrid Scheduling of Multi-Category Robot AGVs

 

Different AGV manufacturers operate with independent system management, lacking coordination and integration. AGV traffic lanes are narrow, leading to inefficient traffic control. Moreover, multiple AGVs often share the same space simultaneously, further straining limited areas. And when production capacity fluctuates, AGV scheduling becomes inflexible, resulting in wasted resources. So, how can we break this cycle?

 

02. Full digitalization, Intelligent and Collaborative "Bottlenecks"

 

In the early stages of adopting automation systems, manufacturing companies often address only specific, isolated scenarios—without a unified, top-level design or comprehensive planning. As a result, "information silos" frequently emerge, and there’s a lack of intelligent coordination between upstream and downstream processes, often requiring manual intervention. This leads to widespread issues like partial automation while certain tasks still rely on human operators, as well as fragmented, disconnected automation efforts across the production line. Such challenges severely hinder a company’s production rhythm, overall capacity, and operational efficiency. So, how can these problems be effectively addressed?

 

Regarding the above "difficulties" and "bottlenecks," BangQi Technology launches the multi-category AGV/Robot Hybrid Scheduling System ADS and the enterprise-level Digital Mid-Platform System for Unmanned Factories, LDS. , enabling data interoperability and collaborative operations across all AGVs, eliminating system bottlenecks and equipment blind spots in each production process, and empowering a comprehensive digital upgrade of intelligent manufacturing.

 

 

 

01

Cracking the "Challenges" in Hybrid Scheduling of Multi-Category Robot AGVs

BangQi ADS empowers global smart manufacturing to advance toward digitalization.

 

Addressing the issue of AGV information silos, BangQi Technology has introduced the ADS, a multi-brand and multi-category AGV hybrid scheduling system powered by AI algorithms. It provides an open, unified scheduling interface for mobile robots, enabling command-level control of various AGV types according to the strategic directives from higher-level systems.

 

This system enables intelligent, dynamic task allocation and hybrid scheduling, unified path planning, efficient traffic control, and centralized equipment management—empowering AGVs from different brands to seamlessly coexist and operate on the same scenario map.

 

 

Currently, BangQi ADS has been successfully implemented at several leading companies across industries such as new energy, automotive, 3C electronics, and 3PL, delivering significant cost reductions and efficiency gains. It has integrated with platforms including Jizhi Jia, Hikvision, Future Robot, Huarui, Guozhi, Jiazhi It brings together more than ten leading AGV/AMR manufacturers, along with a diverse group of AGV equipment providers and complementary partners, each offering unique strengths.


 

Specifically, BangQi ADS delivers innovative solutions for cost reduction and efficiency enhancement in manufacturing by comprehensively optimizing its intelligent system management, while also providing robust support for the digital transformation of the smart manufacturing industry.

 

 

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Customer Case Studies 


 

Supporting a certain automotive parts manufacturer 

Achieving hybrid scheduling of multi-category robots 

 

At an automotive parts production facility, the factory is primarily divided into three floors, requiring the seamless movement of various empty and full material pallets between machine loading stations, elevator transfer points, production line interfaces, automated warehouses, and order-picking areas. However, issues such as insufficient manpower and inaccurate scheduling have ultimately led to delays and errors in logistics operations.

 

 

After importing the Pango ADS system, we implemented mixed scheduling tailored to various logistics handling scenarios, coordinating 20 forklift-style mobile robots and 5 underfloor lifting-type mobile robots. Leveraging intelligent traffic management software and detailed maps, we seamlessly integrated these robots with stackers, in-line conveyor systems, and the WMS, ensuring real-time transmission of material information throughout the process. This creates a closed-loop logistics information system, significantly enhancing overall operational efficiency.

 

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Customer Case Studies 


 

Supporting a leading new energy enterprise 

Implement multi-brand AGV traffic control 

 

In a certain leading new-energy client project, raw materials are dispatched from the automated warehouse's transfer point and must be delivered to both Workshop A and Workshop B—each managed by a different supplier and utilizing distinct types of AGV robots. As a result, during transportation, issues frequently arise. Facing collinearity And Traffic Control Question.

 

After introducing the Pound Flag Robot Dispatch System ADS, we successfully achieved multi-category robot traffic control. The system dynamically plans the optimal path in real time based on strategies such as material demand prioritization, while simultaneously adjusting robot behavior—through actions like following and pausing—to enable seamless, orderly coexistence and parallel task execution among multiple brands and vehicles. This approach effectively prevents AGV collisions and resolves common-line and traffic-control challenges encountered in real-world operational environments.

 

 

02

Break through the "bottlenecks" hindering full digitalization, intelligent transformation, and collaborative integration.

The "One Network" model helps companies achieve "cost reduction and efficiency improvement."

