Frequency Response: Magnitude and Phase Relationships

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frequency-response magnitude phase

Core Idea

Frequency response G(jω) describes how a system responds to sinusoidal inputs at different frequencies. The magnitude |G(jω)| indicates gain (amplification or attenuation), while ∠G(jω) indicates phase shift. Together, these quantities define stability margins and closed-loop performance.

Explainer

From your study of impulse response and convolution, you know that a linear system's time-domain output is the convolution of the input with the impulse response h(t). The frequency response G(jω) is the Fourier transform of h(t) — it tells you exactly the same information, but organized by frequency instead of by time. The key insight: a sinusoidal input A·sin(ωt) always produces a sinusoidal output at the same frequency ω, but with a different amplitude and a shifted phase. G(jω) captures both changes. This is the defining property of linear time-invariant systems, and it makes frequency-domain analysis the natural language for understanding how systems filter, delay, and distort signals.

The magnitude |G(jω)| is the ratio of output amplitude to input amplitude at frequency ω. If |G(jω)| = 3 at some frequency, a sinusoid at that frequency is amplified threefold. If |G(jω)| = 0.1, the system attenuates that frequency by a factor of ten. Magnitude greater than one means amplification; less than one means attenuation. When plotted in decibels — 20·log₁₀(|G|) — a magnitude of 1 becomes 0 dB, attenuation to half becomes −6 dB, and tenfold amplification becomes +20 dB. The decibel scale converts multiplicative effects into additive ones, which makes cascaded systems easy to analyze: just add the dB gains of each stage.

The phase ∠G(jω) is the angle by which the output sinusoid lags behind the input. If ∠G(jω) = −90° at some frequency, the output is a quarter-cycle behind the input. Phase shift is not just a curiosity — it represents real time delay. A −90° shift at frequency f means the output lags by a time t = (90°/360°) · (1/f) = 1/(4f). Accumulated phase lag is the primary mechanism by which feedback systems become unstable: if a system intended as negative feedback accumulates −180° of phase at the frequency where its gain is still high, the fed-back signal arrives inverted and amplified, driving the system into oscillation.

Evaluating G(jω) is straightforward from the transfer function G(s): substitute s = jω and compute the resulting complex number at each frequency of interest. If G(s) = 1/(s + a), then G(jω) = 1/(jω + a), which has magnitude 1/√(ω² + a²) and phase −arctan(ω/a). These expressions reveal the system's behavior across all frequencies at once — no simulation needed. As you move toward Bode plots and stability analysis, you'll use these magnitude and phase expressions to build asymptotic approximations, read off stability margins, and design compensators that reshape the frequency response to meet performance specifications.

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 FunctionsAntiderivativesIndefinite IntegralsBasic Integration RulesRiemann SumsDefinite Integral DefinitionFundamental Theorem of Calculus Part 1Fundamental Theorem of Calculus Part 2U-SubstitutionIntegration by PartsSeparable Differential EquationsIntegrating Factor Method for First-Order Linear ODEsFirst-Order Linear Ordinary Differential EquationsSecond-Order Linear Homogeneous Differential EquationsCharacteristic Equation Method for Linear ODEsComplex Roots and Oscillatory SolutionsSpring-Mass Systems and Mechanical VibrationsResonance and Damping in Forced VibrationsRLC Circuit Applications of Differential EquationsIntroduction to Differential EquationsLaplace Transform: Fundamentals and PropertiesLinear Time-Invariant (LTI) Systems and PropertiesDeriving Transfer Functions from Differential EquationsStandard Test Signals and Input-Output AnalysisImpulse Response, Convolution, and System CharacterizationFrequency Response: Magnitude and Phase Relationships

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