Biomedical Signal Analysis
A Case-Study Approach
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Beschreibung
An authoritative assessment of the problems and applications of biomedical signals, rooted in practical case studies
The development of techniques to analyze biomedical signals, such as electro-cardiograms, has dramatically affected countless lives by making possible improved noninvasive diagnosis, online monitoring of critically ill patients, and rehabilitation and sensory aids for the handicapped. Rangaraj Rangayyan supplies a practical, hands-on field guide to this constantly evolving technology in Biomedical Signal Analysis, focusing on the diagnostic challenges that medical professionals continue to face. Dr. Rangayyan applies a problem-solving approach to his study. Each chapter begins with the statement of a different biomedical signal problem, followed by a selection of real-life case studies and the associated signals. Signal processing, modeling, or analysis techniques are then presented, starting with relatively simple "textbook" methods, followed by more sophisticated research approaches. The chapter concludes with one or more application solutions; illustrations of real-life biomedical signals and their derivatives are included throughout. Among the topics addressed are:
* Concurrent, coupled, and correlated processes
* Filtering for removal of artifacts
* Event detection and characterization
* Frequency-domain characterization
* Modeling biomedical systems
* Analysis of nonstationary signals
* Pattern classification and diagnostic decision
The chapters also present a number of laboratory exercises, study questions, and problems to facilitate preparation for class examinations and practical applications. Biomedical Signal Analysis provides a definitive resource for upper-level under-graduate and graduate engineering students, as well as for practicing engineers, computer scientists, information technologists, medical physicists, and data processing specialists.
Nichtinvasive Diagnostik, Online-Überwachung schwerkranker Patienten, moderne Rehabilitationshilfsmittel für Behinderte: Ohne moderne Verfahren zur Analyse biomedizinischer Signale wären solche Anwendungen undenkbar. Mit diesem Band können Sie sich den Herausforderungen der Zukunft stellen: Auf die Lösung praktischer Probleme ausgerichtet, stellt der Autor die wichtigsten Arten biomedizinischer Signale vor, erläutert sie anhand realitätsnaher Fallstudien und bespricht anschließend Details der Signalverarbeitung und -modellierung. Jedes Kapitel beginnt mit einfachen Methoden und geht später zu komplizierten modernen Forschungsansätzen über, veranschaulicht durch zahlreiche Diagramme (aus authentischem Datenmaterial). Sinnvolle Übungen, Fragenkomplexe und Problemaufgaben helfen Ihnen, Ihren Wissensstand zu überprüfen.
Autor*in
Rangaraj M. Rangayyan
Themen in »Biomedical Signal Analysis«
Biomedical Engineering Biomedizinische Technik Biomedizintechnik Biosignal Processing Biosignalverarbeitung Electrical & Electronics Engineering Elektrotechnik u. Elektronik Signal Processing Signalverarbeitung