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TIDA-010955

Analog front end reference design for machine learning arc detection in solar applications

TIDA-010955

Design files

Overview

This reference design features an analog front end for DC arc detection in solar applications based on artificial intelligence (AI). DC arcing induces a high-frequency noise onto the DC sting current. To detect the arcing frequency, data is acquired and feed into an embedded AI model, which is trained to identify the arc. Compared to traditional arc detection approaches this achieves higher accuracy with less computational efforts. Besides the signal-chain for arc detection this design offers features for collecting and labeling arcing data for embedded AI model training. This hardware works with TMDSCNCD28P55X, controlCARD of C2000™ F28P55xdevices, as well as other C2000 controlCARDs in 180-pin connector and is part of a AI based arc detection tool chain, including different software tools for collecting arc data, training an embedded AI model and validating the system.

Features

4-channel analog front end for AI-based arc detection
Configurable analog front end with band-pass and notch filter
String voltage and arc gap voltage measurement inputs for training data acquisition
Auto-labeling circuits to generate labeled arcing data
Works with TMDSCNCD28P55X, controlCARD of C2000 F28P55x devices, as well as other C2000 controlCARDs in 180-pin connector
Selected embedded AI models for a quick start into AI-based arc detection

Industrial

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Design files & products

Design files

Download ready-to-use system files to speed your design process.

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Design guide — TIDA-010955

PDF | HTML

TIDUF85A.PDF (1387 K)

Reference design overview and verified performance test data

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Schematic — TIDA-010955

TIDMD57A.PDF (1721 K)

Detailed schematic diagram for design layout and components

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Bill of materials (BOM) — TIDA-010955

TIDMD58A.PDF (155 K)

Complete listing of design components, reference designators, and manufacturers/part numbers

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Assembly drawing — TIDA-010955

TIDMD59A.PDF (775 K)

Detailed overview of design layout for component placement

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CAD/CAE symbol — TIDA-010955

TIDMD61A.ZIP (4642 K)

Files used for 3D models or 2D drawings of IC components

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Gerber file — TIDA-010955

TIDCGQ6A.ZIP (766 K)

Design file that contains information on physical board layer of design PCB

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PCB layout — TIDA-010955

TIDMD60A.PDF (3371 K)

PCB layer plot file used for generating PCB design layout

Products

Includes TI products in the design and potential alternatives.

C2000 real-time microcontrollers

TMS320F28P550SJ — C2000™ 32-bit MCU with 1x C28x + 1x CLA, 150MHz, 1.1MB flash, 5x ADCs, CLB, AES and NPU

Data sheet: PDF | HTML

AC/DC & DC/DC converters (integrated FET)

TPS562203 — 4.2-V to 17-V input, 2-A synchronous buck converter in SOT563 with eco-mode

Data sheet: PDF | HTML

General-purpose op amps

OPA322 — Single, 5.5-V, 20-MHz, 65-mA output current, low noise (8.5-nV/√Hz) operational amplifier

Data sheet: PDF | HTML

General-purpose op amps

OPA4323 — Quad, 5.5-V, 20-MHz, zero-cross low-noise (6 nV/√Hz) RRIO operational amplifier

Data sheet: PDF | HTML

Isolated amplifiers

AMC3330 — ±1-V input, precision voltage sensing reinforced isolated amplifier with integrated DC/DC

Data sheet: PDF | HTML

Isolated comparators

AMC23C11 — Fast-response, reinforced, isolated comparator with adjustable threshold and latch function

Data sheet: PDF | HTML

Linear & low-dropout (LDO) regulators

TPS7A20 — 300mA ultra-low-noise low-IQ low-dropout (LDO) linear regulator with high PSRR

Data sheet: PDF | HTML

Start development

Hardware

Evaluation board

TIEVM-ARC-AFE — TIEVM-ARC-AFE evaluation module, machine learning arc detection in solar applications

The TIEVM-ARC-AFE is the orderable version of the TIDA-010955 reference design. The reference design features an analog front end for DC arc detection in solar applications based on artificial intelligence (AI). DC arcing induces a high-frequency noise onto the DC string current. To detect (...)

