Technical Presentation

DC-DC Converter
Control Techniques

PWM · PFM · Constant On-Time & Beyond

Power Electronics Control Theory Embedded Systems
VIN
Control
Switch
Filter
VOUT

Brendan Lynskey · 2025

01

Topics

Foundations

  • Why control matters in DC-DC converters
  • The basic buck converter topology
  • Voltage-mode vs current-mode control
  • Type II / Type III compensation

PWM Control

  • Fixed-frequency pulse width modulation
  • Voltage-mode PWM (VM-PWM)
  • Peak / valley / average current-mode PWM
  • Sub-harmonic oscillation and slope compensation

PFM & Hysteretic

  • Pulse frequency modulation overview
  • Burst mode and pulse-skipping
  • Hysteretic (bang-bang) control
  • Light-load efficiency advantages

COT & Future Directions

  • Constant on-time (COT) principles
  • Ripple-based and emulated ripple COT
  • D-CAP / D-CAP2 / D-CAP3
  • Digital control, adaptive, AI/ML-assisted
02

Why Control Matters

A DC-DC converter is a switched-mode power supply that transfers energy from input to output through periodic switching. Without a feedback control loop, the output voltage drifts with line, load, and temperature changes.

The control problem

  • Maintain regulated VOUT across varying VIN (line regulation)
  • Maintain VOUT across varying ILOAD (load regulation)
  • Fast transient response — sudden load steps
  • Low output ripple and noise
  • Stability — the loop must not oscillate
  • Efficiency across the entire load range

Key insight

The choice of control technique determines the fundamental tradeoff between transient response speed, output ripple, efficiency at light load, EMI spectrum, and design complexity. There is no single best technique — only the best fit for your application constraints.

Line regulation Load regulation Transient response Efficiency
03

The Buck Converter

The synchronous buck is the workhorse topology for step-down conversion. All three major control techniques — PWM, PFM, and COT — are applied to this fundamental circuit.

VIN CIN High-side QHS QLS Low-side SW L Inductor COUT VOUT LOAD Controller PWM / PFM / COT FB GND

Synchronous buck converter with feedback control loop — the platform for all techniques covered in this presentation

04

Voltage-Mode vs Current-Mode

Before diving into specific techniques, the first architectural decision is whether the control loop senses only the output voltage (voltage-mode) or also senses the inductor current (current-mode).

Voltage-Mode Control (VMC)

  • Error amplifier compares VOUT to VREF
  • Compensated error signal compared to a fixed-frequency ramp (sawtooth) to generate PWM duty cycle
  • Single feedback loop — simpler to understand
  • Requires Type III compensator for adequate phase margin with LC filter
  • Slower line transient response — VIN disturbances must propagate through L-C before being corrected
  • Feed-forward of VIN improves line regulation

Current-Mode Control (CMC)

  • Inner loop senses inductor current; outer loop regulates VOUT
  • Inductor becomes a voltage-controlled current source — removes one pole from the outer loop
  • Type II compensator is sufficient — simpler compensation
  • Inherent cycle-by-cycle current limiting
  • Faster line transient rejection
  • Susceptible to sub-harmonic oscillation at D > 50% — requires slope compensation

Industry trend: Current-mode control dominates modern integrated DC-DC converters due to simpler compensation, built-in current protection, and superior line transient response. Most PWM controllers from TI, Analog Devices, and MPS use peak current-mode or a COT variant.

05

PWM: Pulse Width Modulation

PWM is the most established control technique. The switching frequency is fixed; the duty cycle (on-time / period) is modulated to regulate the output.

Operating principle

For a buck converter: VOUT = D × VIN where D is the duty cycle. The controller adjusts D by comparing the error amplifier output to a periodic ramp signal. When the error signal is high, D increases, delivering more energy to the output.

Advantages

  • Predictable, fixed switching frequency — easy EMI filter design
  • Well-understood, mature stability analysis (Bode plots)
  • Excellent output ripple performance
  • Wide duty cycle range

Disadvantages

  • Poor light-load efficiency — switching losses dominate when ILOAD is small
  • Fixed frequency means constant gate-drive and switching losses regardless of load
  • Transient response limited by bandwidth of the error amplifier loop

PWM sub-types

Voltage-mode PWM Peak CMC Valley CMC Avg CMC
06

Interactive: PWM Waveforms

Adjust the duty cycle and observe how the gate drive, inductor current, and output ripple change.

