MASINDE MULIRO UNIVERSITY OF SCIENCE AND TECHNOLOGY

THE CARDIOVASCULAR SYSTEM

A Comprehensive Study Guide for 3rd-Year Undergraduate Students in Electrical & Communication Engineering — with an emphasis on the bio-electrical, instrumentation, and signal-processing perspectives of the heart and circulation.

Course Context: Biomedical Engineering / Bio-instrumentation  •  Level: Year 3  •  Format: Self-paced HTML Study Guide

1. Learning Objectives

By the end of this study guide, the student should be able to relate the physiology of the cardiovascular system to the engineering principles used to measure, model, and monitor it.

Specific Objectives

  1. Describe the anatomy of the heart and the structure of the circulatory system (systemic and pulmonary circuits).
  2. Explain the electrical conduction system of the heart and the ionic basis of the cardiac action potential.
  3. Interpret a standard 12-lead electrocardiogram (ECG) waveform — P wave, QRS complex, T wave, and intervals.
  4. Explain the cardiac cycle in terms of pressure–volume relationships, valve action, and heart sounds.
  5. Apply engineering models (pump–resistor–capacitor analogies, fluid dynamics) to describe blood flow and blood pressure.
  6. Identify the principles of operation of cardiovascular instrumentation: ECG electrodes, pressure transducers, pulse oximetry, and ultrasound Doppler flow measurement.
  7. Apply signal-processing techniques — filtering, amplification, noise removal (50/60 Hz mains interference), and heart-rate-variability (HRV) analysis — to biosignals.
  8. Relate common cardiovascular disorders (arrhythmias, hypertension, myocardial infarction) to their ECG signatures and diagnostic measurements.

Table of Contents

2. Overview of the Cardiovascular System

The cardiovascular system is the body's transport network. It consists of the heart (a muscular pump), blood vessels (arteries, veins, capillaries), and blood (the transport medium). Its primary functions are:

2.1 The Two Circuits

Pulmonary Circulation
Right side of the heart → pumps deoxygenated blood to the lungs via the pulmonary arteries → gas exchange in the alveolar capillaries → oxygenated blood returns to the left atrium via the pulmonary veins. Low-pressure circuit (~25/8 mmHg).
Systemic Circulation
Left side of the heart → pumps oxygenated blood through the aorta to all body tissues → oxygen and nutrients diffuse out; CO₂ and wastes diffuse in → deoxygenated blood returns via the superior and inferior vena cava to the right atrium. High-pressure circuit (~120/80 mmHg).

2.2 Why This Matters to an Electrical & Communication Engineer

Engineering Perspective: The cardiovascular system is, from a systems viewpoint, a closed-loop fluidic network driven by a dual-phase positive-displacement pump, regulated by feedback control (baroreceptors, autonomic nervous system), and monitored through bioelectrical signals (ECG), pressure waves, and acoustic signatures (heart sounds). Every diagnostic device in cardiology — ECG machines, blood-pressure monitors, pulse oximeters, cardiac pacemakers, defibrillators — is an application of instrumentation, analog electronics, digital signal processing, and communications theory that you already study. Understanding the physiology is the foundation for designing and maintaining such systems in hospitals and research settings, and is directly relevant to emerging fields such as telemedicine, wearable health monitors, and biomedical IoT.

3. Anatomy of the Heart and Blood Vessels

3.1 Gross Anatomy of the Heart

The heart is a fist-sized muscular organ (~300 g) located in the mediastinum between the lungs, slightly tilted to the left. It has four chambers:

ChamberFunctionWalls / Characteristics
Right Atrium (RA)Receives deoxygenated blood from the body via vena cavaThin-walled; contains the sinoatrial (SA) node
Right Ventricle (RV)Pumps blood to the lungs (pulmonary circulation)Moderate wall thickness; crescent-shaped
Left Atrium (LA)Receives oxygenated blood from the lungs via pulmonary veinsThin-walled
Left Ventricle (LV)Pumps blood to the entire body (systemic circulation)Thickest wall (~10–15 mm); conical

3.2 Valves of the Heart

3.3 Layers of the Heart Wall

  1. Epicardium — outer protective layer (visceral pericardium).
  2. Myocardium — the cardiac muscle layer; the thickest in the left ventricle; the contractile "engine" of the pump.
  3. Endocardium — inner smooth lining in contact with blood.