Not available on TI.com

Evaluation board

TMDSCNCD28P55X — TMDSCNCD28P55X controlCARD evaluation module

TMDSCNCD28P55X is a low-cost evaluation and development board for TI C2000™ MCU series of F28P55x devices. It comes with a HSEC180 (180-pin High speed edge connector) and, as a controlCARD, is ideal for initial evaluation and prototyping. For evaluation of TMDSCNCD28P55X, a 180-pin docking (...)

Not available on TI.com

TI’s Standard Terms and Conditions for Evaluation Items apply.

Software

Software development kit (SDK)

C2000WARE-DIGITALPOWER-SDK — DigitalPower SDK for C2000 Real-time Controllers

DigitalPower SDK for C2000™ microcontrollers (MCU) is a cohesive set of software infrastructure, tools, and documentation designed to minimize C2000 MCU based digital power system development time targeted for various AC-DC, DC-DC and DC-AC power supply applications. The software includes (...)

Supported products & hardware

Products

C2000 real-time microcontrollers

TMS320F2800132 — C2000™ 32-bit MCU with 100 MHz, 64-KB flash, FPU, TMU, six PWM and zero CAN

TMS320F2800133 — C2000™ 32-bit MCU with 120 MHz, 64-KB flash, FPU and TMU

TMS320F2800135 — C2000™ 32-bit MCU with 120 MHz, 128-KB flash, FPU and TMU

TMS320F2800137 — C2000™ 32-bit MCU with 120 MHz, 256-KB flash, FPU and TMU

TMS320F2800152-Q1 — Automotive C2000™ 32-bit MCU 100-MHz 64-KB flash with CAN-FD, lockstep ASIL B

TMS320F2800153-Q1 — Automotive C2000™ 32-bit MCU 120-MHz 64-KB flash with HRPWM, CAN-FD, lockstep ASIL B

TMS320F2800154-Q1 — Automotive C2000™ 32-bit MCU 100-MHz 128-KB flash with CAN-FD, lockstep ASIL B

TMS320F2800155 — C2000™ 32-bit MCU 120-MHz 128-KB flash with HRPWM, CAN-FD

TMS320F2800155-Q1 — Automotive C2000™ 32-bit MCU 120-MHz 128-KB flash with HRPWM, CAN-FD, lockstep ASIL B

TMS320F2800156-Q1 — Automotive C2000™ 32-bit MCU 100-MHz 256-KB flash with CAN-FD, lockstep ASIL B, grade 0 and 1

TMS320F2800157 — C2000™ 32-bit MCU 120-MHz 256-KB flash with HRPWM, CAN-FD

TMS320F2800157-Q1 — Automotive C2000™ 32-bit MCU 120-MHz 256-KB flash with HRPWM, CAN-FD, lockstep ASIL B, grade 0 and 1

TMS320F280021 — C2000™ 32-bit MCU with 100 MHz, FPU, TMU, 32-KB flash

TMS320F280021-Q1 — Automotive C2000™ 32-bit MCU with 100 MHz, FPU, TMU, 32-KB flash

TMS320F280023 — C2000™ 32-bit MCU with 100-MHz, FPU, TMU, 64-kb flash

TMS320F280023-Q1 — Automotive C2000™ 32-bit MCU with 100 MHz, FPU, TMU, 64-KB flash

TMS320F280023C — C2000™ 32-bit MCU with 100 MHz, FPU, TMU, 64-KB flash, CLB

TMS320F280025 — C2000™ 32-bit MCU with 100-MHz, FPU, TMU, 128-kb flash

TMS320F280025-Q1 — Automotive C2000™ 32-bit MCU with 100 MHz, FPU, TMU, 128-KB flash

