验收快报丨国内知名新能源企业“TMS刀具监控系统”项目验收
近日,西格数据为国内某知名新能源企业部署的“TMS刀具监控系统”项目顺利验收!感谢客户信任和项目团队的辛勤付出,使得客户端能够快速应用TMS无人化刀具监控。该项目核心目标是实现对加工过程中刀具状态的实时监控,旨在预防刀具断裂或崩刃所引起的产品批量报废问题。同时,即使在夜间无技术人员值守的情况下,系统也能通过精准的提示引导操作人员及时进行刀具更换,从而为企业提高生产效率和产品质量保驾护航。
一、客户背景介绍
该客户是一家专业从事铝材生产加工的领先企业,业务涉及新产品开发、产品加工及进出口贸易。公司配备了一条完整的生产线,涵盖熔炼铸造、型材挤压、阳极氧化、电泳涂装和粉末喷涂等关键工艺。在精密加工方面,提供切割、冲孔、弯曲、数控加工、焊接等服务,致力于为客户从铝制品开发、产品设计、合金选型、模具制造、表面处理到二次CNC加工、包装设计等全方位支持。为满足市场需求,开发了各种产品以满足不同的市场,包括汽车铝部件、电子配件、太阳能模块支架、LED框架、散热器及各类工业产品,业务遍及新能源产业链的各个领域。产品在国内外市场均享有盛誉,80%的产品远销至美国、欧洲、日本、韩国、新加坡、越南、泰国等国际高端市场。通过建立自有的营销网络,企业已成为国内新能源行业中的知名品牌。
二、项目介绍
(1)车间情况:客户现场的刀具主要是钻头和铣刀,设备是单主轴加工中心(兄弟机和哈斯机床) ;
(2)客户痛点:夜间生产无技术人员值守,产能受限,同时,因刀具的崩刃或断刀问题引发的产品批量报废,严重影响了生产效率和成本控制。
基于上述客户痛点,西格数据实施交付团队为客户快速安装SIGER TMS无人化刀具监控系统,实时监测主轴负载。
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项目
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监控率
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监 控 效 果
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改进效果
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寿命监测
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100%
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解决刀具寿命冗余问题,加工负载异常时自动停机控制,根据系统提示更换刀具
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降低了车间的用刀成本并提升夜间产能,实现了无技术人员值守时工作人员也能轻松进行刀具更换
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崩刃监测
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100%
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100%监控到刀具崩刃异常
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避免产品报废损失
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断刀监测
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100%
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避免设备主轴撞击事故和产品批量报废事故
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避免由于刀具质量导致产品报废损失、返工返修成本以及撞机损失等
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三、项目部署
3.1刀具监控系统-监控原理图
刀具监控系统(Tooling Monitoring System,TMS)是一种针对精密加工过程中刀具状态监控和管理的解决方案,该系统通过边缘传感器收集数据,并利用智能算法分析这些数据,以实时监控刀具状态,断刀、崩刃智能诊断,并实现停机控制,真正意义上做到预测刀具寿命,帮助企业在生产过程中对停机换刀的处理更加游刃有余,避免因崩刃断刀而造成的设备损坏与产品质量损失!

3.2刀具监控系统-软硬件配置
四、数据验证

以上数据为TMS对钻头正常加工、断刀加工进行了测试验证,从加工负载曲线可以明显进行区分识别,刀具在加工过程中实时数据超过TMS包络上限时立即报警停机达到预期。
以上数据为TMS对铣刀正常加工、崩刃加工进行了测试验证,从加工负载曲线可以明显进行区分识别,刀具在加工过程中实时数据超过TMS包络上限时立即报警停机达到预期。

