Automation
Control systems, PLC engineering, field problems and production automation.
PLC Watchdog Nedir? Haberleşme Arızası Nasıl Algılanır?
PLC, SCADA ve veri toplama sistemlerinde watchdog/heartbeat tasarımını anlatan saha odaklı rehber.
Read →Siemens TIA Portal mı Beckhoff TwinCAT mi? Otomasyon Mühendisi İçin Gerçek Karşılaştırma
TIA Portal ve TwinCAT'i gerçek otomasyon proje kriterleriyle karşılaştıran rehber.
Read →Time-Series Foundation Models in Manufacturing: Are They Ready for the Plant Floor?
Foundation models for time-series data are an emerging direction for industrial analytics. Their promise is broad generalisation; the engineering challenge is making sure the patterns learned actually…
Read →Predictive Maintenance: Why Most AI Projects Start in the Wrong Place
Predictive maintenance is often described as a model problem. In practice, the hardest questions are about failure modes, maintenance history, operating context and what action the prediction…
Read →Industrial Anomaly Detection with Machine Learning: Where to Start
Anomaly detection is one of the most practical machine-learning problems in manufacturing, provided the engineering team first defines what “normal” means for the process. The model is…
Read →AI in Industrial Automation: What Actually Changes for PLC Engineers?
Artificial intelligence is entering factories, but it does not replace the control engineer in the way the headlines suggest. The practical changes are more interesting: better diagnostics,…
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