Research on emulsion concentration detection technology based on interpretable machine learning methods

Emulsion plays a critical role in ensuring the normal operation of hydraulic equipment and coal mine safety. However, existing underground emulsion concentration detection modules suffer from high failure rates and insufficient accuracy. With the increasing demand for intelligent production systems,...

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التفاصيل البيبلوغرافية

الحاوية / القاعدة:	Results in Engineering
المؤلفون الرئيسيون:	Jiaxu Kang, Jianwei Li, Meng Wang, Xinwei Guo, Dinghao Liu, Chao Qu, Chengbin Guo
التنسيق:	مقال
اللغة:	الإنجليزية
منشور في:	Elsevier 2025-09-01
الموضوعات:	Emulsion concentration detection Machine learning models Shap interpretability analysis Iot platform Sensors Siemens S7–200SMART PLC
الوصول للمادة أونلاين:	http://www.sciencedirect.com/science/article/pii/S2590123025023126