Automates running tune-param at multiple voltages, saves per-voltage CSVs compatible with plot-tune, and prints a summary table. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
MPPT Testbench
Unified tool for testing and tuning MPPT (Maximum Power Point Tracking) converters. Combines three bench instruments with direct STM32 firmware access for closed-loop parameter optimization.
| Instrument | Role | Interface |
|---|---|---|
| ITECH IT6537D | DC power supply (solar panel simulator, 80V/120A/6kW) | USB-TMC / SCPI via PyVISA |
| Prodigit 3366G | DC electronic load (600V/420A/6kW) | RS-232 (115200 8N1 RTS/CTS) |
| HIOKI 3193-10 | Power analyzer (efficiency measurement) | GPIB via UsbGpib / PyVISA |
| STM32G474 | Converter firmware (LVSolarBuck64) | Serial 460800 baud (debug protocol) |
Wiring
+------------------+
IT6500D --(+/-)--> | MPPT Tracker | --(+/-)--> Prodigit 3366G
| (DUT) |
HIOKI Ch5 --(sense)-- | Input Output | --(sense)-- HIOKI Ch6
+------------------+
|
STM32 debug
serial (COM28)
HIOKI EFF1 = P6 / P5 x 100% (output power / input power)
Installation
Requires Python 3.12+, NI-VISA runtime, and uv.
git clone --recurse-submodules https://git.b4l.co.th/B4L/mppt-testbench.git
cd mppt-testbench
uv sync
The debug console (inside code64/) has its own environment:
cd code64
uv sync
Step-by-Step Guide
1. Connect and verify instruments
# Check all bench instruments respond
uv run bench identify
# Check STM32 responds (reads params + telemetry)
uv run bench stm32-read --stm32-port COM28
2. Configure instruments for MPPT testing
uv run bench setup
This sets wiring mode (1P2W), DC coupling, auto-ranging, efficiency formula (EFF1 = P6/P5), and display layout on the HIOKI.
3. Basic measurements
# Single reading from all instruments
uv run bench measure
# Continuous text monitoring with CSV export
uv run bench monitor --interval 1.0 --output data.csv
4. Launch the GUI
uv run bench-gui
The GUI provides:
- Real-time readouts from all three instruments
- Supply voltage/current control with ON/OFF indicators
- Load mode (CC/CR/CV/CP) and setpoint control
- HIOKI channel range selectors + degauss buttons
- Meter format selector (scientific/normal)
- 2D sweep panel with time estimate
- Live-updating power, efficiency, voltage, and current plots
- Console log panel
5. Run efficiency sweeps
Voltage sweep (1D)
uv run bench sweep \
--v-start 30 --v-stop 100 --v-step 5 \
--current-limit 20 \
--load-mode CP --load-value 200 \
--settle 2.0 -o voltage_sweep.csv
Load sweep at fixed voltage (1D)
uv run bench sweep-load \
--voltage 60 --current-limit 20 \
--i-start 0.5 --i-stop 15 --i-step 0.5 \
--settle 2.0 -o load_sweep.csv
2D voltage x load sweep (efficiency map)
# Constant Power mode
uv run bench sweep-vi \
--v-start 60 --v-stop 100 --v-step 5 \
--l-start 50 --l-stop 500 --l-step 50 \
--load-mode CP --current-limit 20 \
--settle 2.0 -o map_cp.csv
# Constant Current mode
uv run bench sweep-vi \
--v-start 35 --v-stop 100 --v-step 5 \
--l-start 0.5 --l-stop 15 --l-step 0.5 \
--load-mode CC --current-limit 20 \
--settle 2.0 -o map_cc.csv
6. Analyze sweep results
# Generate efficiency overlay, heatmap, and power loss plots (no instruments needed)
uv run bench plot-sweep map_cp.csv
# Save plots without displaying
uv run bench plot-sweep map_cp.csv --no-show -o plots/
Produces three PNG files:
*_efficiency.png-- efficiency vs load, one line per voltage, best point marked*_heatmap.png-- 2D efficiency surface (voltage x load)*_loss.png-- power loss vs load, all voltages overlaid
7. Tune converter parameters
The tuning commands combine the testbench instruments (ground truth efficiency from HIOKI) with direct STM32 parameter writes to find optimal settings.
Read current STM32 state
uv run bench stm32-read
Write a single parameter
uv run bench stm32-write --param dt_10_20A --value 20
Sweep a parameter to find the optimum
Sweeps a parameter from start to stop, measuring HIOKI efficiency + STM32 telemetry at each step. Plots the result.
# Optimize deadtime for the 10-20A bracket at 300W
uv run bench tune-param \
--param dt_10_20A --start 14 --stop 40 --step 1 \
--voltage 60 --current-limit 20 \
--load-mode CP --load-value 300 \
--settle 3.0 -o dt_tune.csv
# Tune Vfly proportional gain
uv run bench tune-param \
--param vfly_kp --start -2 --stop 2 --step 0.1 \
--voltage 60 --current-limit 20 \
--load-mode CP --load-value 200 \
--settle 3.0
Auto-optimize all deadtime brackets
Automatically sweeps deadtime for each of the 6 current brackets (0-3A, 3-5A, 5-10A, 10-20A, 20-30A, 30-45A), setting an appropriate load for each bracket.
# Sweep and report best values
uv run bench tune-deadtime \
--voltage 60 --current-limit 20 --load-mode CP \
--dt-start 14 --dt-stop 50 --dt-step 1 \
-o deadtime_results.csv
# Sweep, report, and apply best values to STM32
uv run bench tune-deadtime \
--voltage 60 --current-limit 20 --load-mode CP \
--load-values 20,50,100,250,400,600 \
--apply
8. Shade / irradiance profile simulation
Simulate cloud passing or partial shading with a CSV-driven sequence:
uv run bench shade-profile \
--profile samples/cloud_pass.csv \
--settle 2.0 -o shade_results.csv
Profile CSV format: time,voltage,current_limit,load_mode,load_value
9. Real-time debug console (TUI)
For live monitoring and parameter tuning via the Textual terminal UI:
cd code64
uv run debug-console COM28
Keybindings: p ping, r read params, f toggle EMA filter, l show log path, q quit.
