Insights

Technical notes, field insights, and project updates

We share implementation decisions, field lessons, and operating perspectives shaped by research and delivery.

Visual representing Xylolabs technical writing and operational data

Focus

Topics include acoustic and vibration analysis, ultrasonic diagnostics, speaker verification, and operator software.

Publishing

Articles are published as project learnings and technical notes are ready for release.

RESEARCH & PATENTS

Topics we write about

Signal-processing work that started in the lab now goes into industrial AI products built for deployment.

Acoustic and vibration anomaly detection

Algorithms for surfacing early anomaly signatures in high-frequency acoustic and vibration data from motors, cranes, and pipes.

Acoustic anomaly detectionVibration analysisEdge inference

Ultrasonic non-destructive diagnostics

Signal processing and interpretation for ultrasonic scanning of trees and structures, tracking internal change.

Ultrasonic NDTSignal propagationPhase analysis

Speaker verification and voice robustness

Speaker authentication and voice workflows designed to hold up in noisy industrial environments.

Speaker verificationNoise robustnessLiveness detection

Field-ready edge AI inference

Model compression and optimization so AI runs in real time on FPGAs, MCUs, and industrial gateways.

FPGA inferenceModel compressionReal-time systems

From the field

Lessons from active field programs

Research themes become sharper when they are tied to working deployments. These programs show the kinds of problems Xylolabs takes on and how we approach them.

Environment & Forestry

Korea Forest Research Institute

Ultrasonic non-destructive diagnostics for earlier pine wilt disease detection

Logistics & Port

Major Korean port operator (anonymized)

Real-time fatigue and anomaly monitoring for STS crane wires