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Time-Series and Frequency-Domain Analysis in Seismology

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Seismic Waves→→Seismic Data Processing and Noise FilteringSeismic Reflection Surveys and Common Midpoint Processing+1 more
seismic signal processing fourier

Core Idea

Seismic data are processed in time and frequency domains using filtering, deconvolution, and spectral analysis. Fourier transforms convert time-domain signals to frequency content, enabling removal of noise and geologic artifacts.

Explainer

From your study of seismic waves, you know that an earthquake or artificial source generates elastic waves that propagate through the Earth, and seismometers record the resulting ground motion as a time series — amplitude as a function of time. But a raw seismogram is a tangled mixture of signals: direct arrivals, reflections from layer boundaries, surface waves, multiple bounces, instrument noise, and cultural noise from traffic or machinery. Seismic signal processing is the set of mathematical techniques that disentangle this mixture to extract geologically meaningful information.

The foundational tool is the Fourier transform, which converts a time-domain signal into its frequency-domain representation — a spectrum showing how much energy the signal carries at each frequency. This matters because noise and signal often occupy different frequency bands. A reflection from a deep crustal boundary might contain energy primarily between 5 and 40 Hz, while cultural noise concentrates at 50 or 60 Hz (power-line frequency) and microseismic ocean noise dominates below 0.5 Hz. Applying a bandpass filter — which passes frequencies within a specified range and suppresses everything outside it — dramatically improves the signal-to-noise ratio with minimal distortion of the desired signal. The filter is trivial to implement in the frequency domain (multiply the spectrum by a window function) and is converted back to the time domain by the inverse Fourier transform.

Deconvolution addresses a more subtle problem: the seismogram is not a simple record of subsurface reflectivity but a convolution of three things — the source wavelet (the shape of the pulse emitted), the Earth's impulse response (the reflectivity series you want), and the instrument response. Convolution in the time domain corresponds to multiplication in the frequency domain, so deconvolution amounts to spectral division: dividing the recorded spectrum by the source wavelet spectrum to recover the reflectivity series. In practice, the source wavelet is rarely known precisely, so predictive deconvolution (Wiener filtering) estimates the wavelet statistically from the data itself, assuming that the reflectivity is random and white (equally energetic at all frequencies). The result is a sharpened, compressed wavelet that improves temporal resolution and suppresses reverberations.

Beyond these core techniques, seismic processing employs stacking (summing multiple recordings of the same subsurface point to suppress random noise by √N), migration (repositioning reflected energy to its true spatial location by accounting for wave propagation geometry), and spectral analysis for characterizing attenuation, dispersion, and source properties. Each step builds on the time-frequency duality that the Fourier transform provides. The processing sequence is designed so that each operation improves the data for the next, progressively transforming a noisy field record into an interpretable image of subsurface structure — whether that is a reflection profile for oil exploration or a tomographic velocity model for tectonic research.

