科学技术与工程2024,Vol.24Issue(13) :5443-5449.DOI:10.12404/j.issn.1671-1815.2305120

低本高效人脸识别系统设计的汽车记忆座椅模块开发

Low-cost and Efficient Face Recognition System Design for Car Memory Seat Module Development

肖森 安嘉骏 高雨 李伟亮 刘晓昂
科学技术与工程2024,Vol.24Issue(13) :5443-5449.DOI:10.12404/j.issn.1671-1815.2305120

低本高效人脸识别系统设计的汽车记忆座椅模块开发

Low-cost and Efficient Face Recognition System Design for Car Memory Seat Module Development

肖森 1安嘉骏 2高雨 3李伟亮 3刘晓昂3
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作者信息

  • 1. 河北工业大学亚利桑那工业学院,天津 300401;河北工业大学机械工程学院,天津 300401
  • 2. 河北工业大学亚利桑那工业学院,天津 300401
  • 3. 河北工业大学机械工程学院,天津 300401
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摘要

近年来,记忆座椅作为一种新型的座椅形式,因其简便的操作过程受到广大消费者的青睐.但是目前国内外绝大多数的记忆座椅仍然面临着成本高、调节准确度低的问题.为改善车主的使用体验,提出一种座椅自适应调节电控模块,基于人脸识别技术,通过更加简洁高效的代码使得操作更加便捷、调节更加准确.首先,通过单片机使用OpenCV确定最佳人体识别方案;然后运用微型控制器(microcontroller unit,MCU)自动控制技术进行座椅控制系统的电路设计及电控程序的编写;最后使用STM32单片机运行电控模块并进行验证,识别成功率达92%.研究结果显示,该人脸识别系统在保证了识别准确率的同时控制了成本,结合汽车中的记忆座椅后对于简化座椅调整流程、改善用户实际体验效果具有实际意义.

Abstract

In recent years,memory seats have gained popularity among a diverse range of consumers for their simple operation.This new type of seating offers an easy-to-use interface that is highly regarded.However,the vast majority of memory seats configurations domestic and overseas still facing the problem of high cost and low adjustment accuracy.In order to improve the experience of car owners,a seat adaptive adjustment electronic control module based on facial recognition technology has been proposed,which makes operation more convenient and adjustment more accurate through simpler and more efficient code.Firstly,the best human recognition scheme was determined by using OpenCV through the microcontroller.Secondly,the microcontroller unit(MCU)automatic control technology was used for the circuit design of the seat control system and the writing of the electronic control program.Finally,the electronic control module was run and verified by using the STM32 microcontroller,and the recognition success rate reached 92%.The research results show that the face recognition system ensures the recognition accuracy while controlling the cost,and it has practical significance for simplifying the seat adjustment process and improving the actual experience effect of users after combining with the memory seat in the car.

关键词

记忆座椅/电控模块/人脸识别/哈尔特征/OpenCV/树莓派

Key words

memory seat/electronic control module/face recognition/Haar-like features/OpenCV/Raspberry Pi

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基金项目

国家自然科学基金(52175084)

国家自然科学基金(52175085)

河北省自然科学基金(E2020202017)

出版年

2024
科学技术与工程
中国技术经济学会

科学技术与工程

CSTPCD北大核心
影响因子:0.338
ISSN:1671-1815
参考文献量17
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