Duty Cycle: 50% Mode:
Gate (VGS) IL VOUT Ramp / VCOMP
07

Peak Current-Mode PWM

The most popular CMC variant. The inductor current is compared to the error amplifier output (VCOMP). When the sensed current reaches VCOMP, the high-side FET turns off.

How it works

  1. Clock rising edge turns on QHS
  2. Inductor current ramps up (sensed via RSENSE or FET RDS(on))
  3. When IL × RSENSE = VCOMP, QHS turns off
  4. QLS conducts until next clock edge

Sub-harmonic oscillation

At D > 50%, a small perturbation in the inductor current grows on alternate cycles, causing the duty cycle to alternate between two values. This is fixed by adding an artificial ramp (slope compensation) to the sensed current signal.

Slope compensation rule

The compensating ramp slope must be at least 50% of the inductor current down-slope: ma ≥ ½ × m2 where m2 = (VOUT) / L. Insufficient compensation leads to jitter; excessive compensation makes the loop behave like voltage-mode.

Sensing methods

MethodProsCons
Sense resistorAccurate, linearPower loss (I²R)
FET RDS(on)Lossless, no extra partsTemp-dependent, noisy
DCR sensingLossless, uses existing LRequires matched RC network
08

Valley & Average Current-Mode

Valley Current-Mode

The inverse of peak CMC — the off-time is fixed by a clock, and the low-side FET conducts until the inductor current falls to the VCOMP threshold, at which point QHS turns on.

  • Sub-harmonic instability occurs at D < 50% (opposite of peak CMC)
  • Better suited for boost and high-duty-cycle buck converters
  • Faster response to load steps that increase current demand
  • Used in some TI and Infineon controllers

Average Current-Mode

Instead of comparing the peak or valley of the current, a second integrating amplifier (current error amplifier) regulates the average inductor current to match VCOMP.

  • No sub-harmonic oscillation — no slope compensation needed
  • More accurate current regulation (important for LED drivers, battery chargers)
  • Higher loop bandwidth possible
  • More complex — requires two compensated loops
  • Used in UC3854 (PFC), LT3741 (LED driver)

Design guideline: Peak CMC is the default choice for most buck converters. Use valley CMC for boost or high-duty-cycle applications. Use average CMC when accurate current regulation is the primary requirement (LED constant-current drivers, battery chargers, PFC).

09

PFM: Pulse Frequency Modulation

PFM addresses the fundamental weakness of fixed-frequency PWM: poor efficiency at light loads. Instead of switching at a constant frequency, PFM delivers energy pulses only when needed.

Operating principle

The converter monitors VOUT. When it falls below a threshold, one or more switching pulses are delivered to recharge the output capacitor. Between pulses, the converter is essentially idle — no switching losses.

Key advantage

At very light loads, switching losses dominate. PFM reduces the effective switching frequency in proportion to load current, keeping efficiency above 80-90% even at microamp loads. This is critical for battery-powered devices in standby.

PFM variants

Pulse-skipping

PWM oscillator runs continuously but gate drive pulses are skipped when the inductor current would reverse (DCM boundary). Simple to implement — many converters do this automatically.

Burst mode

The controller delivers a burst of several PWM pulses, then enters a sleep state until VOUT droops. Reduces quiescent current to the microamp range. Used in TPS62xxx, LTC3xxx families.

10

Interactive: PWM vs PFM Efficiency

Drag the load current slider to see how efficiency changes. PFM maintains high efficiency at light loads where PWM efficiency collapses.

Load Current: 500 mA
Efficiency (%) Load Current (mA) 0 20 40 60 80 100 0.1 1 10 100 1000 PWM PFM Auto PWM/PFM
11

Hysteretic (Bang-Bang) Control

The simplest form of voltage regulation — no error amplifier, no compensator, no oscillator. The output voltage is compared against upper and lower thresholds, and the switch is toggled accordingly.