TMS320F280025C — C2000™ 32-bit MCU with 100-MHz, FPU, TMU, 128-kb flash, CLB

TMS320F280025C-Q1 — Automotive C2000™ 32-bit MCU with 100 MHz, FPU, TMU, 128-KB flash, CLB

TMS320F280033 — C2000™ 32-bit MCU 120-MHz 128-KB flash, FPU, TMU, AES and CAN-FD

TMS320F280034 — C2000™ 32-bit MCU 120-MHz 128-KB flash, FPU, TMU with CLA, AES and CAN-FD

TMS320F280034-Q1 — Automotive C2000™ 32-bit MCU 120-MHz 128-KB flash, FPU, TMU with CLA, AES and CAN-FD

TMS320F280036-Q1 — Automotive C2000™ 32-bit MCU 120-MHz 256-KB flash, FPU, TMU with CLA, AES and CAN-FD

TMS320F280036C-Q1 — Automotive C2000™ 32-bit MCU 120-MHz 256-KB flash, FPU, TMU with CLA, CLB, AES and CAN-FD

TMS320F280037 — C2000™ 32-bit MCU 120-MHz 256-KB flash, FPU, TMU with CLA, AES and CAN-FD

TMS320F280037-Q1 — Automotive C2000™ 32-bit MCU 120-MHz 256-KB flash,FPU, TMU with CLA, AES and CAN-FD

TMS320F280037C — C2000™ 32-bit MCU 120-MHz 256-KB flash, FPU, TMU with CLA, CLB, AES and CAN-FD

TMS320F280037C-Q1 — Automotive C2000™ 32-bit MCU 120-MHz 256-KB flash, FPU, TMU with CLA, CLB, AES and CAN-FD

TMS320F280038-Q1 — Automotive C2000™ 32-bit MCU 120-MHz 384-KB flash, FPU, TMU with CLA, AES and CAN-FD

TMS320F280038C-Q1 — Automotive C2000™ 32-bit MCU 120-MHz 384-KB flash, FPU, TMU with CLA, CLB, AES and CAN-FD

TMS320F280039 — C2000™ 32-bit MCU 120-MHz 384-KB flash, FPU, TMU with CLA, AES and CAN-FD

TMS320F280039-Q1 — Automotive C2000™ 32-bit MCU 120-MHz 384-KB flash, FPU, TMU with CLA, AES and CAN-FD

TMS320F280039C — C2000™ 32-bit MCU 120-MHz 384-KB flash, FPU, TMU with CLA, CLB, AES and CAN-FD

TMS320F280039C-Q1 — Automotive C2000™ 32-bit MCU 120-MHz 384-KB flash, FPU, TMU with CLA, CLB, AES and CAN-FD

TMS320F280040-Q1 — Automotive C2000™ 32-bit MCU with 100 MHz, FPU, TMU, 128-KB flash, PGAs, SDFM

TMS320F280040C-Q1 — Automotive C2000™ 32-bit MCU with 100 MHz, FPU, TMU, 128-KB flash, InstaSPIN-FOC, CLB, PGAs, SDFM

TMS320F280041 — C2000™ 32-bit MCU with 100-MHz, FPU, TMU, 128-kb flash, PGAs, SDFM

TMS320F280041-Q1 — Automotive C2000™ 32-bit MCU with 100 MHz, FPU, TMU, 128 KB flash, PGAs, SDFM

TMS320F280041C — C2000™ 32-bit MCU with 100-MHz, FPU, TMU, 128-kb flash, InstaSPIN-FOC, CLB, PGAs, SDFM

TMS320F280041C-Q1 — Automotive C2000™ 32-bit MCU with 100 MHz, FPU, TMU, 128 KB flash, InstaSPIN-FOC, CLB, PGAs, SDFM

TMS320F280045 — C2000™ 32-bit MCU with 100 MHz, FPU, TMU, 256 KB flash, PGAs, SDFM

TMS320F280048-Q1 — Automotive C2000™ 32-bit MCU with 100 MHz, FPU, TMU, 256 KB flash, CLA, PGAs, SDFM

