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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 Multiple Fireworks and Firecrackers Warehouses in Yunnan

Client Profile

Fireworks and firecrackers, as important carriers of traditional Chinese culture, symbolize celebration and auspiciousness. However, they are also hazardous materials that are highly flammable and explosive, requiring absolute rigor in safety management across production, storage, and transportation. Storage, as a critical link, once an accident occurs, can cause significant casualties and economic losses, with severe social impact.


To comprehensively enhance the intelligent level of safety control in the industry, in 2025, the Second Department of Hazardous Chemicals Supervision under the Ministry of Emergency Management issued the Technical Guidelines for the Construction of the Warehouse Safety Management Module of the Fireworks and Firecrackers Production Safety Risk Monitoring and Early Warning System, aiming to accelerate the construction of risk monitoring and early warning systems. The introduction of this policy is precisely to address the common challenges faced in storage safety practices across regions. Several leading fireworks and firecrackers wholesale enterprises in Yunnan Province have actively responded to the policy direction, taking the lead in initiating the construction of risk monitoring and early warning systems. This aims to address safety management challenges in complex environments and create modern, intelligent storage models that meet national standards.


Business Challenges

“人防”效能已达天花板,风险响应滞后
"Human Defense" Efficiency Has Reached Its Limit, Risk Response Is Delayed
Manual inspections and fixed-point monitoring cannot achieve 24/7, full-coverage surveillance. For dynamic risks such as blocked fire exits, over-height or over-quantity stockpiling, and unauthorized personnel intrusion in warehouses, there are issues of delayed detection and difficulty in evidence collection, resulting in passive risk handling.
复杂环境与改造成本的双重制约
Dual Constraints of Complex Environments and Renovation Costs
Yunnan's complex natural conditions, including mountainous terrain, humidity, and frequent thunderstorms, coupled with drastic lighting changes and irregular stacking patterns inside warehouses, impose extremely high demands on the environmental adaptability of algorithms. Under the limited budgets commonly faced by enterprises, there is a need to balance effectiveness, cost, and long-term operational sustainability.

Application Solution

Corerain, in collaboration with partners, provided an AI video analytics solution for multiple fireworks and firecrackers warehouses in Yunnan. While ensuring full compliance, the solution establishes an intelligent barrier of "7x24 real-time monitoring and intelligent second-level alerts," truly achieving a fundamental upgrade from "human defense" to "technological defense," eliminating risks before they materialize.However, successfully implementing this technological blueprint was not without challenges. The project encountered numerous practical difficulties: the warehouses' existing cameras were of mixed models and installed at varying positions; drastic lighting changes inside the warehouses during dawn and dusk caused algorithms to generate false alerts; and irregular stacking patterns and varying aisle widths posed significant challenges for accurate detection.


 To address these, Corerain's technical team conducted multi-period on-site data collection and continuously optimized image preprocessing and adaptive light compensation modules, significantly improving the system's detection stability under complex lighting conditions. In parallel testing with multiple vendors, Corerain's object detection algorithm demonstrated higher robustness—achieving an effective alert rate of over 92% and reducing false alerts by 80%, particularly excelling in harsh scenarios such as low light and backlighting.Beyond exceptional performance, another key competitive advantage of this solution lies in its outstanding deployment flexibility and cost-effectiveness. The solution supports the reuse of various existing cameras and network equipment, requiring only the addition of edge computing nodes to enable AI capabilities, without the need for large-scale infrastructure renovation or equipment replacement. This lightweight deployment model significantly reduces customers' upfront hardware investment and installation and debugging costs, while greatly shortening system deployment time and the return on investment cycle, ensuring that enterprises' intelligent transformation is no longer a heavy-asset, long-term burden.



Currently, Corerain's fireworks and firecrackers AI monitoring solution has been successfully deployed in multiple cities across Yunnan, helping enterprises progress from "seeing" to "understanding," and shifting from "passive evidence collection" to "active early warning." This truly realizes the empowerment of traditional safety supervision through AI technology, using reliable technology to safeguard the peace and safety of every celebration.

Implementation results

系统为企业构建了7x24小时不间断的智慧眼,实现从“被动看护”到“主动预警”的本质转变。经实地验证,对关键风险的有效报警率超过 92%,误报率下降 80%,显著提升监管精准度与效率。
The system has established a 24/7 intelligent "eye" for enterprises, achieving a fundamental shift from "passive guarding" to "active early warning." Field verification shows an effective alert rate for key risks exceeding 92%, with false alerts reduced by 80%, significantly enhancing monitoring accuracy and efficiency.
通过“利旧+边缘智能”的轻量化部署模式,帮助客户在有效控制一次性投入与改造周期的前提下,快速建成符合《建设技术指南》要求的风险监测预警系统,实现与企业及部、省各级监管平台的数据互通,高效达成政策合规目标。
Through the lightweight deployment model of "reusing existing equipment + edge intelligence," the solution helps customers rapidly build a risk monitoring and early warning system that complies with the Technical Guidelines, while effectively controlling upfront investment and renovation timelines. It also enables data interoperability with enterprise, provincial, and ministerial regulatory platforms, efficiently achieving policy compliance goals.

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  • Autonomous & controllable hardware

    Autonomous & controllable hardware

  • Make the best of used equip-ment to

    Make the best of used equip-ment to

  • High-precision Image Algorithms

    High-precision Image Algorithms

  • In-depth Integration of Software and Hardware

    In-depth Integration of Software and Hardware

  • Standardized Platform

    Standardized Platform

  • Standardized Platform

    Standardized Platform

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