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Improve Efficiency By 12.08%+
Monitor Tools To Prevent Scrap, SIGER Data's "Two-In-One" Solution Empowers Milling And Turning Operations To Reduce Costs And Increase Efficiency!


Company News       Date:2026/07/13

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In the precision machining of flange-type internal spline drive hubs, slant bed milling and turning machines bear the heavy responsibility of completing multiple processes such as turning and milling in a single setup. However, in long-term unmanned, high-cycle continuous production, efficiency suppression caused by fluctuations in cutting load and the risk of batch scrapping due to unpredictable tool conditions have become the two most intractable and costly challenges facing this "machining powerhouse".​

Under traditional solutions, companies are often forced to purchase tool monitoring and efficiency optimization systems separately. Two independent hardware systems, two debugging processes, and incompatible data silos only increase the burden on workshop maintenance.

Today, SIGER Data's Adaptive Machining System (AMS) + Tool Monitoring System (TMS) two-in-one solution has arrived—one set of hardware, two core functions, and five-day deployment, enabling this slant bed milling and turning machine to truly achieve "efficient and reliable" unmanned production.


1. Addressing the Pain Points: The "Efficiency vs. Safety Dilemma" in Transmission Hub Machining

Before the introduction of integrated intelligent sensing systems, the composite machining of flange-type internal spline transmission hubs, while relying on high-rigidity machine tools to ensure accuracy, still faces the following challenges in actual continuous production:

❌ Dynamically Changing Working Conditions, Fixed Parameters Suppress Efficiency

Alternating roughing and finishing processes and uneven allowances lead to drastic fluctuations in cutting load. To avoid the risks of tool vibration and overload, process engineers can only set conservative fixed feed rates, causing the machine tool to operate in an inefficient "safe zone" for extended periods, making it difficult to break through machining cycle limits and wasting production potential.

❌ Tool Status Blind Spots, Severely Delayed Anomaly Detection

Mill-turn machining involves a variety of tools and frequent tool changes, making it impossible to track tool wear in real time using traditional manual inspection. Sudden chipping or tool breakage often only becomes apparent when the next workpiece fails inspection, easily leading to continuous batch scrapping or even spindle damage, directly impacting delivery cycles and profit margins.​


2. Intelligent Breakthrough: SIGER Data's Two-in-One System Opens a Two-Way Fast Track for Efficiency Improvement and Risk Avoidance in Milling and Turning Machining

SIGER Data's AMS+TMS two-in-one solution, based on the deep integration of high-precision power signal acquisition and edge computing AI algorithms, achieves adaptive machining efficiency optimization and real-time tool status monitoring simultaneously through a single hardware platform—multi-channel independent parallelism, without interference, comprehensively covering all processes in composite machining.


✅ Adaptive Machining System (AMS): The Machine Tool's "AI Process Optimization Expert"

The system senses changes in cutting load in real time, incorporates multi-objective optimization AI algorithms, and dynamically calculates the safest and most efficient feed rate. During machining, it automatically increases speed in low-load areas, releasing the equipment's potential and shortening ineffective machining time; in high-load areas, it intelligently decreases speed, smoothing the feed and avoiding vibration marks and impact risks. In actual verification, the single-piece machining time was optimized from 149 seconds to 131 seconds, and the overall machining efficiency improved by 12.08%, fully releasing the production potential of each machine tool.

✅ Tool Monitoring System (TMS): "Multi-channel Independent Sentinels"

The system is equipped with independent data acquisition units for each spindle and power head, synchronously monitoring the power and load characteristics of each tool in real time, accurately identifying abnormal conditions such as chipping and breakage. Once a threshold is triggered, an alarm is immediately triggered or the machine is automatically stopped, eliminating the need for manual supervision. This achieves unmanned real-time monitoring, preventing the "use it until it breaks" approach to management and avoiding mass scrapping at the source.


3. Beyond Data: Holistic Value for Customers

The value of SIGER Data's four-in-one solution goes far beyond numerical improvements:

3.1 Leap in Processing Efficiency: Through AI-driven dynamic speed adjustment, roughing releases cutting potential, while finishing ensures surface quality, saving 18 seconds per piece and increasing overall efficiency by 12.8%, significantly improving equipment utilization.

3.2 Eliminating Batch Scrap: Real-time tool monitoring immediately stops the machine or prompts for tool replacement after tool breakage or chipping, preventing continuous processing of scrap in subsequent processes. A single incident can save thousands to tens of thousands of yuan in material and rework costs.

3.3 Supporting Unmanned Production: The system automatically monitors, provides early warnings, and adjusts speed, eliminating the need for constant operator supervision. Continuous operation of "lights-out factories" at night becomes a reality, simultaneously optimizing labor costs.

3.4 Rapid Deployment, Extremely Easy to Use: Hardware installation, channel debugging, and threshold calibration are completed in 3-5 days without increasing operational complexity, making it easy for both experienced and novice employees to operate.


4. Extensive Validation: Empowering the Future of High-End Manufacturing

SIGER Data's integrated Adaptive Machining and Tool Monitoring Solution has been successfully applied in mill-turn machining centers and turning centers across numerous industries, including automotive parts, aerospace, and precision molds.

Based on a single hardware platform, it can be smoothly upgraded to the NC Max six-in-one intelligent digital system (TMS tool monitoring + AMS adaptive machining + TCS collision protection + CMS thermal compensation + CID chip identification + PHM health management) to meet enterprise needs, achieving more comprehensive optimization of efficiency, safety, and precision.


SIGER Adaptive Machining + Collision Protection System Compatibility:

Applicable Machine Tool Types: Machining centers, gantry milling machines, CNC lathes, mill-turn centers, grinding machines, and other cutting machine tools.

Applicable Machining Methods: Turning | Milling | Drilling | Tapping | Gear Surface Machining | Curved Surface Machining, etc.


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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