Operating principle

  • When VOUT falls below VREF − ΔV (lower threshold), turn on QHS
  • When VOUT rises above VREF + ΔV (upper threshold), turn off QHS
  • The hysteresis band ΔV determines the output ripple
  • Switching frequency varies with VIN, VOUT, L, and load

Advantages

  • Fastest possible transient response — no loop delay
  • No compensation design needed — inherently stable
  • Lowest quiescent current architectures possible
  • Self-adjusting frequency for efficiency

Disadvantages

  • Variable switching frequency — hard to filter EMI
  • Output ripple depends on ESR and hysteresis window
  • Sensitive to PCB layout parasitics and feedback delays
  • Difficult to synchronise or interleave multiple phases

Modern usage

Pure hysteretic control is rare in discrete designs but lives on inside integrated converters (TPS6208x, MAX17xxx) and has evolved into the more refined COT architecture. It remains popular for ultra-low-power applications where simplicity and quiescent current are paramount.

12

COT: Constant On-Time

COT is a ripple-based control technique that combines the fast transient response of hysteretic control with more predictable frequency behaviour. It has become the dominant architecture for point-of-load (PoL) converters.

Operating principle

  1. When VOUT drops below VREF, a fixed on-time pulse is initiated
  2. QHS conducts for exactly TON (set by VIN, VOUT, and fSW target)
  3. After TON expires, QLS conducts until VOUT droops below VREF again
  4. TON is typically calculated as: TON = VOUT / (VIN × fSW)

Why COT is fast

There is no error amplifier in the main loop — only a comparator. Comparator response is typically 30-100 ns vs microseconds for an error amp loop. This gives COT near-instantaneous load transient response.

The ripple requirement

COT needs output voltage ripple in phase with inductor current for stable operation. If the ESR ripple is too small (as with ceramic output capacitors), the converter can experience jitter or multi-pulsing.

This is the central challenge of COT design: modern applications use low-ESR MLCC capacitors that produce minimal resistive ripple. Solutions include emulated ripple injection circuits and advanced architectures like D-CAP.

13

COT Variants: Ripple Solutions

Classic COT (ESR-dependent)

Relies on the ESR of the output capacitor to generate in-phase ripple at the feedback node. Works well with electrolytic or OS-CON capacitors (ESR > 10 mΩ). Simple and fast, but not usable with all-ceramic output stages.

Example: LM5145, early TPS54xxx

Emulated Ripple COT

An internal ramp generator synthesises a signal that mimics the inductor current ripple. This artificial ripple is injected into the feedback comparator, allowing COT to work with any output capacitor type including all-MLCC.

Example: TPS543xxx, AOZ2xxx

D-CAP (TI proprietary)

Uses an internal time-constant matching network to generate emulated ripple. D-CAP requires minimal external components — only the feedback resistor divider. Very fast load transient. Sensitive to board layout.

Example: TPS51xxx, TPS53xxx

D-CAP2 / D-CAP3

D-CAP2 adds a second internal network for improved accuracy with all-ceramic outputs and better jitter performance. D-CAP3 adds a full internal voltage reference and compensation, eliminating external feedback resistors entirely. Targets the simplest possible PoL design.

Example: TPS548xx (D-CAP2), TPS543B20 (D-CAP3)

14

Interactive: COT Timing

Adjust VIN and observe how COT maintains a near-constant on-time while the off-time (and thus frequency) adapts. The duty cycle self-adjusts to regulate VOUT.

VIN: 12 V VOUT = 3.3 V TON target: 275 ns fSW: 1.00 MHz
SW Node IL VOUT T_ON
15

Control Technique Tradeoffs

Criterion VM-PWM Peak CMC-PWM PFM / Burst Hysteretic COT
Switching freq Fixed Fixed Variable (low) Variable Pseudo-fixed
Transient response Slow Medium Slow (mode change) Fastest Very fast
Light-load efficiency Poor Poor Excellent Good Good (with PFM)
EMI predictability Best Good Poor Poor Good
Output ripple Low Low Higher (burst) Set by hysteresis Low
Compensation Type III Type II + slope Minimal None None / minimal
Design complexity High Medium Low Low Low–Medium
Ceramic cap support Yes Yes Yes ESR-dependent Variant-dependent
16

Choosing the Right Technique

Server / Telecom PoL

High current (20-100 A), tight transient spec, all-ceramic outputs.

