Noninvasive Blood Glucose Level Detection Based on Matrix Pencil Method and Artificial Neural Network

Application of an Artificial Intelligence System Recognition Based on the Deep Neural Network Algorithm

“…AdaBoost is a redesigned algorithm; its main idea is to introduce multiple weak classifiers for the same dataset. The weak classifiers are then combined into a strong classifier, and several power classifiers are concatenated into the final cascaded classifier to distribute the dataset [ 11 ].…”

Cross enclosed square split ring resonator based on D.N.G. metamaterial absorber for X-band glucose sensing application

“…Recently, many companies and researchers worldwide have been working toward non-invasive measurements of B.G [ 6 , 7 ]. The finger model has been used in some studies [ 8 ]. There is a significant effect on the sensor's frequency response due to the placement of the sample (fingertip).…”

A novel multipurpose device for dataset creation and on-device immediate estimation of blood glucose level from reflection ppg

“…Many approaches [ 4 ] have been taken to solve these problems, including the minimally invasive method [ [5] , [6] , [7] ], the non-invasive fluid sampling method [ [8] , [9] , [10] ], and the non-invasive optical method [ 11 ] to inform users of their glucose levels. Some works argue about the equilibrium of blood glucose levels corresponding to vitreous eye fluid [ 12 ] and saliva [ 13 , 14 ].Non-invasive optical approaches have recently gained popularity [ 15 , 16 , 17 ]. [ 15 ] proposed a PPG device that can monitor hemoglobin, glucose, and creatinine.…”

“…They compute glucose levels and other vital factors using a genetic algorithm and Fourier analysis [ 16 ]. proposed a similar study that uses PPG signals to extract physiological health data and plans to build a commercial prototype of the PPG system [ 17 ]. proposed a novel technique, such as a microwave-based detection strategy, to improve the detection resolution of blood glucose levels.…”

“…Li et al [ 17 ] propose using microwave detection techniques to improve the resolution of detected blood glucose levels. To extract the poles of received microwave signals, the matrix pencil method is used.…”