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About Corerain

Corerain Technologies is a leading Artificial Intelligence (AI) chip and solutions company, specializing in pioneering reconfigurable streaming AI chip technologies and providing integrated hardware and software turn-key solutions for smart cities, smart energy, EHS management and smart manufacturing.

Smart Warehouse | Corerain x China Comservice Supply Chain Warehouse

Client Profile

China Comservice Supply Chain Co., Ltd., a core subsidiary of China Communications Services and the only 5A-level integrated logistics enterprise in the communications industry, is tasked with providing reliable supply chain support for the development of Digital China. Under the framework of "Comprehensive Security and Emergency Management" and the wave of industrial digitalization, traditional supply chain enterprises are undergoing a transformation from logistics to fully integrated smart supply chains, where enhancing efficiency and ensuring safety have become critical. China Comservice Supply Chain actively upholds its corporate mission of "Forging a Trustworthy Smart Supply Chain, Supporting Digital Infrastructure, and Safeguarding Digital China," achieving breakthroughs in the field of intelligent warehouse safety.


Business Challenges

风险响应滞后,被动防御难奏效
Delayed Risk Response, Passive Defense Hard to Take Effect
Traditional video surveillance, relying on manual inspections and post-event playback, fails to provide real-time detection and immediate intervention for dynamic risks such as initial fire or smoke, smoking violations, failure to wear safety helmets, and fire lane occupancy in warehouses. Safety management remains stuck in a passive, reactive stage of "post-event verification."
环境干扰多,识别精准度与成本难兼顾
Multiple Environmental Interferences, Difficulty Balancing Accuracy and Cost
Complex environmental factors in warehouses, including indoor and outdoor lighting variations, vehicle headlights, and airborne dust, can easily cause false alarms in traditional algorithms. Achieving high-accuracy, low false-alarm intelligent monitoring across multiple warehouses nationwide presents significant challenges in terms of computing power deployment costs and operational management.

Application Solution

Based on Corerain's AI video analytics technology, China Comservice has implemented comprehensive safety monitoring for material storage areas across multiple provincial warehouse nodes. The platform integrates multiple algorithms, including safety helmet detection, smoking detection, lane occupancy warnings, and fire/smoke detection, building a multi-layered protection system covering both personnel behavior and environmental safety.





To address the unique challenges posed by complex warehouse environments for AI detection, Corerain introduced a collaborative solution combining large and small models. By integrating wide-range detection with small models and precise detection of small targets with large models, the AI video analytics solution achieves second-level detection of initial smoke and significantly reduces false alarm rates compared to traditional algorithms.For fire prevention, the system employs high-precision fire/smoke detection algorithms to identify fire hazards at the earliest stage, transforming traditional passive response into proactive early warning and greatly reducing warehouse fire risks. For unsafe personnel behaviors, the system detects risks such as failure to wear safety helmets, smoking violations, and material obstruction of passages in real time and issues timely reminders, eliminating safety hazards at the source. 


China Comservice adopted Corerain's cloud-edge collaboration software platform to enable unified management of warehouse data by the headquarters. The edge side handles real-time video analytics to ensure timely safety alerts, while the cloud aggregates data from all locations, supporting enterprise management decisions. This architecture ensures real-time local analysis while meeting centralized management needs, truly achieving modern warehouse safety management characterized by "comprehensive awareness, global early warning, and full-process control."

Implementation results

实现秒级精准预警,构建主动安防体系。系统通过大小模型协同算法,在复杂仓储环境中实现高检出率与低误报率的平衡,累计产生有效预警数千次。系统能够第一时间发现烟火等风险,将传统被动响应转变为主动预警,从源头消除隐患。
Achieved second-level accurate warnings and established a proactive safety system. Through the collaborative large and small model algorithms, the system balanced high detection rates with low false alarm rates in complex warehouse environments, generating thousands of effective warnings. It promptly identifies risks such as fire and smoke, transforming traditional passive response into proactive early warning and eliminating hazards at the source.
建立集团化智慧中枢,驱动管理效能升级。 借助云边协同架构,总部实现了对全国多省仓储节点安全态势、报警数据与设备状态的“一屏统览、集中管控”,推动了安全管理流程的标准化与数字化,助力其从“单点智能”迈向“全网智能”的管理新阶段。
Established a group-level smart hub, driving management efficiency. Leveraging the cloud-edge collaboration architecture, the headquarters achieved "unified monitoring and centralized control" of safety statuses, alarm data, and equipment conditions across multiple provincial warehouse nodes nationwide. This promoted the standardization and digitization of safety management processes, helping the company transition from "single-point intelligence" to a new stage of "network-wide intelligence."

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    In-depth Integration of Software and Hardware

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