Best fit: COT (D-CAP2/3) or peak CMC with fast error amp. Multi-phase interleaving common.

Battery-Powered IoT

Ultra-low quiescent current, wide VIN range (single cell Li-ion), months on a coin cell.

Best fit: PFM / burst mode with automatic PWM crossover at higher loads.

Automotive Power Rail

Wide VIN (4-42 V), strict EMI (CISPR 25), high reliability, AEC-Q100.

Best fit: Fixed-frequency CMC-PWM with spread-spectrum clocking and external sync.

FPGA / CPU Core Rail

Sub-1V output, extreme transient requirements (di/dt > 100 A/µs), tight ripple.

Best fit: Multi-phase COT with adaptive on-time. Intel SVID / AMD SVI3 interfaces.

Modern converters are hybrid: Most production ICs implement a PWM/PFM auto-switching architecture — PWM at medium-to-heavy loads for low ripple and predictable EMI, transitioning to PFM or burst mode at light loads for efficiency. The lines between categories are increasingly blurred.

17

Interactive: Load Transient Response

Click to apply a load step and compare how different control techniques respond. Observe overshoot, undershoot, and recovery time.

VOUT ILOAD VREF Click "Apply Load Step" to simulate a 0→5A transient
18

Digital Control & DPWM

Digital control replaces the analogue error amplifier and compensator with an ADC, digital compensator (typically a PID implemented in an FPGA or DSP), and a digital PWM (DPWM) module.

Architecture

VOUT
ADC
PID
DPWM

Advantages

  • Coefficients can be tuned without hardware changes
  • Advanced algorithms: predictive, deadbeat, model-predictive control (MPC)
  • Non-linear and adaptive compensation possible
  • Multi-loop, multi-phase coordination in a single controller
  • Power management integration — sequencing, telemetry, PMBus

Challenges

  • ADC resolution limits DC accuracy — need 10-12 bits at > 1 MSPS
  • DPWM resolution — need sub-nanosecond edge placement for tight ripple at high fSW
  • Quantisation limit-cycle oscillations
  • Latency through ADC → compute → DPWM adds phase delay
  • Higher quiescent power than analogue controllers

Industry adoption

Digital control is standard in server VRMs (Intel VR14, AMD SVI3), telecom rectifiers, and solar inverters. Products from Infineon (XDPS21xx), TI (UCD3138), and Renesas (ISL689xx) implement fully digital multi-phase controllers.

19

Advanced & Emerging Techniques

Adaptive On-Time (AOT)

Extends COT by dynamically adjusting TON based on VIN and VOUT measurements in real time, rather than using a fixed timer. Maintains tighter frequency regulation across wider operating ranges.

Used in MPS MP28xx, TI TPS543xxx

Spread-Spectrum Clocking

Deliberately modulates the switching frequency (typically ±5-10%) to spread EMI energy across a wider bandwidth, reducing peak conducted and radiated emissions. Essential for automotive CISPR 25 compliance.

Standard in automotive-grade converters

Model-Predictive Control

Uses a mathematical model of the converter to predict future output behaviour and compute the optimal control action one or more steps ahead. Achieves near-deadbeat transient response — settles in 1-2 switching cycles.

Research / high-end FPGA implementations

V² Control

A derivative of hysteretic control that uses VOUT directly (rather than the error signal) as the ramp. Extremely fast — the output capacitor ESR provides the ramp. Used in some VRM controllers.

ON Semi NCP302x, Renesas ISL95xxx

AI / ML-Assisted Control

Reinforcement learning and neural networks used to auto-tune compensator coefficients, predict load transients, and optimise efficiency maps. Still largely in research, but showing promise for complex multi-domain power systems.

Research: ETH Zurich, CPES Virginia Tech

Coupled-Inductor & TLVR

Magnetically coupled inductors, trans-inductor voltage regulators (TLVR), and non-coupled loop (NCL) architectures improve transient response 3–5× beyond discrete inductors. See dedicated slide for CL / TLVR / NCL comparison.