10. Direct instrument control
# Supply
uv run bench supply set --voltage 48 --current 10
uv run bench supply on
uv run bench supply off
# Load
uv run bench load set --mode CP --value 200
uv run bench load on
uv run bench load off
# Emergency shutdown (load first, then supply)
uv run bench safe-off
CLI Reference
uv run bench [-h] [--supply-address ADDR] [--load-port PORT] [--load-baud BAUD]
[--meter-address ADDR] [--timeout MS]
[--stm32-port PORT] [--stm32-baud BAUD]
{command}
| Command | Description |
|---|---|
identify |
Show identity and status of all instruments |
setup |
Configure all instruments for MPPT testing |
measure |
Single measurement from all three instruments |
monitor |
Continuous text monitoring with optional CSV |
live |
Real-time 4-panel matplotlib graph |
sweep |
Voltage sweep with efficiency recording |
sweep-load |
Load current sweep at fixed voltage |
sweep-vi |
2D voltage x load sweep (efficiency map) |
efficiency |
Averaged efficiency at a fixed operating point |
shade-profile |
Run shade/irradiance profile from CSV |
plot-sweep |
Generate analysis plots from sweep CSV (offline) |
stm32-read |
Read all STM32 parameters and telemetry |
stm32-write |
Write a parameter to the STM32 |
tune-param |
Sweep an STM32 parameter while measuring efficiency |
tune-deadtime |
Auto-optimize deadtime for each current bracket |
supply |
Direct IT6500D control (on/off/set) |
load |
Direct Prodigit 3366G control (on/off/set) |
safe-off |
Emergency shutdown (load first, then supply) |
Global Options
| Option | Default | Description |
|---|---|---|
--supply-address |
auto-detect | IT6500D VISA address |
--load-port |
COM1 |
Prodigit 3366G serial port |
--load-baud |
115200 |
Prodigit 3366G baud rate |
--meter-address |
auto-detect | HIOKI 3193-10 VISA address |
--timeout |
5000 |
VISA timeout in milliseconds |
--stm32-port |
COM28 |
STM32 debug serial port |
--stm32-baud |
460800 |
STM32 debug baud rate |
Tunable STM32 Parameters
| Parameter | Type | Range | Description |
|---|---|---|---|
VREF |
uint16 | 3100-3700 | ADC reference voltage |
vfly_kp |
float | -10 to 10 | Vfly proportional gain |
vfly_ki |
float | -10 to 10 | Vfly integral gain |
vfly_clamp |
uint16 | 0-10000 | Vfly integrator clamp |
vfly_active |
uint8 | 0-1 | Vfly loop enable |
cc_target |
float | 0-60000 | CC target (mA) |
cc_gain |
float | -1 to 1 | CC proportional gain |
cc_active |
int32 | 0-1 | CC loop enable |
mppt_step |
float | 0-10000 | MPPT P&O step size (mA) |
mppt_deadband |
float | 0-1 | MPPT deadband |
mppt_active |
int32 | 0-1 | MPPT loop enable |
dt_0_3A |
uint8 | 14-200 | Deadtime 0-3A (HRTIM ticks) |
dt_3_5A |
uint8 | 14-200 | Deadtime 3-5A |
dt_5_10A |
uint8 | 14-200 | Deadtime 5-10A |
dt_10_20A |
uint8 | 14-200 | Deadtime 10-20A |
dt_20_30A |
uint8 | 14-200 | Deadtime 20-30A |
dt_30_45A |
uint8 | 14-200 | Deadtime 30-45A |
CSV Output Format
Sweep CSV files contain:
| Column | Description |
|---|---|
voltage_set |
Supply voltage setpoint (V) |
current_limit |
Supply current limit (A) |
load_setpoint |
Load setpoint value (A for CC, W for CP) |
supply_V/I/P |
Supply measured voltage, current, power |
load_V/I/P |
Load measured voltage, current, power |
input_power |
HIOKI P5 -- power into MPPT tracker (W) |
output_power |
HIOKI P6 -- power out of MPPT tracker (W) |
efficiency |
HIOKI EFF1 -- P6/P5 x 100 (%) |
Tuning CSV files additionally contain param_name, param_value, and STM32 telemetry columns (stm_vin, stm_vout, stm_iin, stm_iout, stm_eff, stm_vfly, stm_etemp).
Project Structure
mppt-testbench/
+-- IT6500D/ git submodule -- DC power supply driver
+-- PRODIGIT-3366G/ git submodule -- electronic load driver
+-- HIOKI-3193-10/ git submodule -- power analyzer driver
+-- testbench/
| +-- __init__.py exports MPPTTestbench
| +-- bench.py orchestrator (sweeps, measurement, auto-range wait)
| +-- cli.py unified CLI entry point
| +-- gui.py tkinter GUI with live plots
| +-- gui_workers.py background instrument I/O thread
| +-- stm32_link.py synchronous STM32 debug protocol interface
| +-- tuner.py automated tuning routines (param sweep, deadtime opt)
+-- code64/
| +-- Core/ STM32G474 firmware (C)
| +-- Drivers/ HAL drivers
| +-- debug_console/ Textual TUI for live debugging
| +-- pyproject.toml uv-compatible package config
+-- samples/ shade profile CSV examples
+-- pyproject.toml package config, entry points: bench, bench-gui