Publications by authors named "Kyriakos Koritsoglou"
Sensors (Basel)
November 2020
Article Synopsis
- A regression method is applied to enhance the accuracy of a low-cost digital temperature sensor, aligning it with the EN12830 European standard that allows a maximum error of 1 °C.
- The method corrects the sensor's nonlinear response using simple linear regression (SLR) and compares its performance against a compliant sensor via a custom dataset from a refrigerator.
- Experimental results showed an 82% reduction in mean absolute error (MAE) for refrigeration and 69% for freezer areas, while also outperforming three other machine learning algorithms in terms of generalization error.
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