Matlab Model Rf
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AutoGineer summary
Written by AutoGineer from the skill’s own files, not by the author
This skill provides a structured approach to utilizing MATLAB's RF Toolbox and RF Blockset for end-to-end RF system development. It covers workflows ranging from measured S-parameter data validation and network conversions to complex circuit-level design, amplifier stability analysis, and time-domain Circuit Envelope simulation. The documentation emphasizes best practices for script-based workflows, proper element handling, and avoiding common pitfalls in RF parameter manipulation and system modeling.
What it does
- Validates and processes measured S-parameter data from Touchstone files.
- Performs network parameter conversions and mixed-mode analysis.
- Enables RF signal chain design and cascaded budget analysis.
- Supports circuit-level composition and impedance matching network design.
- Facilitates amplifier stability analysis and mixer intermodulation planning.
- Provides tools for rational fitting and time-domain system simulation.
When to use it
- When working with measured S-parameter data for validation or de-embedding.
- When designing RF signal chains and performing cascaded budget analysis.
- When composing arbitrary RF circuits using node-based netlists.
- When analyzing amplifier stability or mixer spur performance.
- When performing time-domain signal integrity or Circuit Envelope simulations.
Advantages
- Unified workflow for both passive and active RF device characterization.
- Strict adherence to MATLAB identifier and object handling rules prevents silent errors.
- Comprehensive support for modern visualization tools like tiledlayout and smithplot.
- Clear separation between script-based design workflows and interactive analysis.
- Detailed guidance on avoiding common errors in port ordering and parameter units.
Usage examples
- “How do I load an S-parameter file and plot it on a Smith chart?”
- The agent will guide you to use sparameters() to load the file, followed by smithplot() for visualization, ensuring you handle reference impedance correctly via newref() if needed.
- “Calculate the cascaded gain and noise figure for my RF chain.”
- The agent will help you define elements using rfbudget, ensuring you set the SignalBandwidth and use clone() for reused elements, then run the budget analysis.
- “How do I analyze the stability of an amplifier?”
- The agent will instruct you to use stabilityk and stabilitymu, and calculate power gain using powergain with the correct linear-to-dB conversion.
- “I need to export my S-parameters to a new file.”
- The agent will provide the rfwrite command, specifically reminding you to include 'ForceOverwrite', true to avoid interactive dialogs.
Install
Download the skill as a ZIP:
https://autogineer.com/agent-skills/matlab/matlab-model-rf/downloadUnzip it into the cross-client skills folder of your project:
mkdir -p .agents/skills && unzip matlab-model-rf.zip -d .agents/skills
Documentation by MathWorks
RF Toolbox and RF Blockset
Design, analyze, and simulate RF systems in MATLAB -- from measured S-parameter data through full time-domain Circuit Envelope simulation. One unified workflow covering passive networks, active device characterization, system cascade budgets, and behavioral time-domain modeling.
When to Use
Measured data workflows
Loading Touchstone files (.s1p through .snp), validating quality (passivity, causality, IEEE P370)
Plotting on Smith charts and rectangular plots, interpolating, re-referencing impedance
Converting between S, Z, Y, ABCD, T, H, G parameters; computing mixed-mode differential
Cascading and de-embedding S-parameter networks; fixture removal
System design and analysis
Building RF signal chains from behavioral elements (amplifier, modulator, rffilter, nport, etc.)
Computing cascaded gain, noise figure, IP3, SNR, output power with rfbudget
Comparing Friis vs Harmonic Balance solver accuracy
Exporting to RF Blockset Simulink models, Communications Toolbox, or MATLAB scripts
Circuit-level design
Composing arbitrary RF circuits with node wiring (SPICE-like netlist)
Designing impedance matching networks (L, Pi, Tee topologies, Richards stubs)
Analyzing amplifier stability (K-factor, mu), power gain, and matching conditions
Mixer intermodulation analysis and spur-free IF frequency planning
Time-domain and signal integrity
Fitting S-parameters to rational models; computing TDR, impulse, step responses
Exporting broadband circuit models to SPICE or Verilog-A
Building SI channel models from nport blocks, lossy transmission lines, and parasitics
Processing complex baseband signals through rf.Amplifier, rf.Mixer, rf.Filter System Objects
Full Circuit Envelope time-domain simulation via rfsystem (no Simulink knowledge required)
When NOT to Use
Antenna design and radiation patterns -- use Antenna Toolbox
RF propagation modeling (path loss, fading, ray tracing) -- use Communications Toolbox or Phased Array System Toolbox
SerDes/high-speed serial link equalization (FFE, CTLE, DFE, IBIS-AMI) -- use SerDes Toolbox
Radar waveform design or phased arrays -- use Phased Array System Toolbox
Must-Follow Rules
These apply across ALL RF Toolbox workflows. Violating them produces silent errors or blocks execution.