3.4 Blood Vessels

Vessel TypeStructure & FunctionEngineering Analogy
ArteriesThick elastic/muscular walls carrying blood away from the heart; withstand pulsatile pressure; damp pressure oscillationsPressure-rated pipelines with surge tanks
ArteriolesSmall arteries whose smooth muscle regulates flow — the main site of peripheral resistanceControl valves / variable resistors
CapillariesOne-cell-thick walls; site of O₂, CO₂, nutrient and waste exchangeMass-transfer membranes / heat exchangers
Venules & VeinsThin-walled, low-pressure return lines; contain one-way valves; aided by muscle-pump action; ~64% of blood volume resides hereLow-pressure return lines with check valves
Clinical Note: The coronary arteries supply the heart muscle itself. Blockage of a coronary artery causes a myocardial infarction (heart attack), which produces characteristic ECG changes (ST-segment elevation or depression) — the basis of ECG-based diagnosis discussed in Section 6.

4. The Heart's Electrical Conduction System

The heart is myogenic — it generates its own electrical impulses without nervous stimulation. The conduction system is a specialized network of excitable cells:

  1. Sinoatrial (SA) node — the natural pacemaker (~60–100 impulses/min), located at the junction of the right atrium and superior vena cava. Its cells spontaneously depolarize (funny current, If).
  2. Atrial conduction pathways — impulses spread across both atria, causing atrial contraction.
  3. Atrioventricular (AV) node — the only electrical connection between atria and ventricles; introduces a deliberate delay (~0.1 s) allowing ventricular filling.
  4. Bundle of His — conducts the impulse from the AV node into the ventricular septum.
  5. Right and Left Bundle Branches — the left branch splits into anterior and posterior fascicles.
  6. Purkinje fibres — rapidly distribute the impulse (~4 m/s) throughout the ventricular myocardium, triggering coordinated ventricular contraction from apex upward.

4.1 The Cardiac Action Potential

Unlike the short neuronal action potential, the ventricular myocyte action potential lasts ~250–300 ms and has five phases:

PhaseIonic EventsMembrane Behaviour
Phase 0 — Rapid depolarizationFast Na⁺ channels open; Na⁺ rushes inSharp upstroke (to ~ +20 mV)
Phase 1 — Early repolarizationNa⁺ channels inactivate; transient K⁺ efflux (Ito)Small notch
Phase 2 — PlateauCa²⁺ influx through L-type Ca²⁺ channels balanced by K⁺ effluxProlonged plateau (~200 ms); triggers Ca²⁺-induced Ca²⁺ release → contraction
Phase 3 — RepolarizationCa²⁺ channels close; K⁺ efflux continues (IKr, IKs)Return toward resting potential
Phase 4 — Resting potentialK⁺ equilibrium (~ −90 mV) maintained by Na⁺/K⁺ ATPase and inward rectifier K⁺ current (IK1)Stable resting potential
Engineering Perspective: The action potential is a nonlinear voltage waveform propagating through a resistive–capacitive biological cable (the myocardium). Propagation speed depends on membrane resistance, capacitance, and axial resistance — parameters that change in disease (e.g., ischemia slows conduction). This is exactly the transmission-line physics studied in electromagnetics.

4.2 The Electrophysiology of Automaticity

Pacemaker cells of the SA and AV nodes have an unstable Phase 4 — a slow spontaneous depolarization (the pacemaker potential) caused by the inward "funny" Na⁺ current (If) and T-type Ca²⁺ currents, followed by L-type Ca²⁺-mediated upstrokes. The SA node's intrinsic rate (~100/min) is normally slowed to ~70/min by vagal (parasympathetic) tone.

