viAct.ai Blog 2024年11月26日
How Computer Vision Transforms SOP Compliance Monitoring
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随着工业发展,严格遵守标准操作程序(SOP)至关重要。传统的手动检查、纸质记录等方式效率低下且易出错,而AI驱动的计算机视觉技术则提供了一种更智能、更精准的SOP合规监控方案。通过机器学习算法、摄像头和传感器,计算机视觉可以实时监控操作流程,识别违规行为,并及时预警,从而有效降低事故风险、提高效率并节省成本。文章以化工制造为例,说明了AI如何通过识别工人是否佩戴防护装备、操作是否规范等,来提升安全合规水平,并介绍了viAct公司如何利用计算机视觉、生成式AI、电子许可证和数字化跟踪系统等技术,实现自动化SOP合规监控,显著降低事故率、节省成本,并提升工作流程透明度。

🤔 **AI驱动的计算机视觉技术为SOP合规监控提供了更精准、高效的解决方案。**传统的手动检查方法存在效率低下、易出错等问题,而计算机视觉可以实时监控作业现场,识别违规行为,并及时预警,降低安全风险。

👷 **通过识别工人行为和设备操作,AI可以预测潜在风险,并采取预警措施。**例如,在化工制造中,AI可以识别工人是否佩戴防护装备、操作是否规范,并及时提醒,避免事故发生。

📊 **viAct公司利用计算机视觉、生成式AI、电子许可证和数字化跟踪系统等技术,实现了自动化SOP合规监控。**这显著降低了事故率、节省了成本,并提升了工作流程透明度,例如,90%的意外事故减少,70%的成本降低,以及10倍的违规行为检测速度提升。

📝 **生成式AI可以自动更新SOP,并提供实时解答和事故分析。**例如,当工人遇到合规问题时,生成式AI可以提供即时解答,并根据事故报告分析原因,为改进安全措施提供依据。

📈 **数字化跟踪系统可以实时监控作业情况,确保合规性。**例如,在施工现场,该系统可以识别工人是否佩戴安全帽,并及时提醒,还可以跟踪设备使用和维护情况,确保设备按SOP使用并定期维护。



In today’s fast-evolving industrial landscape, ensuring strict adherence to Standard Operating Procedures (SOPs) has become paramount for operational excellence and safety. Whether it’s enforcing safety protocols in hazardous environments or ensuring precision in operating processes, SOP compliance monitoring is a critical component of a company’s success.

 

In the day and age of advanced technological solutions, many industries still rely on manual checks, paper logs, and periodic audits for SOP compliance monitoring —methods that are inherently prone to human error, inefficiency, and delay. These outdated practices expose companies to operational risks, from costly downtime and legal liabilities to safety incidents that could have been prevented.

 

What if there was a more advanced, intelligent way to ensure SOP compliance monitoring for safety with near-zero error rates, real-time monitoring, and instant reporting?


Introducing an AI-driven technology - Computer Vision!


Based on machine learning algorithms, cameras, and sensors, Computer Vision enables a level of precision, speed, and scalability that manual processes simply can’t match. This transitions into an accurate and hassle-free SOP compliance monitoring process.

 

Let’s discuss an illustration to display the difference that AI-driven SOP compliance monitoring system can be brought into construction safety, factory floors or even drilling rigs.

 


Here’s an Industrial Example: AI-driven SOP Compliance Monitoring in Chemical Manufacturing 


Consider a chemical manufacturing plant—an industry where strict adherence to SOPs is critical for safety and regulatory compliance. In such high-risk environments, even minor deviations from standard procedures can lead to catastrophic accidents, financial losses, or environmental damage.

 

Traditionally, compliance in chemical plants has relied on manual oversight, where supervisors check that workers are following safety protocols, wearing PPE, and handling hazardous materials or conducting lockouts/tagouts according to guidelines.

 

While effective, manual checks are often inconsistent and subject to human fatigue. Workers may forget to wear essential gear, miss critical steps, or make errors while handling volatile substances.

