PROJECTE DE FI DE CARRERA Acoustic Alarm Detection Based on Matched Filter and Morphological Tools (Detecció d'Alarmes Acústiques Basada en Filtre Adaptat i Eines Morfològiques)
ثبت نشده
چکیده
Newborns of a gestational age of 24-32 weeks are commonly very weak and have health problems. The facilities of a Neonatal Intensive Care Unit (NICU) provide the medical equipment needed for their care and in some cases, for their survival. The acoustic environment of a typical NICU is very rich and may contain a large number of different sounds, which come either from the equipment or from the human activities taking place in it. Alarm sounds triggered by biomedical equipment play a key role in providing healthcare in a NICU, but at the same time loud sounds or particular sounds may be harmful for the neurological development of preterm infants. The aim of this project is to develop a system that allows to detect these alarm sounds. Previously, several systems have been proposed for this task, all based on machine learning techniques. Our goal is to provide an alternative solution based on signal processing techniques. The system proposed in this work consists of a set of consecutive stages that convert the audio input into a binary data stream specifying each alarm detection in time. The experimental evaluations were performed with a database recorded in a real-world hospital environment (Hospital de Sant Joan de Déu). The performance of the detection system is assessed both at the frame level and at the alarm period level.
منابع مشابه
Número 235 . 19 De Maig De 2005
La Universitat de València i el CSIC lideren el projecte d’una gran instal·lació europea de física mèdica, que segons va explicar ahir el rector, Francisco Tomás, tindrà com a aplicació fonamental la teràpia oncològica basada en la utilització de feixos d’hadrons (protons i ions de carboni). La notícia va transcendir dimarts passat després d’una reunió a Madrid entre el president del Govern, Jo...
متن کاملPassive Acoustic Detection and Localization of Mesoplodon Densirostris (blainville's Beaked Whale) Vocalizations Using Distributed Bottom- Mounted Hydrophones in Conjunction with a Digital Tag (dtag) Recording
Click data from a tagged Mesoplodon densirostris was compared with broadband acoustic recordings from an 82 hydrophone wide-baseline array located in the Tongue of the Ocean, Bahamas. Two detectors, an Fast Fourier Transform (FFT) based detector and matched filter, were evaluated in white noise and with the acoustic recordings from the array for performance detecting M. densirostris clicks. The...
متن کاملA Time/Frequency Spectral Based Approach to Filtering
This report describes a new filtering approach suitable for demodulating narrowband signals captured in digital wideband data. The new approach is based on generating the filtered and downconverted baseband signals using time/frequency spectral data, rather than the input wideband data. For communications electronic support measures systems, this spectral data will normally be generated to faci...
متن کاملUniversitat Politècnica de Catalunya Department of Telematics Engineering Ph . D . Dissertation Real - Time Pay - per - View of Protected Multimedia Content v : 2 . 0
Dir que aquesta tesi tracta de comerc electronic payperview de video. La primera part es mes aviat practica, unicast, basada en el projecte streamobile. La segona part tracta els temes de pagament i proteccio del copyright en l’entorn multicast. La tercera part presenta un metode per tal que (SDC). La primera part es mes aviat tecnica, la segona teorica, la tercera es de vital importancia per a...
متن کاملA new approach to the design of complex all-pass IIR digital filters
A new method is proposed for designing complex all-pass IIR filters, the all-pass IIR filters with complex coefficients, in this paper. By minimizing the integration of certain square phase error over interested frequencies, an eigenvector of an appropriate real, symmetric and positive-definite matrix is computed to get the filter coefficients. The stability is achieved by specifying properly t...
متن کامل