Universal
rfwriteblocks on existing files -- Always pass'ForceOverwrite', true. Without it, MATLAB opens an interactive overwrite dialog that halts unattended execution.Elements cannot be reused -- The same element object cannot appear twice in an rfbudget or circuit. Use
clone(element)for independent copies.Element Name must be a valid MATLAB identifier -- No spaces, no special characters. Use
'IFAmp'not'IF Amp'.Use
tiledlayout/nexttile-- Notsubplot. For all multi-panel figures.rfparamreturns complex, not dB -- Always use20*log10(abs(rfparam(...)))for dB magnitude.
S-Parameters and Network Parameters
sparameters(filename, Z0)is invalid -- Cannot pass reference impedance at load time. Load first, thennewref(s, Z0).rfinterp1interpolates real/imag independently -- Not magnitude and angle. Can produce artifacts near sharp resonances.Frequency alignment required for cascade/de-embed --
cascadesparamsanddeembedsparamsrequire identical frequency vectors. Alwaysrfinterp1to a common grid first.deembedsparamsalways requires 3 arguments --(sMeasured, sFixture1, sFixture2). For one-sided, pass an ideal thru for the unused side.Mixed-mode port ordering is the #1 error source --
s2sddoption 1 (default) treats ports 1,2 as positive and 3,4 as negative. Verify which option matches your VNA port numbering.snp2smpargument order: ports before impedance --snp2smp(s, portList, Z0), notsnp2smp(s, Z0, portList).
rfbudget and Elements
SignalBandwidthis required -- The 4th positional arg torfbudget. Without it, NF/IP3/SNR remain empty.Passive NF equals loss -- For
rfelement, NF should equalabs(Gain). Preferattenuatorwhich handles this automatically.nportName is positional --nport('file.s2p', 'MyName'), not name-value syntax.rffilter:
ResponseTypeis shape,FilterTypeis algorithm --rffilter('FilterType', 'Bandpass')errors. Userffilter('ResponseType', 'Bandpass').show(b)opens a GUI -- Produces no command-window output. Use properties (b.TransducerGain,b.NF) for programmatic access.
Circuit Composition
setports/setterminalscan only be called once -- Plan topology before defining terminals.2-port RF elements use 4-node mapping --
add(ckt, [in out inRef outRef], elem)for amplifier, modulator, nport, all txline types. Primitive 2-terminal elements (resistor, capacitor, inductor) use 2-node mapping.Primitive constructors are positional --
resistor(100, 'R1'), notresistor('Resistance', 100).setterminalstakes a node vector --setterminals(ckt, [1 2]), notsetterminals(ckt, 1, 2).All txline constructors use name-value pairs only -- No positional arguments.
Amplifier Analysis
powergaingain type string must be last --powergain(s, 50, 50, 'Gt'), notpowergain(s, 'Gt', 50, 50).powergainreturns linear, not dB -- Convert with10*log10(g)(power gain uses 10x, not 20x).Gmagreturns NaN when conditionally stable -- UseGmsgat frequencies where K < 1.
Rational Fitting
rationalvsrationalfit-- Userationalfor new code (AAA). Userationalfitonly for delay extraction.Single-param fit returns plain vectors; multi-port returns cell arrays -- Always check with
iscell(result).freqresptakes Hz -- Not rad/s. Passs.Frequenciesdirectly.
System Objects (rf.*)
rf.Amplifier/rf.Mixer use 1-ohm power --
Vin = sqrt(Pin_W). This differs from rfsystem which uses 50-ohm.rf.Filter frequencies are ABSOLUTE RF --
PassFreq_bp=[2.395e9 2.405e9]means absolute GHz. Not baseband offsets.Properties locked during use -- Call
release(obj)before modifying Nontunable properties.
rfsystem
Requires rfbudget --
rfsystemtakes an rfbudget, not raw elements.close_systemneeds save flag -- Useclose_system(rfs, 0)to discard changes.IdealizedBaseband only supports amplifier/modulator/rffilter/nport -- Other elements require CircuitEnvelope.