Server VRMs: Infineon, Renesas, MPS

20

Compensation Design Overview

For PWM controllers with error amplifiers, the compensator shapes the loop gain to achieve adequate phase margin (> 45°) and gain margin (> 10 dB) for stable operation.

Type II Compensator

One zero, one pole (plus the origin pole from the integrator). Provides up to 90° of phase boost. Sufficient for current-mode control where the power stage has a single-pole response.

  • Components: R1, R2, C1, C2 around an op-amp
  • Place zero at the LC double pole frequency
  • Place high-frequency pole at half the switching frequency
  • Set mid-band gain for desired crossover frequency (typically fSW/5 to fSW/10)

Type III Compensator

Two zeros, two poles (plus origin). Provides up to 180° of phase boost. Required for voltage-mode control where the LC filter introduces a resonant double pole with 180° phase drop.

  • Components: R1, R2, R3, C1, C2, C3
  • Place both zeros at or below the LC resonance
  • Place both poles at or above fSW/2
  • More sensitive to component tolerances than Type II

COT and hysteretic controllers skip this entirely — their ripple-based comparator architecture is inherently stable without external compensation networks.

21

EMI & Frequency Spectrum

The choice of control technique directly impacts the EMI signature of the converter, which determines filter size and regulatory compliance.

Fixed-frequency (PWM)

  • Energy concentrated at fSW and its harmonics (2f, 3f, 4f...)
  • Narrow, tall spectral peaks — easy to target with LC filters tuned to fSW
  • Predictable — can be designed to avoid sensitive frequency bands
  • Spread-spectrum modulation smears peaks but doesn't eliminate them

Variable-frequency (PFM, Hysteretic, COT)

  • Energy spread across a wide bandwidth
  • Lower peak amplitudes but broader spectral floor
  • Harder to filter — no single dominant frequency to target
  • COT with pseudo-fixed frequency is a good middle ground

Design strategies

TechniqueEMI Approach
PWMInput LC filter tuned to fSW; shielded inductor
PWM + SSSpread spectrum ±6%; relaxes filter Q requirement
PFMWideband filtering; may need common-mode choke
COTNear-fixed fSW enables standard filter; PCB layout critical
HystereticMost challenging; requires careful shielding + filtering

Automotive EMI (CISPR 25 Class 5): Fixed-frequency PWM with spread-spectrum clocking is the standard approach. Variable-frequency techniques require significantly more EMI engineering effort.

22

Multi-Phase Converters

High-current applications (CPU VRMs, server PoL) use multiple interleaved converter phases to share current, reduce ripple, and improve transient response. The control technique must support phase interleaving.

How interleaving works

  • N phases operate at the same frequency but phase-shifted by 360°/N
  • Ripple currents partially cancel at the output — effective ripple frequency is N × fSW
  • Smaller output capacitance needed for the same ripple specification
  • Thermal load distributed across N inductors and FET sets

Phase shedding

At light loads, inactive phases are disabled to reduce switching and gate-drive losses. The controller dynamically adjusts the number of active phases based on load current — maintaining efficiency across the full range.

Control compatibility

TechniqueMulti-phase support
PWM (VM/CMC)Excellent — master clock distributes phase-shifted triggers
COTGood — phase interleaving via timed offsets; D-CAP2/3 support it natively
HystereticDifficult — no common clock reference; phases can clash
PFMModerate — phase shedding straightforward; interleaving complex

State of the art: Server VRMs now use 6-12 phase digital multi-phase controllers (Infineon XDPS2222, Renesas ISL69260) with per-phase current balancing, auto phase shedding, and PMBus telemetry.

23

Coupled-Inductor Techniques

In multi-phase converters, the choice of magnetic structure profoundly affects transient response, ripple, efficiency, and power density. Three architectures dominate modern VRM design.

Traditional Coupled Inductor (CL)

Two or more phase windings share a single magnetic core with inverse coupling (dots opposite). The leakage inductance sets the per-phase ripple current, while the mutual inductance appears only during transients.

