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AI赋能质量管理!专家:要从“事后纠错”转向“事前预防”

AI赋能质量管理!专家:要从“事后纠错”转向“事前预防”

5月8日,以“数智铸品质,聚力启新程”为主题的广东省质量检验协会2026年换届大会暨质量数字化创新应用交流会在广州举行。据了解,本次大会汇聚了政府、科研院所、检测机构及头部制造企业的近300名代表,共同探讨行业未来新趋势、新机遇与新挑战。

与此同时,为推动AI赋能企业质量管理,本次大会现场,国际质量科学院士刘卓慧,以及华为供应商质量专家郭为席聚焦AI如何精准融入质量管理体系的具体路径与实战案例,为广东制造业从“符合性检验”向“价值型服务”转型提供了清晰的数字化路线图。

聚焦质量数字化转型

“数智铸品质”推进质量数字化创新应用

大会现场,据广东省市场监管局二级巡视员庞大春介绍,当前广东正大力推进质量强国先行省建设,数字经济战略对检验检测行业提出了新要求。庞大春表示,协会应以换届为新起点,积极参与产品质量智慧监管、质量分级、质量追溯等改革试点,助力产品质量信用体系建设,深化质量技术帮扶服务,成为政府与市场之间的“质量连接器”。

广东省市场监管局二级巡视员庞大春

新任会长李荣超表示,广东省质量检验协会正以数字化为杠杆,撬动广东质检行业从“符合性检验”向“价值型服务”的深刻变革,新一届理事会将以“数智铸品质”为抓手,推进质量数字化创新应用,服务重心从形式转向实效。

广东省质量检验协会新任会长李荣超

此外,本次大会还设置了会员展示交流环节,多家会员单位展示了质量数字化、智能检测、追溯系统等技术成果。其中,广州大马科技有限公司分享了智能制造的实战经验,华测检测集团推介了“卓越经营星级评定”这一赋能制造业的新工具,以及中实国金阐述了能力验证数据价值体系的最新研究成果。

AI推动质量管理模式转型

专家:未来企业将从单点智能转向全局协同发展

作为本次大会的主题演讲嘉宾,国际质量科学院士、原国家质检总局总工程师刘卓慧分享了《AI时代的质量基础设施建设与质量管理》。据刘卓慧介绍,从质量管理的发展历程从产品检验、统计质量控制到全面质量管理、六西格玛、卓越绩效模式等经典方法的演进脉络。

国际质量科学院士、原国家质检总局总工程师刘卓慧

在此基础上,刘卓慧认为AI时代质量管理需要实现“三个转变”,从“看见问题”转向“预见问题”,从“事后纠错”转向“事前预防”,从“人工判断”转向“智能决策”。“传统质量管理模式是‘发现问题—追溯分析—纠正改进’,面对复杂风险反应迟缓。而AI时代的质量管理模式应是‘识别趋势—预测风险—提前干预’,才能适应当前产品迭代加快、供应链复杂化、客户要求提升的市场变化。”

具体落地层面,刘卓慧提出需要抓好四个关键点:一是数据治理先行,统一标准、打通系统、保证数据可信;二是场景闭环优先,从高价值痛点切入,跑通“识别—处置—复盘”的完整流程;三是深度融合原有质量体系,将APQP、PPAP、FMEA、SPC、8D等工具嵌入数字化流程;四是推动组织能力升级,培养“懂质量、懂数据、懂业务”的复合型团队。

刘卓慧指出,质量基础设施建设正从“试点项目”转向“体系能力”建设,需要完成从结果评价到过程协同、从质量检验中心到安全(过程)质量中心、从碎片管理到全链路闭环的三个方向转型。

华为公司供应商质量认证部高级专家郭为席则带来了《AI+质量的创新实践与应用》的分享。据郭为席介绍,华为目前正在推行“三化一稳定、严进严出”的端到端质量管理方法,即严格管控输入质量、生产过程质量与出厂质量,管理上从“IT化”向“数字化”演进,生产上从“自动化”向“智能化”升级。

华为公司供应商质量认证部高级专家郭为席

在典型案例方面,郭为席展示了多个实际应用场景,包括通过SPI对SMT锡膏印刷后的印锡质量进行一致性监控,实现过程预警;利用传感器和视觉系统对微小件、复杂件进行外观检测,自动判定良品与不良品;通过CNC刀具抖动传感器采集数据,预测刀具寿命并实现自适应换刀;在点胶、焊接等工序中,视觉系统采集路径与质量信息,由AI决策自动调整工艺参数,实现闭环控制。

“AI能够打破企业内部及供应链上下游的数据壁垒,整合全链路信息,实现跨组织、跨环节的质量协同管理闭环,未来企业将从单点智能向全局协同发展,真正实现‘以智取质,以质取胜’。”

采写:南都·湾财社记者 邱康正

信息来源:南都N视频

转载请注明以上信息

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  1. CONNECT:[ UseTime:0.000724s ] mysql:host=127.0.0.1;port=3306;dbname=wenku;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.001062s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000428s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000355s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000726s ]
  6. SELECT * FROM `set` [ RunTime:0.000300s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000807s ]
  8. SELECT * FROM `article` WHERE `id` = 608296 LIMIT 1 [ RunTime:0.000555s ]
  9. UPDATE `article` SET `lasttime` = 1778500828 WHERE `id` = 608296 [ RunTime:0.019559s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 64 LIMIT 1 [ RunTime:0.000483s ]
  11. SELECT * FROM `article` WHERE `id` < 608296 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.000671s ]
  12. SELECT * FROM `article` WHERE `id` > 608296 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.002980s ]
  13. SELECT * FROM `article` WHERE `id` < 608296 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.003071s ]
  14. SELECT * FROM `article` WHERE `id` < 608296 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.000755s ]
  15. SELECT * FROM `article` WHERE `id` < 608296 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.002652s ]
0.166730s