Workflow Quick Reference
| Task | Entry Point | Details |
|---|---|---|
| Load/plot S-parameters | sparameters, rfplot, smithplot | reference/sparameters-io.md |
| Convert S/Z/Y/ABCD, mixed-mode | zparameters, s2sdd, snp2smp | reference/network-conversions.md |
| Cascade or de-embed networks | cascadesparams, deembedsparams | reference/cascade-deembed.md |
| Create rfbudget elements | amplifier, modulator, rffilter, etc. | reference/rfbudget-elements.md |
| Run cascade budget analysis | rfbudget, rfplot(b, 'Pout') | reference/rfbudget-analysis.md |
| Compose RF circuits | circuit, add, setports | reference/circuit-composition.md |
| Design matching networks | matchingnetwork, richards | reference/matching-networks.md |
| Analyze amplifier stability/gain | stabilityk, powergain, gammams | reference/amplifier-analysis.md |
| Mixer spurs and IF planning | mixerIMT, OpenIF | reference/mixer-analysis.md |
| Fit rational models, TDR | rational, stepresp, generateSPICE | reference/rational-fitting.md |
| Build SI channel models | nport + txlineWRLGC + circuit | reference/si-channel-modeling.md |
| Process complex baseband | rf.Amplifier, rf.Mixer, rf.Filter | reference/baseband-processing.md |
| Time-domain system simulation | rfsystem, Circuit Envelope | reference/system-simulation.md |
Conventions
Code Style
Use
tiledlayout/nexttilefor multi-panel figures (notsubplot)Always label axes with units (GHz, dB, ns, dBm) and include figure titles
Name elements descriptively for readable topology (
'LNA','DCBlock','PCBTrace')Use
clone()liberally for element reuse
Script-First Workflow
For design, analysis, or sweep tasks -- write code to .m files on disk, not inline snippets. For quick one-off checks, inline evaluate_matlab_code is fine.
Modern APIs
tiledlayout/nexttileinstead ofsubplotdatetimeinstead ofdatenumrationalinstead ofrationalfit(unless delay extraction needed)smithplotinstead ofsmithrfplotfor S-parameter visualization (handles dB conversion automatically)
References
Load the relevant reference file before writing code for a specific workflow. Each reference contains correct calling conventions, constructor arguments, property names, gotchas, and executable code patterns.
Copyright 2026 The MathWorks, Inc.
Files
- ATTRIBUTION.mdAdded by AutoGineer1.0 KiB
- LICENSELicence file added by AutoGineer1.4 KiB
- SKILL.md9.8 KiB
- manifest.yaml536 B
- reference/amplifier-analysis.md9.3 KiB
- reference/amplifier-models.md2.8 KiB
- reference/amplifier-nonlinear-models.md6.2 KiB
- reference/baseband-processing.md18.5 KiB
- reference/cascade-deembed.md9.0 KiB
- reference/circle-computations.md7.3 KiB
- reference/circuit-composition.md14.1 KiB
- reference/ifft-step-response.md16.8 KiB
- reference/lumped-to-distributed.md2.7 KiB
- reference/matching-networks.md10.8 KiB
- reference/mixer-analysis.md11.0 KiB
- reference/network-conversions.md9.6 KiB
- reference/rational-fitting.md19.8 KiB
- reference/rfbudget-analysis.md8.4 KiB
- reference/rfbudget-elements.md16.8 KiB
- reference/rffilter-synthesis.md2.8 KiB
- reference/si-channel-modeling.md17.8 KiB
- reference/sparameters-io.md12.0 KiB
- reference/system-simulation.md12.9 KiB
- reference/time-domain-analysis.md3.0 KiB
- reference/transmission-lines.md2.8 KiB
reference/rfbudget-analysis.md
RF Budget Cascade Analysis
Compute cascaded performance metrics (gain, noise figure, IP3, SNR, output power) through an RF signal chain using rfbudget.
Creating an RF Budget
lna = amplifier('Gain', 15, 'NF', 2, 'OIP3', 35, 'Name', 'LNA');
bpf = rfelement('Gain', -3, 'NF', 3, 'Name', 'BPF');
mix = modulator('Gain', -6, 'NF', 10, 'OIP3', 20, ...
'LO', 2.1e9, 'ConverterType', 'Down', 'Name', 'Mixer');
ifAmp = amplifier('Gain', 20, 'NF', 4, 'OIP3', 30, 'Name', 'IFAmp');
b = rfbudget([lna bpf mix ifAmp], 2.4e9, -30, 10e6);Constructor: rfbudget(elements, inputFreq, availInputPower_dBm, signalBW)
Name-value form (equivalent):
b = rfbudget('Elements', [lna bpf mix ifAmp], ...