  • Steady-state: each phase sees only leakage inductance LLK — high ripple current allows fast current slew during load steps
  • Transient: magnetising inductance LM adds to the effective inductance seen by the output, reducing voltage deviation
  • Net effect: faster transient response and lower output ripple than discrete inductors of equivalent size
  • Coupling coefficient k typically 0.7–0.9; too tight and phase-to-phase current sharing degrades

Würth WE-MCRI, Coilcraft MPI series, Cyntec coupled modules

Design trade-offs

  • Strong coupling (high k) → better transient, but higher steady-state ripple and tighter layout requirements
  • Weak coupling (low k) → approaches discrete inductor behaviour; diminishing returns
  • Magnetics design complexity increases — must model leakage and mutual inductances accurately
  • Core saturation must be evaluated per-phase, not just total current

Trans-Inductor Voltage Regulator (TLVR)

A hybrid topology patented by Intel for server VRMs. Each phase has its own discrete inductor, but a secondary winding on each core is connected in a series loop across all phases — creating magnetic coupling without a shared core.

  • The secondary loop inductance LLOOP provides the transient coupling path
  • During a load step, current flows through the secondary loop, effectively reducing the per-phase inductance and enabling 3–5× faster di/dt
  • In steady state, the secondary loop carries zero net current — no additional losses
  • Uses standard off-the-shelf inductors with a secondary winding — easier to source than monolithic coupled inductors
  • A series loop resistor RLOOP damps oscillations and sets the transient coupling decay time

Intel VR14/VR15 spec, Infineon XDPE192C3B designs

Non-Coupled Loop (NCL)

A further evolution that eliminates magnetic coupling entirely. Each phase inductor has a secondary winding, but the loop is routed so that phase currents sum to zero in the secondary — providing transient current sharing without the frequency-dependent losses of TLVR.

  • No mutual coupling means no coupling-coefficient sensitivity — more robust across inductor tolerances
  • The loop acts as a current-balancing network, improving phase-current sharing during both transients and steady state
  • Lower AC losses in the secondary loop vs TLVR at high switching frequencies (>1 MHz)
  • Emerging in next-gen GPU and AI accelerator VRMs where phase counts exceed 16

MPS MP2857/MP2971 reference designs, research: CPES Virginia Tech

Evolution path: Discrete inductors → Coupled inductors (CL) → TLVR → NCL. Each step trades magnetic complexity for improved transient performance. Modern AI-class VRMs (>500 A) increasingly use TLVR or NCL to meet sub-microsecond load-step specifications.

24

Powering AI Accelerators

Modern AI GPUs and custom accelerators (NVIDIA H100/B200, Google TPU, AMD Instinct) present extreme power delivery challenges that push control techniques to their limits.

The challenge

  • Power budgets of 300–1000 W per chip at <1 V core voltage → 500–1200 A total current
  • Load transients of 500+ A/μs during tensor-core burst activity
  • 48 V rack distribution eliminates 12 V bus — direct 48 V-to-core conversion needed
  • Tight ±0.5% load regulation to meet JEDEC voltage margins at sub-1 V
  • Workload-dependent power oscillation: inference vs training have very different profiles

Multi-phase at scale

  • 16–24 phase VRMs are standard for high-end GPU power stages
  • Integrated power stages (DrMOS / Smart Power Stages) combine driver + FETs in 5×5 mm packages
  • Per-phase DCR current sensing with digital calibration for ±1% current sharing
  • Adaptive phase shedding tracks GPU utilisation in real time via SVID / I²C / PMBus

Control techniques used

Digital multi-phase COT

Dominant in NVIDIA reference designs. Infineon XDPE192C3B, MPS MP2857 — fast transient response with digital tuning via PMBus. Emulated ripple eliminates ESR dependence.

Hybrid 48 V-to-PoL architectures

Two-stage: 48 V → 6–8 V (LLC/resonant) → core (multi-phase buck). Single-stage: Vicor Factorised Power, Infineon hybrid DC-DC, or sigma converters eliminate the intermediate bus entirely.

Predictive & adaptive control

Workload-aware controllers pre-position inductor current before a load step using GPU telemetry. Intel SVID 3.0 and NVIDIA GPU-to-VRM signalling reduce undershoot by 30–50% vs reactive control.

