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Frequency Response: Magnitude and Phase Relationships

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Impulse Response, Convolution, and System CharacterizationComplex Numbers Introduction→→Bandwidth and Frequency Domain SpecificationsBandwidth and Resonant Frequency Selection+7 more
frequency-response magnitude phase jω

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

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 → Center of Mass → Conservation of Linear Momentum → Elastic Collisions → Inelastic Collisions → Coefficient of Restitution → Collision Analysis and Real-World Applications → Two-Body Collisions in the Center-of-Mass Frame → Reduced Mass and Two-Body Problems → Kinematics in Two Dimensions → Projectile Motion → Circular Motion: Kinematics → Simple Harmonic Motion → Introduction to Differential Equations → Laplace Transform: Fundamentals and Properties → Linear Time-Invariant (LTI) Systems and Properties → Deriving Transfer Functions from Differential Equations → Standard Test Signals and Input-Output Analysis → Impulse Response, Convolution, and System Characterization → Frequency Response: Magnitude and Phase Relationships

Longest path: 109 steps · 652 total prerequisite topics

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