AI-Based Fault-Tolerant Single-Phase H-Bridge PWM Inverter in MATLAB Simulink and Simscape Electrical
This article treats inverter fault tolerance as a combined diagnosis-and-control problem. The baseline H-bridge is subjected to switch or sensor faults, an AI layer identifies the abnormal condition, and the control system is evaluated on how effectively it maintains output voltage, current quality and safe operation after reconfiguration.
Topic scope and research objective
A suitable research question is: how can the Power Electronics & Converters approach represented by “AI-Based Fault-Tolerant Single-Phase H-Bridge PWM Inverter Using MATLAB Simulink Simscape Electrical” be evaluated using MATLAB Simulink, Simscape so that output RMS-voltage error and frequency deviation are improved or maintained without creating unacceptable degradation in THD / waveform quality?
This article approaches AI-Based Fault-Tolerant Single-Phase H-Bridge PWM Inverter Using MATLAB Simulink Simscape Electrical from a methodology perspective so the page answers a different research need rather than repeating the main project description.
Technical focus
- single-phase H-bridge PWM inverter fault scenarios
- AI-based fault recognition from electrical measurements
- fault-tolerant control or switching reconfiguration
- RMS output, THD, recovery time and safe-operating validation
Model architecture and implementation plan
The workflow should remain modular enough to support baseline comparison, sensitivity testing and parameter revision.
- DC source and H-bridge switches
- PWM / modulation logic
- Output filter and single-phase load / grid
- Voltage-current measurement
- Grid-forming / AI / fault-tolerant controller
- Waveform and performance logging
Recommended methodology
- Define the DC link, switches, filter and load/grid ratings. Relate the step to the Power Electronics & Converters objective and record the relevant parameters.
- Implement PWM and the baseline voltage/current control. Relate the step to the Power Electronics & Converters objective and record the relevant parameters.
- Add grid-forming, virtual-inertia or fault-tolerant logic as required by the project. Relate the step to the Power Electronics & Converters objective and record the relevant parameters.
- Apply load, reference and fault / current-limit scenarios. Relate the step to the Power Electronics & Converters objective and record the relevant parameters.
- Validate RMS output, THD, transient recovery and controller limits. Relate the step to the Power Electronics & Converters objective and record the relevant parameters.
Study cases for comparative research
- nominal resistive / RL load
- load-step disturbance
- reference or power-command change
- DC-source / parameter variation
- fault or current-limit event with recovery
Outputs and quantitative validation
The recommended validation evidence includes output RMS-voltage error, frequency deviation, THD / waveform quality, DC-link ripple. A defensible result section should report both waveform or field behaviour and numerical metrics, with the baseline and proposed cases evaluated under the same conditions. The final discussion should also explain sensitivity to reference or power-command change, DC-source / parameter variation.
- H-bridge gate / modulation signals
- Output voltage and current
- RMS voltage and frequency
- THD / waveform-quality metric
- Transient or fault-recovery response
PhD and journal research extensions
- adaptive virtual inertia / damping for single-phase grid-forming control
- fault-tolerant modulation with graceful performance degradation
- harmonic-aware control under nonlinear loads
- real-time / HIL validation with current limiting and dead-time effects
For PhD researchers and postgraduate scholars working internationally, this topic can be adapted to a university proposal, published reference paper or independently defined research gap. The model scope can be aligned with the required software version, parameter set, dataset, disturbance profile, geometry, controller structure and reporting format while preserving reproducibility and clear technical attribution.
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