Industry trend: The 48 V power architecture endorsed by the Open Compute Project (OCP) is now standard in AI data centres, driving demand for high-ratio converters with >95% peak efficiency at 1000+ W.

25

Future Directions

GaN & SiC Wide-Bandgap

GaN FETs switch at 5-10 MHz with minimal losses, enabling smaller passives and faster transients. Control loops must keep up — ADC/comparator speeds become the bottleneck. COT and digital control are best positioned for multi-MHz operation.

Fully Integrated Power Modules

The trend toward integrating FETs, controller, inductor, and passives in a single package (e.g., TI LMZM33xxx, MPS MPM3xxx) is driving control architectures toward zero-external-component designs — D-CAP3 and similar are ideal.

48V Direct-to-PoL

Data centre power is moving from 12V to 48V distribution. Converters like the Vicor NBM, Infineon hybrid LLC, and TI TLVM series use new topologies (sigma, switched-capacitor, hybrid) that require hybrid control combining resonant and PWM techniques.

Autonomous Tuning & Digital Twins

FPGA-based controllers with on-chip system identification can measure the plant transfer function in real-time and auto-tune compensation. Digital twin models running alongside the converter enable predictive maintenance and lifetime estimation.

The convergence thesis: Future converters will blur all boundaries — digital controllers running hybrid PWM/COT algorithms with AI-assisted tuning on GaN power stages, all in a single package. The winner is whoever integrates best, not who has the best single technique.

26

Summary & Key Takeaways

What we covered

  • Voltage-mode vs current-mode control fundamentals
  • PWM: fixed-frequency, predictable EMI, mature compensation theory
  • Peak, valley, and average current-mode variants
  • PFM and burst mode for light-load efficiency
  • Hysteretic control — fastest transient, simplest loop
  • COT and its evolution: classic, emulated ripple, D-CAP family
  • Digital DPWM, model-predictive, and AI-assisted control
  • Multi-phase interleaving and phase shedding
  • EMI implications of each technique
  • Application-specific selection guidelines

Design decision tree

Need predictable EMI? → Fixed-frequency PWM
Battery / standby efficiency critical? → PFM / burst mode
Fastest transient response? → COT or hysteretic
Fewest external components? → D-CAP3 / integrated
Multi-phase server VRM? → Digital multi-phase

Further reading

Erickson & Maksimović, Fundamentals of Power Electronics, 3rd ed. · Ridley, Power Supply Design, Vol. 1-3 · TI SLVA057, Understanding and Applying Current-Mode Control Theory · TI SLVA281, Voltage Mode vs Current Mode · NPTEL, Switched Mode Power Conversion (course)

27

References & Resources

Textbooks

  • Erickson & Maksimović, Fundamentals of Power Electronics, 3rd ed., Springer, 2020
  • Kazimierczuk, Pulse-Width Modulated DC-DC Power Converters, 2nd ed., Wiley, 2015
  • Ridley, Power Supply Design, Vol. 1: Control, Ridley Engineering, 2012
  • Pressman, Billings & Morey, Switching Power Supply Design, 3rd ed., McGraw-Hill, 2009

Application Notes

  • TI SLVA057 — Understanding Current-Mode Control Theory
  • TI SLVA281 — Voltage Mode vs Current Mode
  • TI SLVA470 — D-CAP2 Operation
  • TI SLYT084 — Under the Hood of a DC-DC Boost Converter
  • Analog Devices AN-1484 — Designing Second/Third Stage Output Filters

Online Resources

  • NPTEL — Switched Mode Power Conversion (IIT Bombay / Prof. Ramanarayanan)
  • Ridley Engineering — ridleyengineering.com (loop analysis tools)
  • TI Power Supply Design Seminar (PSDS) — annual publications
  • Biricha Digital — power supply training courses
  • CPES (Virginia Tech) — research papers on advanced control

Simulation Tools

  • MATLAB/Simulink — Simscape Electrical (control loop modelling)
  • LTspice — free SPICE simulator (Analog Devices)
  • PLECS — specialised power electronics simulator
  • TI WEBENCH — online power design tool

Brendan Lynskey · 2025 · Educational use