Key Numbers: SA node rate 60–100/min • AV node rate 40–60/min (intrinsic) • Ventricular escape rhythm 20–40/min • AV nodal delay 0.09–0.12 s • Normal PR interval 0.12–0.20 s • Normal QRS duration < 0.12 s.

5. The Cardiac Cycle

The cardiac cycle is the sequence of mechanical events — contraction (systole) and relaxation (diastole) — driven by the electrical events of Section 4. One cycle lasts about 0.8 s at a heart rate of 75 bpm.

5.1 Phases of the Cycle

PhaseEventsValve Status (AV / SL)
1. Atrial systoleAtrial contraction tops up ventricular filling ("atrial kick", ~10–20% of filling)Open / Closed
2. Isovolumetric contractionVentricles contract; pressure rises sharply; all valves closed; volume constantClosed / Closed
3. Rapid ejectionVentricular pressure exceeds aortic/pulmonary pressure; semilunar valves open; blood ejected rapidlyClosed / Open
4. Reduced ejectionEjection slows as pressures equilibrateClosed / Open
5. Isovolumetric relaxationVentricles relax; pressure falls; all valves closedClosed / Closed
6. Rapid fillingVentricular pressure falls below atrial; AV valves open; passive filling (~70–80%)Open / Closed
7. DiastasisSlow final filling as pressures equalizeOpen / Closed

5.2 Pressure–Volume Loop

The left ventricular pressure–volume loop is the standard graphical description of the cycle:

The area enclosed by the loop equals the stroke work per beat. Key volumes:

ParameterTypical Value (adult at rest)
End-diastolic volume (EDV)~120 mL
End-systolic volume (ESV)~50 mL
Stroke volume (SV = EDV − ESV)~70 mL
Cardiac output (CO = HR × SV)~5 L/min
Ejection fraction (EF = SV/EDV)55–70% (key clinical indicator)

5.3 Heart Sounds

Engineering Perspective: Heart sounds are transient acoustic signals (20–200 Hz) produced by valve closure and blood turbulence — they are analyzed with microphones (phonocardiography) and digital signal processing, e.g., to detect murmurs or valve disease automatically.

6. The Electrocardiogram (ECG)

The ECG is a recording of the summed electrical activity of the heart as detected by electrodes on the body surface. It is the single most important non-invasive cardiac diagnostic tool.

6.1 The Standard ECG Waveform

FeatureRepresentsNormal Duration / Amplitude
P waveAtrial depolarization (initiated by SA node)< 0.12 s; < 0.25 mV
PR intervalAtrial depolarization + AV nodal delay0.12 – 0.20 s
QRS complexVentricular depolarization (septum → apex → walls)< 0.12 s; largest amplitude
ST segmentPeriod when ventricles are fully depolarized (plateau phase)Isoelectric (baseline)
T waveVentricular repolarizationSame polarity as QRS, broader
QT intervalTotal ventricular depolarization + repolarization (rate-dependent)< ~0.44 s (corrected: QTc < 0.44 s)
Important Concept: Atrial repolarization is hidden within the QRS complex; the delay between atrial and ventricular contraction (PR interval) allows the ventricles to fill completely before pumping.

6.2 The 12-Lead ECG

A standard ECG records 12 "leads" — different electrical views of the heart (each lead is a differential voltage between electrode pairs):

By examining which leads show changes, clinicians localize the affected region of the heart (e.g., inferior wall MI shows changes in II, III, aVF).

6.3 ECG Paper and Rate Calculation

Engineering Perspective: The ECG is a millivolt-level differential signal (0.1–5 mV, 0.05–150 Hz bandwidth) measured on a body with high common-mode interference (50 Hz mains in Kenya/EU; 60 Hz in USA). The front-end therefore needs: Ag/AgCl electrodes → high-input-impedance instrumentation amplifier (very high CMRR, e.g., >100 dB) → right-leg drive to cancel common-mode → band-pass filtering → isolation → ADC. This is a classic precision analog design problem.
Try it: Use the ECG simulator in Section 11 to observe how the waveform changes with heart rate and to practice the 300-method rate calculation.

