# Using wavelet transform and hybrid CNN – LSTM models on VOC & ultrasound IoT sensor data for non-visual maize disease detection

> Research article (Heliyon, 2024) · cited 15× · AI/ML

**Wikidata**: [openalex:W4391896011](https://www.wikidata.org/wiki/openalex:W4391896011)  
**Source**: https://4ort.xyz/entity/using-wavelet-transform-and-hybrid-cnn-lstm-models-on-voc-amp-ultrasound-iot-sensor-data-for-non-visual-maize-disease-de