'InputFrequency', 2.4e9, ...
'AvailableInputPower', -30, ...
'SignalBandwidth', 10e6);Key Properties (Read-Only Results)
All result properties return a vector with one value per stage (cumulative through the chain):
| Property | Description | Units |
|---|---|---|
TransducerGain | Cumulative gain at each stage | dB |
NF | Cumulative noise figure | dB |
OIP3 | Cumulative output third-order intercept | dBm |
IIP3 | Cumulative input third-order intercept | dBm |
OIP2 | Cumulative output second-order intercept | dBm |
IIP2 | Cumulative input second-order intercept | dBm |
OutputPower | Output power at each stage | dBm |
OutputFrequency | Frequency at each stage output | Hz |
SNR | Signal-to-noise ratio at each stage | dB |
EIRP | Effective isotropic radiated power (with rfantenna) | dBm |
Directivity | Antenna directivity (with rfantenna) | dB |
System-level results are the last element of each vector:
systemGain = b.TransducerGain(end); % Total chain gain in dB
systemNF = b.NF(end); % System noise figure in dB
systemOIP3 = b.OIP3(end); % System OIP3 in dBm
systemSNR = b.SNR(end); % Output SNR in dBInput Properties (Read-Write)
| Property | Description |
|---|---|
Elements | Array of RF element objects |
InputFrequency | Input signal frequency (Hz) |
AvailableInputPower | Available input power (dBm) |
SignalBandwidth | Signal bandwidth (Hz) |
Solver | 'Friis' (default) or 'HarmonicBalance' |
AutoUpdate | true (default) -- recompute on property change |
Visualization
Tabular View
show(b); % Opens interactive GUI table -- no command-window outputGotcha: show(b) opens a GUI table widget but produces no text in the command window. For programmatic access, use b.TransducerGain, b.NF, b.OIP3, b.OutputPower, etc.
RF Budget Analyzer App
rfBudgetAnalyzer(b); % Launch interactive RF Budget Analyzer app with pre-loaded budget
rfBudgetAnalyzer; % Launch empty app for manual entryPlotting
rfplot(b, 'Pout'); % Output power per stage
rfplot(b, 'GainT'); % Transducer gain per stage
rfplot(b, 'NF'); % Noise figure per stage
rfplot(b, 'OIP3'); % OIP3 per stage
rfplot(b, 'IIP3'); % IIP3 per stage
rfplot(b, 'SNR'); % SNR per stageValid rfplot parameter strings: 'Pout', 'GainT', 'NF', 'OIP3', 'IIP3', 'SNR', 'Sparameters', 'OneTone', 'TwoTone'.
Note: rfplot(b) with no parameter string plots S-parameters (like rfplot(sparametersObj)). To plot budget metrics, specify a parameter string: rfplot(b, 'Pout'), rfplot(b, 'GainT'), etc.
Note: 'OneTone' and 'TwoTone' require Solver='HarmonicBalance' -- they error with "Harmonic balance solutions must be computed" if the Friis solver is active.
Polar and Smith Chart Visualization
Plot S-parameters of each cascade stage vs. frequency:
polar(b, 2, 2); % S22 of each stage on a polar plot
smithplot(b, 1, 1); % S11 reflection coefficient on Smith chartSolvers
| Solver | Use Case |
|---|---|
'Friis' (default) | Linear cascade analysis -- fast, sufficient for most system budgets |
'HarmonicBalance' | Nonlinear analysis -- more accurate than Friis, matches RF Blockset Circuit Envelope simulation |
HarmonicBalance accounts for compression, intermodulation, and mixer spurs that Friis ignores. Use it when accuracy matters -- the results match the highly accurate Circuit Envelope simulation in RF Blockset.
b = rfbudget(elements, 2.4e9, -30, 10e6, ...
'Solver', 'HarmonicBalance', 'WaitBar', false);For HarmonicBalance, control harmonic content:
b = rfbudget(elements, 2.4e9, -30, 10e6, ...
'Solver', 'HarmonicBalance', ...
'HarmonicOrder', 3, 'WaitBar', false);Tip: Set 'WaitBar', false when scripting or running programmatically -- suppresses the progress bar GUI that otherwise appears during HarmonicBalance computation.