7. Hemodynamics — an Engineering View

7.1 Blood Pressure

Arterial blood pressure is reported as systolic/diastolic (e.g., 120/80 mmHg). Pulse pressure = systolic − diastolic; mean arterial pressure (MAP) ≈ diastolic + (pulse pressure/3).

Category (adult)Systolic (mmHg)Diastolic (mmHg)
Normal< 120< 80
Pre-hypertension120–13980–89
Hypertension (Stage 1)140–15990–99
Hypertension (Stage 2)≥ 160≥ 100

7.2 Ohm's Law Analogy

Electrical–hydraulic analogy:
  • Pressure (ΔP) ↔ Voltage (V)
  • Flow (Q) ↔ Current (I)
  • Resistance (R) ↔ Resistance (R)
Thus MAP = CO × SVR, where CO = cardiac output and SVR = systemic vascular resistance — the exact analogue of V = I × R. Arterioles act as the adjustable "resistors" of the circuit (via smooth-muscle tone), and the large elastic arteries act as compliance (capacitance) that smooths pulsatile flow — a classic RC low-pass filter converting pulsatile flow into near-steady capillary flow.

7.3 Poiseuille's Law

For laminar flow in a vessel, the resistance is:

R = 8ηL / (πr⁴)   ⇒   Q = πΔP r⁴ / (8ηL)

where η = blood viscosity, L = vessel length, r = vessel radius. Note the fourth-power dependence on radius — a 50% decrease in radius increases resistance 16-fold. Blood is non-Newtonian and flow in small vessels is pulsatile and partly turbulent, so Poiseuille's law is an idealization.

7.4 Laplace's Law

Wall tension in a spherical/ellipsoidal vessel or chamber: T = P × r / (2h) (for a sphere) where P = internal pressure, r = radius, h = wall thickness. This explains why a dilated failing heart (large r) or a dilated aneurysm (high P × r) is at risk of wall rupture.

7.5 Cardiac Output and Its Regulation

CO = HR × SV (≈ 5 L/min at rest, up to 25 L/min in athletes). Stroke volume is governed by:

Feedback control: Baroreceptors in the aortic arch and carotid sinus detect pressure changes and, via the medulla and autonomic nerves, adjust heart rate (vagus/sympathetic) and vascular resistance — a classic closed-loop feedback system with negative feedback maintaining blood pressure homeostasis.

8. Cardiovascular Instrumentation

This section links each physiological quantity to the sensor and electronic front-end used to measure it — the core of bio-instrumentation for ECE students.

8.1 ECG Systems

BlockFunction & Typical Specifications
Electrodes (Ag/AgCl)Convert ionic current in tissue to electronic current; require low offset potential and stable contact resistance
Instrumentation amplifierGain ~1000; CMRR > 100 dB; input impedance > 10 MΩ; bias currents < 100 nA
Right-leg driveInverts and feeds back common-mode voltage to the body, cancelling 50 Hz interference
FiltersHigh-pass ~0.05 Hz (removes baseline drift); low-pass ~150 Hz (anti-alias, removes EMG); notch 50/60 Hz (mains)
IsolationPatient safety — withstand defibrillator surges and leakage limits (IEC 60601)
ADC / DSPSampling ≥ 500 Hz per lead; QRS detection, ST analysis, arrhythmia classification

8.2 Blood Pressure Measurement

8.3 Pulse Oximetry

A non-invasive optical technique: red (660 nm) and infrared (940 nm) LEDs shine through a fingertip, and a photodiode measures transmitted intensity. Because oxyhemoglobin and deoxyhemoglobin absorb the two wavelengths differently, the ratio of pulsatile (AC) to non-pulsatile (DC) absorbance at the two wavelengths yields SpO₂. The AC component is caused by arterial blood pulsation — an elegant lock-in style demodulation of a physiological signal from strong DC ambient and venous components.

8.4 Doppler Ultrasound

Blood velocity is measured via the Doppler shift: fd = 2f₀ v cosθ / c, where f₀ = transmitted frequency, v = blood velocity, θ = beam–flow angle, c = speed of sound. Continuous-wave (for high-velocity jets) and pulsed-wave Doppler (depth-resolved) are used; cardiac output can be estimated by integrating velocity across the aortic valve cross-section.