 

Addressing the challenging pain points in enterprise smart manufacturing—such as discrete processes, single-point automation without human intervention, and fragmented automation—BangQi Innovation has innovatively introduced a full-stack, hardware-and-software-integrated, all-scenario, end-to-end automated digital solution. This breakthrough initiative establishes the "Unmanned Factory Logistics Lighthouse Strategy," centered around the LDS Digital Middleware Platform.

 

In just a few short years, BangQi Technology has helped numerous manufacturing companies worldwide successfully implement comprehensive, full-stack hardware-and-software-integrated digital solutions that cover every stage of their operations—across all scenarios. CATL, Ningde New Energy, EVE Energy, Svolt Energy, Envision AESC Including 60% of the industry's leading customers, we have successfully completed over 300+ global projects.

 

As a leading service provider in the full-stack digitalization of intelligent manufacturing, BangQi Technology has consistently focused on industrial digitalization and cutting-edge technologies. With the vision of building unmanned factories powered by smart manufacturing, we are at the forefront of innovation by developing LDS—the digital industrial foundation for autonomous factories—while delivering solutions that are fully self-controlled and highly secure.

 

 

BangQi LDS can address system bottlenecks and equipment blind spots across various industry-specific processes, seamlessly connecting all production nodes—including AGVs from different brands, automated warehouses, conveyor systems, fast-roll doors, elevators, and other facilities—as well as higher-level systems like ERP and MES. By integrating everything into a single, unified network, it enables end-to-end, scenario-specific integration, supporting multi-brand, multi-device operations while ensuring consistent task management, centralized access, unified scheduling, cohesive networking, and streamlined maintenance across the entire production ecosystem.

 

Through LDS's "one-network" model, BangQi Technology can help enterprise clients achieve seamless operations at the production line level. Production collaboration, logistics coordination, material management, equipment management, and data analytics A comprehensive upgrade across five key dimensions enables the factory to intelligently and dynamically balance production scheduling, accurately determining when to issue tasks, how many to assign, and the optimal locations—while maintaining precise control over production rhythms and ensuring highly efficient dispatching.

 

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Customer Case Studies 


 

Supporting A leading new energy enterprise 

Implementing an unmanned logistics project for the production line 

 

On this project, BangQi's unmanned factory digitalization solution covers the entire end-to-end logistics process for both the front-end and mid-range production lines, including Coating and material handling, electrode roll buffering and transportation, roll pressing, slitting, and material loading; roll pressing, slitting, and material unloading; die-cutting and material handling; winding and material loading; separator transport; and empty reel return transport, among other process flows. Achieving end-to-end automation and unmanned operations, along with multi-level intelligent material pull systems and intelligent coordination between upstream and downstream processes.

 

By deploying 100 units Integration of the above-mentioned AGV robots and equipment to achieve 6 Major Scenarios 、 98 job procedures Intelligent collaboration and digital connectivity link every data node across the production line and logistics processes. By addressing the company's key pain points—such as heavy manual intervention between processes and numerous workflow bottlenecks—BangQi has enabled 100% end-to-end process automation, reducing frontline production staff by nearly 70% while cutting costs. This breakthrough not only achieves seamless, unmanned intelligent coordination between upstream and downstream operations but also delivers significant improvements in efficiency and cost savings.

According to numerous project assessments, companies that adopt BangQi's intelligent manufacturing digital platform system, LDS, can significantly boost production efficiency, achieve notable cost reductions, and dramatically increase their automation levels—ultimately enabling a substantial enhancement in production capacity. 10%-20% • Increased automation rate 50%-75% • Reducing costs through hardware investments 30 -40% Reduce headcount, boost efficiency, and cut costs 50%-70% 。

 

 

 

03

Embarking on a "Digital" Journey

Empowering the Rise of Intelligent Manufacturing

 

As a leading service provider in the full-stack digitalization of intelligent manufacturing, BangQi Technology has consistently focused on industrial digitalization and intelligent technologies. With the vision of building unmanned factories powered by智能制造 (smart manufacturing), we are pioneering by developing LDS, the digital industrial foundation for autonomous factories, and creating solutions that are fully self-controlled and secure. “Software + Hardware + Data + Algorithms” A cloud-edge-device integrated solution that meets enterprises' needs for intelligent equipment management—spanning production and after-sales services—as well as the digital transformation of production lines. This comprehensive approach provides robust support for customers to reduce costs and boost efficiency across multiple layers, enabling businesses to achieve all-around, scenario-specific, and end-to-end digital and intelligent upgrades, including initiatives like digital factories, line-level digitization, edge-of-line automation, warehouse optimization, and unmanned operations in industrial parks.

 

 

Looking ahead, at the forefront of the era marked by the intelligent manufacturing and digital transformation of enterprises, BangQi Technology will continue to position itself as a global leader driving digital change in the manufacturing industry.

 


 

 


 

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