 

Furthermore, supervisors can only be in one place at a time, leading to blind spots in coverage.

 

Using Computer Vision, the SOP compliance monitoring in manufacturing can include AI-powered cameras positioned throughout the facility to continuously monitor key operational areas. These cameras are trained to detect whether workers are following safety protocols—such as wearing PPE like gloves and goggles—and whether machinery is being operated within the correct parameters.

 

For example, if an operator skips a critical step in the chemical mixing process or enters a restricted area without proper gear, the system immediately flags the violation and sends real-time alerts to supervisors.


What’s more?


Well! Computer Vision doesn't just react to errors; it helps prevent them. By identifying patterns in human behavior and machinery operation, the AI for workplace safety can predict potential risks before they materialize, allowing the company to adjust workflows and retrain workers proactively.


viAct’s Computer Vision powered SOP Compliance Monitoring





viAct’s implementation of AI for workplace safety proceeds with the primary vision of automating monitoring at worksites for better functionality. Real-time SOP compliance monitoring has been integrated into the modules with precision using computer vision technology and LLM-powered Generative AI solutions making it highly accurate.

 

From factory floors to drilling rigs, viAct’s SOP Compliance Monitoring solution caters to industry-standard SOPs without any additional configuration or customization.

 

The game-changing benefits of deploying an automated SOP compliance monitoring system powered by computer vision technology are undeniable.

 

Here’s how it’s making a real difference across industries:

 


viAct utilizes modern technologies to make the SOP compliance monitoring for safety and efficiency accurate. Some of the innovative integrations with computer vision that have made the above compliance levels achievable include –


1. LLM-Powered Generative AI Solution


Large Language Models (LLMs) like viAct's Generative AI Solution are used to interpret and generate human-like text based on input data. This AI-driven approach can streamline SOP compliance monitoring by analyzing and creating precise documentation and recommendations.

 


“What are my PPE requirements to work in the tower crane?”





The Generative AI solution would analyze the updated SOP guidelines and provide step-by-step instructions to meet the required guidelines.

 

 

These details can be used later on to improve the regulations around the worksites.


2. Digital Permit-to-Work (ePTW/PTW)


Digital Permit-to-Work systems streamline the process of obtaining and managing work permits, ensuring that all safety and regulatory requirements are met before work begins.

 


3. Digitalized Tracking System

 

viAct’s Digitalized Tracking System utilizes real-time data and computer vision for SOP compliance monitoring across various operational areas. This system provides a detailed, continuous view of activities, enabling timely detection of deviations and ensuring adherence to safety protocols.

 

In a construction site, the Digitalized Tracking System can use computer vision cameras to monitor worker adherence to safety gear protocols such as using a helmet recognition system. If a worker is observed without the required safety equipment, the system can automatically trigger an alert to the site supervisor and provide a timestamped video clip of the incident.

 

Additionally, the system can track equipment usage and maintenance schedules, ensuring that all machinery is used according to SOPs and is regularly serviced to prevent malfunctions.

 

The ESG scores can be amplified through digitalized SOP compliance monitoring for environmental regulations. The detection of water pollution, dump truck management, and illegal dumping can help the HSE leaders to have an accurate idea about their environmental compliance levels.

 

viMAC is an AI-powered SOP compliance monitoring device that can be attached to a mobile plant in a complex worksite to prevent collisions. In 2022, there were 891 fatalities and 37,701 non-fatal accidents in work zones due to traffic movements.

 

This digitalized GPS-based monitoring device can prevent collisions and help in continuous SOP compliance tracking in such critical workplaces.

 

By integrating modern technologies, viAct enhances SOP compliance monitoring to the next level of precision, making safety and efficiency in operations more reliable and easier to manage.


With major industry-specific SOPs seamlessly integrated into our existing module, viAct offers a ready-to-use solution that requires no additional customization – simply plug in and get started!



Want to See viAct’s SOP Compliance Monitoring in Action?

Learn More Here!



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相关标签

SOP合规 计算机视觉 AI安全 工业安全 自动化
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