工程应用案例Engineering Application Cases

脱敏项目编号 AIET-EAC-2026-01。案例来自一条精密零部件连续生产线，原有质检流程依赖人工抽检和离线复核，难以及时识别微小划痕、装配偏差及表面污染等问题。项目围绕在线检测、异常复核和质量追溯三个环节进行系统化应用。Desensitized project code AIET-EAC-2026-01. The case comes from a precision component production line where the original inspection process relied on manual sampling and offline review, making it difficult to identify minor scratches, assembly deviations, and surface contamination in time. The application focused on online inspection, exception review, and quality traceability.

项目采用多角度工业相机、光源控制、缺陷识别模型和质检记录管理模块，形成从图像采集、缺陷分类、人工复核到批次追溯的闭环流程。脱敏材料包括系统部署说明、检测流程图、阶段性验收记录、模型复核记录和应用单位说明，能够支撑该成果的工程应用过程和可复核性。The project integrated multi-angle industrial cameras, lighting control, defect recognition models, and quality inspection record management modules to form a closed-loop workflow from image capture and defect classification to manual review and batch traceability. The desensitized materials include deployment notes, inspection workflow diagrams, phased acceptance records, model review records, and an application statement, supporting the case’s engineering application process and verifiability.

脱敏项目编号 AIET-EAC-2026-02。案例面向多工序离散制造车间，设备类型多、运行节奏不一致，传统维护主要依赖定期巡检和故障后维修。项目聚焦关键设备运行状态采集、异常趋势识别和维护计划协同。Desensitized project code AIET-EAC-2026-02. The case targets a multi-process discrete manufacturing workshop with diverse equipment types and inconsistent operating rhythms, where traditional maintenance relied mainly on scheduled inspection and post-failure repair. The project focused on operating-status collection, abnormal trend recognition, and coordinated maintenance planning for key equipment.

平台整合振动、温度、电流等运行数据，建立设备状态看板、异常预警规则和维修工单流转机制。脱敏证据材料覆盖数据接入清单、预警规则说明、试运行记录、维护闭环记录和现场负责人确认说明，能够呈现从数据采集到维护决策的完整链条。The platform integrated operating data such as vibration, temperature, and current, and established equipment status dashboards, warning rules, and maintenance work-order workflows. The desensitized evidence materials cover data access lists, warning-rule descriptions, pilot operation records, maintenance closure records, and confirmation notes from the site lead, presenting a complete chain from data collection to maintenance decision-making.

脱敏项目编号 AIET-EAC-2025-04。案例面向综合型生产园区，涉及多栋厂房、公共动力站和若干重点用能设备。原有能耗统计以人工汇总为主，难以及时定位异常能耗和工序级能源使用差异。Desensitized project code AIET-EAC-2025-04. The case involves an integrated production park with multiple workshops, a shared power station, and several key energy-consuming devices. The original energy statistics relied mainly on manual aggregation, making it difficult to locate abnormal consumption and process-level differences in energy use in a timely manner.

系统通过分项计量、数据采集网关、能耗看板和异常分析规则，对重点区域和设备进行持续监测。脱敏材料包括点位清单、采集架构图、月度运行记录、异常分析样例和节能改进建议，形成了较完整的工程应用证据链。The system continuously monitored key areas and equipment through sub-metering, data acquisition gateways, energy dashboards, and abnormal-consumption analysis rules. The desensitized materials include point lists, acquisition architecture diagrams, monthly operation records, anomaly analysis samples, and energy-saving improvement suggestions, forming a relatively complete engineering evidence chain.

脱敏项目编号 AIET-EAC-2025-03。案例来自多品类物流中心，订单波动明显，拣选路径、库位调整和出入库排程需要频繁协调。项目重点解决人工调度效率不足、任务分配不均和高峰时段拥堵等问题。Desensitized project code AIET-EAC-2025-03. The case comes from a multi-category logistics center with significant order fluctuations, where picking routes, storage-location adjustments, and inbound/outbound scheduling required frequent coordination. The project focused on addressing low manual scheduling efficiency, uneven task allocation, and congestion during peak periods.

系统建设了订单优先级规则、库位策略、任务分派模块和作业状态看板，并与现有仓储管理流程保持衔接。脱敏证据包括业务流程说明、调度规则文档、试运行对比记录、作业异常处理记录和应用单位确认说明。The system established order-priority rules, storage-location strategies, task assignment modules, and operation status dashboards, while remaining connected with existing warehouse management workflows. The desensitized evidence includes business process descriptions, scheduling-rule documents, pilot comparison records, exception-handling records, and confirmation notes from the application unit.

脱敏项目编号 AIET-EAC-2025-02。案例面向智能装配线改造项目，现场存在工序节拍不均、设备联动关系复杂和方案验证成本较高等问题。项目通过数字化建模和仿真验证支持工艺优化决策。Desensitized project code AIET-EAC-2025-02. The case concerns an intelligent assembly line upgrade project where the site faced uneven process takt, complex equipment interactions, and high solution-validation costs. The project used digital modeling and simulation validation to support process optimization decisions.

平台围绕装配流程、关键设备、物流路径和异常工况建立仿真模型，并输出节拍分析、瓶颈识别和方案比选结果。脱敏材料包括模型说明、工艺参数表、仿真报告摘要、方案评审记录和阶段性验收材料。The platform built simulation models around assembly processes, key equipment, logistics routes, and abnormal operating conditions, and produced takt analysis, bottleneck identification, and solution comparison results. The desensitized materials include model descriptions, process parameter tables, simulation report summaries, solution review records, and phased acceptance materials.

脱敏项目编号 AIET-EAC-2024-02。案例来自大型基础设施运维场景，监测对象多、数据来源分散，传统巡检难以及时反映结构状态变化。项目重点围绕监测数据接入、风险分级和预警处置流程开展应用。Desensitized project code AIET-EAC-2024-02. The case comes from large infrastructure operations where there are many monitoring objects and dispersed data sources, while traditional inspection cannot always reflect structural status changes in time. The application focused on monitoring-data access, risk grading, and warning-response workflows.

系统接入位移、振动、环境和人工巡检等多源数据，建立状态评估指标、分级预警规则和处置记录机制。脱敏证据包括监测点位说明、数据接入记录、预警规则文件、演练记录和专家复核意见摘要。The system integrated multi-source data including displacement, vibration, environmental indicators, and manual inspection records, and established status assessment indicators, graded warning rules, and response-record mechanisms. The desensitized evidence includes monitoring point descriptions, data access records, warning-rule files, drill records, and summaries of expert review opinions.