西格数据 TMS刀具监控系统 V3.12版本发布


西格数据刀具监控系统(Tool Monitoring System,TMS)V3.12版本正式发布!






01
TMS刀具监控系统V3.12版本

发布背景

  西格数据产品团队针对单件加工耗时较长、产品加工件数量较少的特定场景,进行了此版本升级。该版本基于当前加工数据进行实时学习与监控,结合在线学习技术,将学习与监控无缝融合,精准监控刀具异常状态,满足不同场景的客户需求。




02
TMS刀具监控系统V3.12版本

监控原理图

  刀具监控系统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!




03
TMS刀具监控系统V3.12版本

更新点   

3.1“宏变量断刀异常监控”功能增加

  通过数采技术精准获取宏变量数值,实现加工区间的智能分离,有效区分加减速和平稳加工区间,结合学习阶段样本,生成阈值区间,准确识别刀具异常状态,实现自动报警停机,提高生产效率;

配置监控参数:



报警记录:



3.2.“阈值断刀异常监控”功能增加

  无需人工干预,系统自动分析加工过程中的实时功率数据,智能识别刀具的加减速及平稳状态区间,并设定精准阈值。一旦刀具状态超出正常范围,系统会迅速判断异常并自动报警停机。

监控配置参数:



报警记录:


3.3.“零样本断刀异常监控”功能增加

结合实时加工样本数据,基于差分计算模型和算法分析成果,预设断刀区间,实现零样本训练下的断刀异常监控。无需预训练样本,即可精准识别刀具异常状态,并自动报警停机;

样本数据:



配置监控参数:



报警记录:





   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!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)



 SIGER CNC Cutting Tool Monitoring System V3.12 Version Released

SIGER CNC Cutting Tool Monitoring System V3.12 Version Officially Released






01
CNC Cutting Tool Monitoring System (TMS) V3.12 Version

Release Background

The SIGER product team has upgraded this version for specific scenarios where single piece processing takes a long time and the number of processed parts is small. This version is based on real-time learning and monitoring of current machining data, combined with online learning technology, seamlessly integrating learning and monitoring, accurately monitoring tool abnormal states, and meeting customer needs in different scenarios.




02
CNC Cutting Tool Monitoring System (TMS) V3.12 Version

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!




03
CNC Cutting Tool Monitoring System (TMS) V3.12 Version

Update function points

3.1 The function of "macro variable tool breakage abnormal monitoring" has been added

By using data acquisition technology to accurately obtain macro variable values, intelligent separation of machining intervals is achieved, effectively distinguishing between acceleration and deceleration and smooth machining intervals. Combined with learning stage samples, threshold intervals are generated to accurately identify tool abnormal states, achieve automatic alarm shutdown, and improve production efficiency;

Configure monitoring parameters:



Alarm record:



3.2 The function of "threshold knife breakage abnormal monitoring" has been added

Without manual intervention, the system automatically analyzes real-time power data during the machining process, intelligently identifies the acceleration, deceleration, and steady state range of the tool, and sets precise thresholds. Once the tool status exceeds the normal range, the system will quickly identify the abnormality and automatically sound an alarm to stop the machine.


Monitoring configuration parameters:



Alarm record:



3.3 The function of "zero sample knife breakage abnormal monitoring" has been added

Combining real-time processing sample data, based on differential calculation models and algorithm analysis results, preset the cutting interval, and achieve abnormal monitoring of cutting under zero sample training. Without the need for pre training samples, tool abnormal states can be accurately identified and automatically alerted to shutdown;


Sample data:


Configure monitoring parameters:



Alarm record:






SIGER CNC Cutting 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 caused by tools! Effectively increase tool life by over 30%!


Scope of adaptation of SIGER CNC Cutting Tool Monitoring System:

  • ■  Applicable machine tool types: machining centers, gantry machines, lathes, turning and milling composite machines, and other machine tool cutting scenarios;
  • ■  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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Official Contact Info:

Email: marketing@siger-data.com

WhatsApp:+86 189 6235 3927


WeChat:189 6235 3927

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