8.5 Pacemakers and Defibrillators

Design Challenges: All cardiovascular implants face: ultra-low power budgets (pacemaker batteries must last 8–12 years), biocompatibility, hermetic packaging, electromagnetic interference (e.g., MRI safety), and reliable telemetry — directly relevant to embedded systems and wireless communication courses.

9. Signal Processing of Cardiac Signals

9.1 ECG Signal Characteristics and Noise

Signal ComponentApproximate Frequency Range
QRS complex (diagnostic content)5 – 50 Hz
P and T waves0.5 – 10 Hz
Full diagnostic bandwidth0.05 – 150 Hz
Noise / ArtifactFrequency / CharacterMitigation
Mains (50/60 Hz) interference50 Hz + harmonics, common-modeHigh CMRR amp, right-leg drive, notch filter
Baseline wander< 0.5 Hz (respiration, electrode motion)High-pass filter ≥ 0.05 Hz
Electromyogram (EMG) muscle noise20 – 500 Hz, randomLow-pass filter, patient relaxation
Electrode contact motionSudden spikes/offsetsGood skin preparation, Ag/AgCl gel electrodes

9.2 QRS Detection

The basis of real-time heart-rate monitoring. Classical algorithm (Pan–Tompkins, 1985):

  1. Band-pass filtering (5–15 Hz) to emphasize QRS energy.
  2. Differentiation — highlights the steep QRS slope.
  3. Squaring — makes all values positive, emphasizes high frequencies.
  4. Moving-window integration — smooths, giving a pulse-like feature at each beat.
  5. Adaptive thresholding — two-level (signal/ noise) thresholds with refractory period (~200 ms) reject false detections.

9.3 Heart Rate Variability (HRV)

Beat-to-beat (R–R) intervals are not constant; HRV quantifies this variation, typically from 5-min or 24-h ECG records. Frequency-domain measures mirror spectral estimation:

Time-domain measures include SDNN (standard deviation of NN intervals) and RMSSD. Low HRV is associated with stress, diabetes, and poor outcomes after MI.

9.4 Biotelemetry and mHealth

Modern cardiovascular monitoring uses Bluetooth Low Energy (BLE) to stream ECG/PPG from wearables to smartphones and cloud servers — an application of packet communications, compression (lossless ECG compression algorithms), and network QoS (reliable, low-latency delivery of alarm-class data). Kenya's growing telemedicine infrastructure makes this a highly relevant career area.

10. Common Cardiovascular Disorders

ConditionPhysiological BasisElectrical / Measurement Signature
Myocardial infarction (MI)Coronary artery occlusion → ischemia → necrosis of myocardiumST-segment elevation (STEMI) or depression + T-wave inversion; pathological Q waves develop; troponin biomarkers rise
Atrial fibrillation (AF)Chaotic atrial activity (~350–600/min); irregular AV conductionNo P waves; irregularly irregular R–R intervals; fibrillatory baseline
Heart block (AV block)Impaired AV conductionProlonged PR (1st degree); dropped beats (2nd degree); AV dissociation (3rd degree)
Ventricular fibrillation (VF)Disorganized ventricular activity; no effective pumpingChaotic waveform of varying shape/amplitude; cardiac arrest — requires immediate defibrillation
HypertensionChronically elevated SVR and/or COBP ≥ 140/90 mmHg repeatedly; LV hypertrophy on ECG/echo
Valvular stenosis / regurgitationNarrowed or leaky valve → murmur; pressure overload or volume overloadMurmurs on auscultation/phonocardiogram; characteristic ECG and echo changes
Long-QT syndromeDelayed ventricular repolarization (ion-channel mutations)Prolonged QT/QTc > 0.44 s; risk of torsades de pointes
Clinical Rule of Thumb: The ECG is read systematically — rate, rhythm, axis, P–QRS–T morphology, intervals, ST segments — and compared against the patient's history. Never diagnose from a single automated measurement.

