Time-Series and Frequency-Domain Analysis in Seismology

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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

Counting to 10Counting to 20Understanding ZeroThe Number ZeroCounting to FiveOne-to-One CorrespondenceCombining Small Groups Within 5Addition Within 10Addition Within 20Two-Digit Addition Without RegroupingTwo-Digit Addition with RegroupingAddition Within 100Repeated Addition as MultiplicationMultiplication Facts Within 100Division as Equal SharingDivision as Grouping (Measurement Division)Division: Grouping (Repeated Subtraction) ModelDivision: Fair Sharing ModelDivision as Equal SharingDivision as GroupingBasic Division FactsDivision Facts Within 100Two-Digit by One-Digit DivisionDivision with RemaindersRemainders and Quotients in DivisionDivision Word ProblemsIntroduction to Long DivisionFactors and MultiplesPrime and Composite NumbersEquivalent FractionsRelating Fractions and DecimalsDecimal Place ValueReading and Writing DecimalsComparing and Ordering DecimalsAdding and Subtracting DecimalsMultiplying DecimalsDividing DecimalsDividing FractionsMixed Number ArithmeticOrder of OperationsInteger Order of OperationsVariable ExpressionsCombining Like TermsOne-Step EquationsTwo-Step EquationsSolving Multi-Step EquationsEquations with Variables on Both SidesAngle Pairs: Complementary, Supplementary, and VerticalParallel Lines and TransversalsCorresponding AnglesAlternate Interior AnglesTriangle Angle Sum TheoremExterior Angle TheoremTriangle Inequality TheoremSimilar Triangles: AA SimilaritySimilar Triangles: SSS and SAS SimilarityProportions in Similar TrianglesRight Triangle Trigonometry IntroductionTrigonometric Ratios ReviewRadian MeasureConverting Between Degrees and RadiansThe Unit CircleGraphing Sine and CosineGraphing Tangent and Reciprocal Trigonometric FunctionsDerivatives of Trigonometric FunctionsAntiderivativesIterated Integrals and Fubini's TheoremDouble Integrals in Cartesian CoordinatesDouble Integrals over Rectangular RegionsDouble Integrals in Polar CoordinatesDouble Integrals: Definition and SetupIterated Integrals and Fubini's TheoremDouble Integrals over Rectangular RegionsDouble Integrals over General RegionsApplications of Double Integrals: Area, Mass, and MomentsTriple Integrals in Cartesian CoordinatesTriple Integrals in Cylindrical and Spherical CoordinatesChange of Variables and the Jacobian DeterminantApplications of Triple Integrals: Volume and MassVector Fields and Their RepresentationsLine Integrals of Vector FieldsGreen's TheoremSurface Integrals and Flux of Vector FieldsSurface Integrals and Flux of Vector FieldsDivergence Theorem: Flux and OutflowDivergence TheoremElectric FluxGauss's LawConductors in Electrostatic EquilibriumCapacitance and CapacitorsDielectricsDielectric Constant and Relative PermittivityElectric Field Inside Dielectric MaterialsDielectric Materials and PolarizationDielectric Susceptibility and PermittivityEnergy Density in Electric FieldsElectric Current and Current DensityElectrical Resistance and ResistivityOhm's Law and Circuit ElementsElectromotive Force (EMF) and BatteriesKirchhoff's Circuit Laws: Voltage and CurrentDC Circuit Network Analysis MethodsTransient Response in RC CircuitsRC CircuitsLC and RLC CircuitsAC Circuits: FundamentalsImpedance and ReactanceAC Power and ResonanceElectromagnetic WavesThe Electromagnetic SpectrumBlackbody Radiation and Planck's LawPhotoelectric EffectThe Photon: Light as QuantaCompton ScatteringWave-Particle Dualityde Broglie WavelengthHeisenberg Uncertainty PrincipleWavefunction and the Born RuleThe Schrödinger EquationState Vectors and WavefunctionsQuantum SuperpositionQuantum EntanglementBell Theorem and Bell InequalitiesPostulates of Quantum MechanicsScattering TheoryIntroduction to Scattering TheoryPartial Wave Analysis in ScatteringSpin Angular MomentumElectron Spin and Intrinsic Magnetic MomentStern-Gerlach Experiment: Spin Quantization and MeasurementElectron Diffraction and Matter Wave PropertiesDavisson-Germer Experiment: Crystal Diffraction of ElectronsElectron Diffraction and Matter Wave InterferenceWavefunctions and Probability Density InterpretationQuantum Superposition and Linear Combinations of StatesQuantum Operators and ObservablesCanonical Commutation Relations and UncertaintyHeisenberg Uncertainty Principle and Measurement LimitsTime-Independent Schrödinger Equation and EigenvaluesHydrogen Atom in Quantum MechanicsSpectral Lines and Energy TransitionsSelection Rules for Atomic TransitionsLS and jj Coupling Schemes in Multi-Electron AtomsPauli Exclusion Principle and Antisymmetric WavefunctionsElectron Configuration and the Aufbau PrincipleThe Periodic Table and Atomic Electronic StructureThe Periodic TableElectron ConfigurationPeriodic TrendsIonization EnergyIonic BondingLewis StructuresResonance Structures and Delocalized ElectronsResonance and Formal ChargeMolecular Polarity and Dipole MomentsIntermolecular ForcesStates of Matter and Phase Changes: Melting, Boiling, and SublimationGas Laws and the Ideal Gas EquationGas Stoichiometry and Volume-Volume CalculationsThermochemistry and EnthalpyHeat Capacity and CalorimetryEntropy and Molecular DisorderSpontaneity and ΔGEntropy and Gibbs Free EnergyChemical EquilibriumStatistical Mechanics: Ensembles and the Boltzmann DistributionMolecular Partition FunctionsStatistical Thermodynamics: Properties from Partition FunctionsSolution Thermodynamics: Partial Molar Quantities and ActivitySolution Thermodynamics and Activity Coefficient ModelsPhase Diagrams of Binary MixturesIgneous RocksMetamorphic RocksThe Rock CyclePlate TectonicsEarthquakes and SeismologySeismic WavesTime-Series and Frequency-Domain Analysis in Seismology

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