AM/PM Compression Table
Compute the system's AM/AM and AM/PM characteristic:
ampmTable = computeAMPMTable(b);
% ampmTable: M-3 matrix [Pin_dBm, Pout_dBm, PhaseShift_deg]
% With custom input power range
pinRange = -40:0.5:10;
ampmTable = computeAMPMTable(b, pinRange);Computing System P1dB
Extract the 1-dB compression point from the AM/PM table:
b = rfbudget(elements, 2.4e9, -30, 10e6, ...
'Solver', 'HarmonicBalance', 'WaitBar', false);
ampm = computeAMPMTable(b, -50:0.5:10);
% ampm columns: [Pin_dBm, Pout_dBm, PhaseShift_deg]
gain = ampm(:,2) - ampm(:,1); % Realized gain vs input power
linearGain = gain(1); % Small-signal gain (first point)
idx = find(gain <= linearGain - 1, 1); % First point where gain drops 1 dB
inputP1dB = ampm(idx, 1); % System input P1dB (dBm)
outputP1dB = ampm(idx, 2); % System output P1dB (dBm)This is the correct way to find system P1dB -- it accounts for cascaded compression across all stages. Do not manually refer individual element P1dB values to the output; computeAMPMTable handles the full nonlinear cascade.
Mismatch Loss
ml = mismatchLoss(b, 1); % Mismatch loss at stage 1 input boundary (per frequency)
ml = mismatchLoss(b, 2); % Mismatch loss at stage 2 input boundary (per frequency)Arguments: (rfbudgetObj, stageNum) -- stageNum is required (1 to number of elements). Returns a vector of linear loss factors (one per frequency point, 0 to 1, where 1 = perfect match).
AutoUpdate and Manual Computation
By default, rfbudget recomputes whenever a property changes. For batch modifications, disable auto-update:
b = rfbudget(elements, 2.4e9, -30, 10e6, 'AutoUpdate', false);
b.InputFrequency = 5.8e9;
b.AvailableInputPower = -20;
computeBudget(b); % Explicitly trigger computationExport
exportScript(b); % Opens generated MATLAB script in the editor
exportRFBlockset(b); % Opens Simulink model with RF Blockset blocks
exportReceiver(b); % Opens receiver configuration script in the editor
exportTransmitter(b); % Opens transmitter configuration script in the editor
c = circuit(b); % Convert to circuit for S-parameter extraction
s = sparameters(c, freq);Gotchas
Elements cannot appear twice -- The same element object cannot be used more than once, whether in the same chain (e.g.,
rfbudget([lna filt lna], ...)) or across separate budgets. Useclone(element)to create an independent copy:rfbudget([lna filt clone(lna)], ...).Name must be valid MATLAB identifier -- Element
Nameproperty cannot contain spaces or special characters. Use'IFAmp'not'IF Amp'.Per-stage results are cumulative --
TransducerGain,NF,OIP3etc. are cumulative through the chain, not per-element deltas. The system result is always the last element.rfplot default is S-parameters --
rfplot(b)with no parameter string plots S-parameters. Specify a string for budget metrics:rfplot(b, 'Pout'),rfplot(b, 'GainT'), etc.Frequency changes at mixers --
OutputFrequencychanges after amodulatorelement (down/up conversion). Subsequent stages operate at the new frequency.show(b)opens GUI, no text output -- Use properties for programmatic access.
Conventions
Use
tiledlayout/nexttilefor multi-panel budget comparison plotsAlways label plots with units (dBm, dB, GHz)
Use
show(b)for quick inspection before plottingName elements descriptively for readable
showoutput
Copyright 2026 The MathWorks, Inc.
Requirements and compatibility
Works with: Claude Code, Claude apps, OpenAI Codex, GitHub Copilot, Cursor, Gemini CLI, Kiro, OpenCode, Goose, Amp, Roo Code, JetBrains Junie, Factory Droid, Devin (ex-Windsurf), Mistral Vibe, OpenHands, Letta
“Works with” means the tool reads the open Agent Skills format; a skill written for one tool may use features others lack.
Needs: Needs Node.js
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Attribution and licence
- Created by
- MathWorks
- Publisher
- MathWorks (Official)
- Source
- matlab/matlab-agentic-toolkit · skills-catalog/rf-and-mixed-signal/matlab-model-rf · commit 2a7f215
- Licence
- BSD 2-Clause License (redistribution allowed)
- LICENSE (added by AutoGineer from LICENSE.md)
- ATTRIBUTION.md (written by AutoGineer)
- Synced
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