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AI listening system for headphone end-of-line testing with acoustic fixtures and production-test software interface

AI Listening For Headphone End-of-Line Testing

Learn how CRYSOUND combines AI listening, acoustic fixtures, OpenTest software, and production data for headphone defect detection at end of line.
https://www.crysound.com.cn/b/acoustic-vibration-test-system-selection-sonodaq-opentest-vs-ni-pxie/

SonoDAQ vs NI PXIe: How to Choose the Right Data Acquisition System

When selecting a data acquisition system for acoustics, NVH, and vibration testing, it is not enough to compare sampling rate, ADC resolution, or channel count alone. The evaluation should also consider field deployment, synchronization, power supply, data storage, analysis workflow, and report delivery. This article compares the application boundaries of SonoDAQ + OpenTest and NI [...]
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Sound Pressure Level vs. Sound Power: How Should Appliance Noise Actually Be Measured?

When evaluating the noise of an appliance, a single sound level meter reading only indicates how loud the sound is at one specific measurement location. It does not directly represent the inherent noise emitted by the product itself. This article begins by explaining the difference between sound pressure level and sound power level, clarifying why [...]
Typical applications of SonoDAQ PTP synchronization.

SonoDAQ PTP Multi-Device Synchronization Test: Deviation Remains Below 40 ns

The key to a multi-device data acquisition system is not simply the number of channels, but whether all acquired data share the same time base. In applications such as acoustic arrays, sound source localization, NVH analysis, and distributed vibration testing, even a small timing offset can affect phase relationships, time-of-arrival differences, and source localization accuracy. [...]
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Enabling Wind Tunnels to Locate Noise Sources

Wind tunnels were originally built to see the flow. Within a controlled test section, engineers direct airflow at a specified velocity over vehicles, wings, UAVs, rotor blades, or scale models. By analyzing pressure distributions, aerodynamic forces and moments, smoke visualization, Particle Image Velocimetry (PIV), and balance measurements, they can determine whether flow separation occurs, drag [...]

From Multi-Device Testing to a Unified Platform with SonoDAQ + OpenTest

In today's rapidly evolving electroacoustic product landscape, production line testing systems are no longer expected to simply "produce measurements." They must balance test capability, throughput, stability, and scalability. Core metrics such as frequency response, distortion, and sweep analysis remain essential. At the same time, more advanced requirements, such as anomalous sound detection, multi-channel synchronization, automated [...]

QuickRadio: RF Calibration and Bluetooth RF Performance Test Workflow

A practical, repeatable workflow for production and lab teams-covering calibration, RF measurements, pass/fail limits, and automated reporting. Frequency Calibration and Bluetooth Performance Testing Test System: QuickRadio + MT8852B Bluetooth Tester QuickRadio provides a powerful platform that can test RF front-end interactions. QuickRadio supports multiple preconfigured sequence templates, making it easy to customize RF test workflows [...]

A New Paradigm for Bluetooth Audio Testing: Efficient Automated Testing via Secondary Development of CRY578

The audio quality of Bluetooth products is critical, yet traditional manual testing is inefficient and inconsistent. To address this, we leverage the secondary development capabilities of the CRY578 to deliver an efficient, programmable, and automated testing solution. Core Tool: CRY578 Interface Overview The CRY578 is a hardware interface specifically designed for audio testing. It functions [...]

Unexpected Issues During Pilot Production

During pilot production and production line ramp-up, many issues do not appear in the way teams initially expect. Sometimes it starts with a small fluctuation at a test station, or a comment from a line engineer saying, "This result looks a bit unusual."However, when takt time, yield targets, and delivery milestones are all under pressure, [...]

Anomalous Sound Testing Explained: Principle,Method,and Configuration

In our previous blog post, Anomalous Sound Detection: From Human Ears to AI"we discussed the key pain points of manual listening, introduced CRYSOUND's AI-based anomalous sound testing solution, outlined the training approach at a high level, and showed how the system can be deployed on a TWS production line. In this post, we take the [...]

A²B Microphone Testing: A Practical Measurement Setup and Workflow

As A²B microphones and sensors are increasingly adopted in automotive applications, the demand for reliable testing in both R&D and production is also growing. This article explains why A²B testing matters, highlights the advantages of A²B over traditional analog cabling in terms of interconnect and scalability, outlines key measurement KPIs (such as frequency response, THD+N, [...]
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