Practice Questions 5 questions

Prerequisite Chain

Understanding Zero → The Number Zero → Counting to Five → Counting to 10 → Counting to 20 → Counting a Set of Objects Up to 20 → Cardinality: The Last Number Counted → Matching Numerals to Quantities → Subitizing Small Quantities → Addition Within 10 → Number Bonds to 10 → Addition Within 20 → Doubles and Near Doubles → Doubles Facts Within 10 → Near Doubles Facts Within 20 → Mental Math Strategies for Addition → Mental Math: Adding and Subtracting Tens → Addition Within 100 → Repeated Addition as Multiplication → Multiplication as Equal Groups → Multiplication: Arrays → Basic Multiplication Facts (0s, 1s, 2s, 5s, 10s) → Multiplication Facts Within 100 → Division as Equal Sharing → Division as Grouping (Measurement Division) → Division: Grouping (Repeated Subtraction) Model → Division: Fair Sharing Model → Division as Equal Sharing → Division as Grouping → Basic Division Facts → Division Facts Within 100 → Multiplication and Division Fact Families → Relationship Between Multiplication and Division → Division Facts as Inverse of Multiplication → Remainders and Quotients in Division → Division Word Problems → Multi-Step Word Problems → Solving Multi-Step Word Problems → Multiplication Word Problems → Division Word Problems → Introduction to Long Division → Factors and Multiples → Prime and Composite Numbers → Equivalent Fractions → Relating Fractions and Decimals → Decimal Place Value → Integers and the Number Line → Comparing and Ordering Integers → Absolute Value → Adding Integers → Subtracting Integers → Multiplying Integers → Dividing Integers → Unit Rates → Proportions → Percent Concept → Converting Between Fractions, Decimals, and Percents → Operations with Rational Numbers → Two-Step Equations → Solving Multi-Step Equations → Equations with Variables on Both Sides → Angle Pairs: Complementary, Supplementary, and Vertical → Parallel Lines and Transversals → Corresponding Angles → Alternate Interior Angles → Triangle Angle Sum Theorem → Exterior Angle Theorem → Triangle Inequality Theorem → Similar Triangles: AA Similarity → Similar Triangles: SSS and SAS Similarity → Proportions in Similar Triangles → Right Triangle Trigonometry Introduction → Sine, Cosine, and Tangent Ratios → Trigonometric Ratios Review → Radian Measure → Converting Between Degrees and Radians → The Unit Circle → Graphing Sine and Cosine → Graphing Tangent and Reciprocal Trigonometric Functions → Derivatives of Trigonometric Functions → Antiderivatives → Indefinite Integrals → Basic Integration Rules → Riemann Sums → Definite Integral Definition → Double Integrals: Definition and Setup → Iterated Integrals and Fubini's Theorem → Double Integrals over Rectangular Regions → Double Integrals over General Regions → Applications of Double Integrals: Area, Mass, and Moments → Triple Integrals in Cartesian Coordinates → Triple Integrals in Cylindrical and Spherical Coordinates → Change of Variables and the Jacobian Determinant → Applications of Triple Integrals: Volume and Mass → Vector Fields and Their Representations → Line Integrals of Vector Fields → Work and Circulation → Line Integrals of Scalar and Vector Functions → Fundamental Theorem for Line Integrals → Conservative Vector Fields → Conservative Vector Fields and Potential Functions → Curl and Divergence of Vector Fields → Curl and Divergence → Divergence Theorem → Electric Flux and Divergence Theorem → Gauss's Law: Integral Form and Meaning → Solving Problems with Gauss's Law → Conductors in Electrostatic Equilibrium → Capacitance and Capacitors → Dielectrics → Dielectric Constant and Relative Permittivity → Electric Field Inside Dielectric Materials → Dielectric Materials and Polarization → Dielectric Susceptibility and Permittivity → Energy Density in Electric Fields → Electric Current and Current Density → Electrical Resistance and Resistivity → Ohm's Law and Circuit Elements → Electromotive Force (EMF) and Batteries → Kirchhoff's Circuit Laws: Voltage and Current → DC Circuit Network Analysis Methods → Transient Response in RC Circuits → RC Circuits → LC and RLC Circuits → AC Circuits: Fundamentals → Impedance and Reactance → AC Power and Resonance → Electromagnetic Waves → Postulates of Special Relativity → Time Dilation → Length Contraction → Lorentz Transformation → Relativistic Velocity Addition → Relativistic Momentum and Energy → Mass-Energy Equivalence and E=mc² → Photons as Particles with Energy and Momentum → Planck-Einstein Relation: Energy and Frequency → Photoelectric Effect → The Photon: Light as Quanta → Compton Scattering → Wave-Particle Duality → de Broglie Wavelength → The Schrödinger Equation → State Vectors and Wavefunctions → Quantum Superposition → Quantum Entanglement → Bell Theorem and Bell Inequalities → Postulates of Quantum Mechanics → Observables and Quantum Operators → Commutators and Commutation Relations → Quantum Angular Momentum → Quantum Mechanical Treatment of Hydrogen → Solving the Schrödinger Equation for Hydrogen Atom → Quantum Numbers → Electron Configuration → Periodic Trends → Covalent Bonding → Electronegativity and Bond Polarity → Ionic Bonding → Lewis Structures → VSEPR Theory and Molecular Geometry → Molecular Geometry and Electron Pair Geometry → Molecular Polarity and Dipole Moments → Intermolecular Forces → States of Matter and Phase Changes: Melting, Boiling, and Sublimation → Gas Laws and the Ideal Gas Equation → Gas Stoichiometry and Volume-Volume Calculations → Thermochemistry and Enthalpy → Heat Capacity and Calorimetry → Entropy and Molecular Disorder → Spontaneity and ΔG → Entropy and Gibbs Free Energy → Chemical Equilibrium → Statistical Mechanics: Ensembles and the Boltzmann Distribution → Partition Function: Definition and Properties → The Canonical Partition Function and Thermodynamic Derivation → Free Energy and Thermodynamic Relations from Partition Functions → Legendre Transformations and Thermodynamic Potentials → Chemical Potential and Partial Molar Properties → Phase Equilibrium and Coexistence Conditions → Clausius-Clapeyron Equation → Phase Diagrams and Phase Boundaries → Igneous Rocks → Metamorphic Rocks → The Rock Cycle → Plate Tectonics → Tectonic Plate Boundaries → Geologic Structures: Folds and Faults → Earthquakes and Seismology → Seismic Waves → Time-Series and Frequency-Domain Analysis in Seismology

Longest path: 191 steps · 1146 total prerequisite topics

Prerequisites (1)

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