Driving in a drowsy condition is one form of carelessness in driving that can be dangerous. Therefore, this research is intended to design and build a drowsy detection system that can warn the driver when they are in a condition that requires to rest. The system was developed in the form of an Android application that utilizes three types of sensors, which are the front camera as a source of face image with 480p resolution, portable EEG devices as a source of brainwaves data and MiBand as the source of heart rate data. Collected data from these three sensors will then be used as input for a neural network model to detect drowsiness. From this study it was found that the 1D CNN architecture is the most suitable to be used as a model in drowsiness detection systems compared to LSTM. A 4-minute time interval is used in the drowsy detection system that was developed because it was considered as the most optimal. By using data from ten participants, the model was able to get a validation accuracy of 96.30%. While from 12 trials of drowsiness detection system testing that was developed, the system can do drowsiness classification with an accuracy rate of 83.3%
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Investasi untuk alat-alat di ruang ICU, ICCU, PICU dan NICU menjadi sebuah masalah tersendiri di mana total keseluruhan per ruangannya membutuhkan biaya yang sangat mahal. Di tambah dengan fasilitasnya sendiri yang masih belum merata di Indonesia. Pembuatan Purwarupa Patient Health Monitor 3 Parameter ini bertujuan mempermudah diagnosa pihak medis dan menekan biaya investasi tadi.
Parameter yang dipilih pada patient monitor ini sendiri yakni detak jantung, SpO2, dan suhu tubuh. Pemilihannya di dasarkan pada kebutuhan pihak medis. Dan aturan klinis terkait medis pun juga perlu di kumpulkan. Metodologi nya sendiri meliputi durasi, tatacara dan tindakan medis. Di tambah dengan upaya mencari tahu tentang garis besar prosedur yang dijalankan di rumah sakit. Runutan program nya pun juga sangat berkaitan erat dengan scheduling dan time execution guna memastikan total waktu keseluruhan tidak melebihi durasi yang telah di tetapkan.
The investment in equipment in the ICU, ICCU, PICU and NICU is a separate problem where the total cost per room is very expensive. Not to mention the facilities are still not evenly distributed in Indonesia. The Prototype of Patient Health Monitor 3 parameter aims to simplify the medical diagnosis and reduce investment cost.
The parameters chosen in this patient monitor are heart rate, SpO2, and body temperature. The selection is based on the needs of the medical party. And clinical medical rules also need be collected. The methodology itself includes the duration, procedures and medical actions; also finding out the main outline procedure in the hospital. The program is also closely related to scheduling and time execution to ensure that the overall time does not exceed the specified duration.
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