11. Interactive Simulations

11.1 ECG Waveform Simulator (Synthetic Lead II)

This simulator synthesizes a normal sinus-beat ECG using the piecewise Gaussian model (McSharry et al.). Adjust the heart rate and observation window; estimate the rate using the 300 method and check your answer.

R–R interval: s  |  P–QRS–T visible. Count the large squares between R waves!

11.2 R–R Interval & HRV Calculator

Enter a series of R–R intervals (in seconds, comma-separated) from a rhythm strip. The tool computes mean rate, SDNN (overall variability) and RMSSD (short-term beat-to-beat variability).

Awaiting input…

11.3 Cardiac Output Calculator (CO = HR × SV)

Cardiac output: 4.90 L/min

Compare: a trained athlete at rest may have SV ~ 100 mL at HR 50 → 5 L/min with far less metabolic cost.

12. Self-Assessment Quiz

Attempt each question before revealing the answer.

Q1. Which structure is the normal pacemaker of the heart, and what is its intrinsic rate range?

Answer: The sinoatrial (SA) node, with an intrinsic rate of about 60–100 beats per minute. Its cells show spontaneous Phase-4 depolarization (the "funny" Na⁺ current If followed by T-type and L-type Ca²⁺ currents).

Q2. What electrical event does each of the following represent: P wave, QRS complex, T wave?

Answer: P wave — atrial depolarization; QRS complex — ventricular depolarization (with atrial repolarization buried within it); T wave — ventricular repolarization.

Q3. Why is the PR interval clinically important, and what is its normal range?

Answer: The PR interval (normal 0.12–0.20 s) reflects the conduction time from SA node through atria, AV node, and His–Purkinje system. It incorporates the AV nodal delay that lets the ventricles fill before systole. Prolongation indicates AV block; shortening may indicate pre-excitation (WPW).

Q4. An ECG strip (25 mm/s) shows an R–R interval of 4 large squares. What is the heart rate, and what formula did you use?

Answer: 300 ÷ 4 = 75 bpm, using the rule that HR (bpm) = 300 ÷ (number of large 0.2-s squares between R waves). Equivalent: 1500 ÷ small squares, or 60 ÷ R–R interval in seconds.

Q5. Using the hydraulic–electric analogy, state the relationship between mean arterial pressure, cardiac output, and systemic vascular resistance.

Answer: MAP ≈ CO × SVR — the analogue of Ohm's law V = I × R (pressure ↔ voltage, flow ↔ current, resistance ↔ resistance). Compliance of large arteries plays the role of capacitance.

Q6. Why does a small reduction in arteriole radius cause such a large increase in vascular resistance?

Answer: From Poiseuille's law, resistance R = 8ηL/(πr⁴) — resistance is inversely proportional to the fourth power of radius. Halving the radius increases resistance sixteenfold, so arteriolar smooth-muscle tone is a very powerful control variable.

Q7. List four sources of noise/artifact in a surface ECG and one mitigation technique for each.

Answer: (1) 50 Hz mains interference — instrumentation amplifier with high CMRR + right-leg drive + notch filter; (2) baseline wander < 0.5 Hz — high-pass filter at 0.05 Hz; (3) EMG muscle noise 20–500 Hz — low-pass filter, relaxed patient; (4) electrode motion artifacts — skin abrasion/cleaning and proper Ag/AgCl electrode attachment.

Q8. What is the Frank–Starling law of the heart?

Answer: Within physiological limits, the stroke volume (and force of contraction) increases with the degree of ventricular filling (preload/end-diastolic volume) — greater sarcomere stretch produces a more forceful contraction. It underlies the heart's ability to match output to venous return.

Q9. Explain how a pulse oximeter estimates arterial oxygen saturation using two wavelengths.

Answer: Red (660 nm) and infrared (940 nm) light pass through tissue; a photodiode records transmitted intensity. Oxy- and deoxyhemoglobin absorb these wavelengths differently, so the ratio of the AC (pulsatile arterial) to DC (baseline tissue) components at the two wavelengths determines SpO₂. The AC extraction is effectively lock-in demodulation of the arterial pulsation.