应用效果:
在常规的机加工流程中,刀具状态的传统监测方法存在局限性,往往难以实时直观地掌握刀具状况。现场操作通常依赖于固定的刀具寿命管理或依赖技术人员的经验来预估刀具寿命,以此降低因加工异常导致的刀具和机床等固定资产的损失。
因此,SIGER TMS E3系统的部署改变这一现状,基于异常刀具标定包络线样本,设定阈值上下线,帮助企业完成刀具崩刃&断刀监测,防止撞机减少不良品发生,同时,该系统解决了夜班时段无技术人员支持的情况下,通过预警提示引导工作人员完成刀具更换,确保了生产的连续性和效率。经过现场的实际操作演示和使用培训,项目获得客户高度认可,成功验收!
快速了解SIGER TMS刀具监测系统
西格数据刀具监控系统(Tool Monitoring System,TMS)是针对精密加工行业在刀具使用过程中的难点为客户量身打造的一款刀具状态监测软件,通过采集主轴电流(负载)等30维度+数据信号,结合自学习算法和行业多年经验数据沉淀,实现刀具磨损、崩刃、断刀的精准监控,并自动报警停机,避免因刀具导致的批量报废、质量损失!有效提高刀具寿命30%以上!
西格数据刀具监控系统适配范围:
■ 适用机床类型:加工中心、龙门、车床、车铣复合等多种机床切削场景;
■ 适用加工工艺:大批量重复加工、大批量嵌套工艺加工、小批量加工、无NC场景等多种工艺类型;
■ 适用加工方式:车削加工|铣削加工|钻孔|攻丝|齿面加工|曲面等多种粗加工、精加工场景(加工量不低于10丝)
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Acceptance Report | Acceptance of the "Tool Monitoring System" Project by a Renowned Hydraulic Machinery Enterprise in East China
Recently, SIGER successfully accepted the "TMS Tool Monitoring System" project deployed for a well-known domestic new energy enterprise! Thank you for the trust of the client and the hard work of the project team, which enabled the client to quickly apply TMS unmanned tool monitoring. The core objective of this project is to achieve real-time monitoring of tool status during the machining process, with the aim of preventing batch scrap of products caused by tool breakage or chipping. At the same time, even in the absence of technical personnel at night, the system can guide operators to replace tools in a timely manner through accurate prompts, thereby ensuring the improvement of production efficiency and product quality for enterprises.
1. Customer background introduction:
The client is a leading enterprise specializing in aluminum production and processing, with business involving new product development, product processing, and import and export trade. The company is equipped with a complete production line, covering key processes such as melting and casting, profile extrusion, anodizing, electrophoretic coating, and powder coating. In terms of precision machining, we provide cutting, punching, bending, CNC machining, welding and other services, committed to providing customers with comprehensive support from aluminum product development, product design, alloy selection, mold manufacturing, surface treatment to secondary CNC machining, packaging design and other aspects. To meet market demand, various products have been developed to cater to different markets, including automotive aluminum components, electronic accessories, solar module brackets, LED frames, heat sinks, and various industrial products. Our business covers various fields of the new energy industry chain. The product enjoys a high reputation in both domestic and international markets, with 80% of the products exported to international high-end markets such as the United States, Europe, Japan, South Korea, Singapore, Vietnam, and Thailand. By establishing its own marketing network, the enterprise has become a well-known brand in the domestic new energy industry.
2.Project Introduction
Customer Status Before Using the 'Tool Monitoring System'
(1) Workshop situation: The main cutting tools on the customer's site are drill bits and milling cutters, and the equipment is single spindle machining centers (brother machines and Haas machine tools);
(2) Customer pain points: Without technical personnel on duty during nighttime production, production capacity is limited. At the same time, batch scrapping of products caused by tool breakage or breakage seriously affects production efficiency and cost control.
Based on the customer pain points mentioned above, the SIGER implementation and delivery team quickly installed the SIGER unmanned tool monitoring system for the customer to monitor the spindle load in real time.
3.Project deployment
3.1Tool Monitoring System - Monitoring Schematic Diagram
The tool monitoring system is a solution for monitoring and managing tool status in precision machining processes. The system collects data through edge sensors and uses intelligent algorithms to analyze this data, in order to monitor tool status in real time, diagnose tool breakage and blade breakage intelligently, and achieve shutdown control. It truly predicts tool life and helps enterprises handle shutdown and tool replacement more easily in the production process, avoiding equipment damage and product quality loss caused by blade breakage and blade breakage!

3.2 Tool Monitoring System - Software and Hardware Configuration
4. Data validation
Verification of the cutting effect of drill bits:

The above data is a test verification of TMS for normal machining and tool breakage machining of drill bits. It can be clearly distinguished and identified from the machining load curve. When the real-time data of the tool exceeds the TMS envelope upper limit during the machining process, it immediately alarms and stops, achieving the expected results.
Verification of milling cutter chipping effect
The above data is a test verification of TMS for normal machining and chipping machining of milling cutters. It can be clearly distinguished and identified from the machining load curve. When the real-time data of the tool exceeds the TMS envelope upper limit during the machining process, it immediately alarms and stops, achieving the expected results.
Acceptance report:

Application effect:
In the conventional machining process, the traditional monitoring methods for tool status have limitations and are often difficult to grasp the tool condition in real-time and intuitively. On site operations usually rely on fixed tool life management or rely on the experience of technical personnel to estimate tool life, in order to reduce the loss of fixed assets such as tools and machine tools caused by machining abnormalities.
Therefore, the deployment of SIGER TMS E3 system has changed this situation. Based on abnormal tool calibration envelope samples, threshold up and down lines are set to help enterprises complete tool breakage and breakage monitoring, prevent collisions and reduce the occurrence of defective products. At the same time, the system solves the problem of no technical support during night shifts, guiding workers to complete tool replacement through warning prompts, ensuring production continuity and efficiency. After on-site practical operation demonstration and usage training, the project has been highly recognized by the customer and successfully accepted!
Quickly understand SIGER Tool Monitoring System
SIGER Machine Tool Monitoring System (TMS) is a tool condition monitoring software tailored for customers in the precision machining industry to address the difficulties in tool use. By collecting 30 dimensional+data signals such as spindle current (load), combined with self-learning algorithms and years of industry experience data accumulation, it achieves accurate monitoring of tool wear, chipping, and breakage, and automatically alarms and shuts down to avoid batch scrap and quality loss caused by tools! Effectively increase tool life by over 30%!
Scope of adaptation of SIGER Tool Monitoring System:
■ Applicable machine tool types: machining centers, gantry, lathes, turning milling composite and other machine tool cutting scenarios;
In order to improve
■ Applicable processing techniques: multiple types of processes such as large-scale repetitive processing, large-scale nested processing, small-scale processing, and no NC scenarios;
■ Applicable machining methods: turning machining | milling machining | drilling | tapping | tooth surface machining | curved surface and other rough and precision machining scenarios (machining quantity not less than 10 threads)
If you are interested in SIGER products, you can contact us by phone or email, or submit your requirements by leaving a message, and we will arrange personnel to contact you as soon as possible.
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