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Biomedical Engineering Fundamentals Handbook With Python(1st Edition)
Authors:
Jamie Flux
Cover Type:Hardcover
Condition:Used
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Book details
ISBN: B0DFXS5VC2, 979-8338088456
Book publisher: Independently published
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Book Summary: Unlock The Future Of Biomedicine With This Expansive Guide, Designed To Bridge The Gap Between Engineering Principles And Biological Applications. Whether You're Delving Into The Intricacies Of Cellular Systems, Cutting-edge Medical Devices, Or The Latest In Bioinformatics, This Comprehensive Handbook Is Your Essential Resource. With Python Code Provided For Every Chapter, Seamlessly Implement The Techniques And Models Discussed, Ensuring Practical Understanding Alongside Theoretical Mastery.Key Features:- Exhaustive Coverage Of Essential Biomedical Engineering Concepts, Principles, And Applications.- Hands-on Python Code For Real-world Implementation Of Theoretical Models.- Step-by-step Guides Designed To Cater To Students, Researchers, And Professionals.- In-depth Exploration Of Machine Learning And AI Techniques Crucial For Advancing Personalized Medicine And Diagnostics.- Detailed Analysis Of Traditional And Modern Biomedical Methodologies.What You Will Learn:Engage Deeply With A Variety Of Groundbreaking Topics, A Few Of Which Include:- Apply Ohm's Law To Understand Electrical Current In Biological Tissues.- Utilize The Hodgkin-Huxley Model For Neuronal Action Potential Simulations.- Calculate Ion Equilibrium Across Membranes With The Nernst Equation.- Determine Membrane Potential With The Goldman Equation For Multiple Ions.- Implement Michaelis-Menten Kinetics For Enzymatic Reaction Modeling.- Explore Reynolds Number Implications In Blood Flow Dynamics.- Understand Heart Mechanics Through Laplace's Law.- Apply Poiseuille's Law To Fluid Dynamics In Capillaries.- Use Fick's Law To Model Particle Diffusion In Membranes.- Perform Concentration Analysis Using The Beer-Lambert Law In Spectrophotometry.- Calculate Gibbs Free Energy To Predict Metabolic Chemical Processes.- Analyze Particle Distribution With The Boltzmann Distribution.- Leverage Fourier Transform For Signal Processing In MRI Imaging.- Enhance Biomedical Signals With Kalman Filter Algorithm.- Extract Meaningful EEG Components Using FastICA.- Update Diagnostic Probabilities With Bayesian Inference.- Model Disease Progression With Markov Models.- Interpret Genetic Sequences Through Hidden Markov Models.- Cluster Genomic Data Using K-Means.- Classify Complex Healthcare Data Using Support Vector Machines.- Predict Clinical Outcomes With Logistic Regression.- Construct Models For Diagnostics Using Neural Networks.- Analyze Medical Imaging With Convolutional Neural Networks.- Problem-solve Time-series Data With Recurrent Neural Networks And LSTMs.- Optimize ML Algorithms With Gradient Descent.- Study Biomechanics Through Lagrangian Mechanics.- Model Biological Structures With Euler-Bernoulli Beam Theory.- Simulate Biological Tissue Stress With The Finite Element Method.- Optimize Drug Interactions Using Monte Carlo Simulations.- Model Bolus Kinetics In Drug Delivery Systems.- Investigate Substance Transport Across Membranes.- Simulate Stress In Cardiovascular Systems With CFD Modeling.- Explore Gene Regulatory Network Inference With Bayesian Networks.- Implement Machine Vision For Surgical Robotics Precision.
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