Q10. Give the ECG hallmark of (a) STEMI, (b) atrial fibrillation, (c) third-degree AV block.

Answer: (a) ST-segment elevation in contiguous leads (often with hyperacute T waves and later Q waves); (b) absent P waves with an irregularly irregular ventricular response and fibrillatory baseline; (c) complete AV dissociation — P waves and QRS complexes march independently at their own rates.

Q11. A patient's echocardiogram gives EDV = 120 mL and ESV = 60 mL at HR = 70 bpm. Calculate SV, CO, and ejection fraction.

Answer: SV = EDV − ESV = 60 mL; CO = HR × SV = 70 × 60 mL = 4200 mL/min ≈ 4.2 L/min; EF = SV/EDV = 60/120 = 50% (borderline low — normal is 55–70%).

Q12. Why does an implantable pacemaker need both sensing and pacing functions? What engineering constraint dominates its power budget?

Answer: The device must sense intrinsic cardiac activity to inhibit (or trigger) its own pulses on demand — a closed-loop real-time controller that prevents competition with the patient's own rhythm. The dominant constraint is ultra-low power consumption, since the battery must last many years (typically 8–12) without replacement, dictating microwatt-level standby electronics.

13. Summary & Study Tips

13.1 Key Takeaways

13.2 Study Tips

  1. Draw the ECG on grid paper repeatedly until you can sketch P–QRS–T with correct timings from memory.
  2. Trace one impulse through the conduction system while narrating the ECG waves it produces — link electrophysiology to the waveform.
  3. Practice calculations: heart rate from R–R, SV/CO/EF from volumes, MAP from BP, resistance changes from Poiseuille's law.
  4. Build the analogy table (pressure↔voltage, flow↔current, compliance↔capacitance) and solve simple circuit equivalents of circulation.
  5. Use the simulations in Section 11: estimate rates visually before reading the value — this trains the clinical speed you need in labs.
  6. Read real ECGs: use open ECG databases (e.g., PhysioNet MIT-BIH) and apply the Pan–Tompkins pipeline you can implement in MATLAB/Python.
Link to your ECE courses: Biomedical Instrumentation (amplifiers/filters), Signals & Systems (ECG as a time-domain signal; Fourier content), Digital Signal Processing (QRS detection, HRV spectral analysis), Control Systems (baroreceptor feedback loop, pacemaker control), Embedded Systems & IoT (wearable monitors, telemedicine), Antennas & Propagation (Doppler ultrasound; body-area network communications).

14. References and Further Reading

  1. Guyton, A. C. & Hall, J. E., Textbook of Medical Physiology, 14th ed., Elsevier — Chapters on the heart as a pump and cardiac arrhythmias.
  2. Klabunde, R. E., Cardiovascular Physiology Concepts, 3rd ed., Wolters Kluwer.
  3. Webster, J. G. (ed.), Medical Instrumentation: Application and Design, 4th ed., Wiley — chapters on biopotential electrodes, ECG, and blood-pressure measurement.
  4. Malmivuo, J. & Plonsey, R., Bioelectromagnetism: Principles and Applications of Bioelectric and Biomagnetic Fields, Oxford University Press (online edition).
  5. Pan, J. & Tompkins, W. J., "A Real-Time QRS Detection Algorithm," IEEE Trans. Biomed. Eng., BME-32(3):230–236, 1985.
  6. McSharry, P. E. et al., "A dynamical model for generating synthetic electrocardiogram signals," IEEE Trans. Biomed. Eng., 50(3):289–294, 2003.
  7. Task Force of the European Society of Cardiology, "Heart rate variability: standards of measurement, physiological interpretation and clinical use," Circulation, 93:1043–1065, 1996.
  8. PhysioNet MIT-BIH Arrhythmia Database — open ECG data for practice: https://physionet.org.
  9. Semmlow, J. L., Biosignal and Medical Image Processing, 3rd ed., CRC Press.