TMS320F280048C-Q1 — Automotive C2000™ 32-bit MCU w/ 100 MHz, FPU, TMU, 256 KB flash, CLA, InstaSPIN-FOC, CLB, PGAs, SDFM

TMS320F280049 — C2000™ 32-bit MCU with 100-MHz, FPU, TMU, 256-kb Flash, CLA, PGAs, SDFM

TMS320F280049-Q1 — Automotive C2000™ 32-bit MCU with 100 MHz, FPU, TMU, 256 KB flash, CLA, PGAs, SDFM

TMS320F280049C — C2000™ 32-bit MCU with 100-MHz, FPU, TMU, 256-kb Flash, CLA, InstaSPIN-FOC, CLB, PGAs, SDFM

TMS320F280049C-Q1 — Automotive C2000™ 32-bit MCU w/ 100 MHz, FPU, TMU, 256 KB flash, CLA, InstaSPIN-FOC, CLB, PGAs, SDFM

TMS320F28075-Q1 — Automotive C2000™ 32-bit MCU with 120 MHz, FPU, TMU, 512 KB flash, CLA, SDFM

TMS320F28374D — C2000™ 32-bit MCU with 800 MIPS, 2xCPU, 2xCLA, FPU, TMU, 512 KB flash, EMIF, 12b ADC

TMS320F28374S — C2000™ 32-bit MCU with 400 MIPS, 1xCPU, 1xCLA, FPU, TMU, 512 KB flash, EMIF, 12b ADC

TMS320F28375D — C2000™ 32-bit MCU with 800 MIPS, 2xCPU, 2xCLA, FPU, TMU, 1024 KB flash, EMIF, 12b ADC

TMS320F28375S — C2000™ 32-bit MCU with 400 MIPS, 1xCPU, 1xCLA, FPU, TMU, 1024 KB flash, EMIF, 12b ADC

TMS320F28375S-Q1 — Automotive C2000™ 32-bit MCU with 400 MIPS, 1xCPU, 1xCLA, FPU, TMU, 1024 KB flash, EMIF, 12b ADC

TMS320F28376D — C2000™ 32-bit MCU with 800 MIPS, 2xCPU, 2xCLA, FPU, TMU, 512 KB flash, EMIF, 16b ADC

TMS320F28376S — C2000™ 32-bit MCU with 400 MIPS, 1xCPU, 1xCLA, FPU, TMU, 512 KB flash, EMIF, 16b ADC

TMS320F28377D — C2000™ 32-bit MCU with 800 MIPS, 2xCPU, 2xCLA, FPU, TMU, 1024 KB flash, EMIF, 16b ADC

TMS320F28377D-EP — C2000™ Enhanced Product 32-bit MCU with 800 MIPS, 2xCPU, 2xCLA, FPU, TMU, 1 MB flash, EMIF, 16b ADC

TMS320F28377D-Q1 — Automotive C2000™ 32-bit MCU with 800 MIPS, 2xCPU, 2xCLA, FPU, TMU, 1024 KB flash, EMIF, 16b ADC

TMS320F28377S — C2000™ 32-bit MCU with 400 MIPS, 1xCPU, 1xCLA, FPU, TMU, 1024 KB flash, EMIF, 16b ADC

TMS320F28377S-Q1 — Automotive C2000™ 32-bit MCU with 400 MIPS, 1xCPU, 1xCLA, FPU, TMU, 1024 KB flash, EMIF, 16b ADC

TMS320F28378D — C2000™ 32-bit MCU with 800 MIPS, 2xCPU, 2xCLA, FPU, TMU, 1024 KB flash, CLB, EMIF, 12b ADC

TMS320F28378S — C2000™ 32-bit MCU with 400 MIPS, 1xCPU, 1xCLA, FPU, TMU, 1024 KB flash, CLB, EMIF, 12b ADC

TMS320F28379D — C2000™ 32-bit MCU with 800 MIPS, 2xCPU, 2xCLA, FPU, TMU, 1024 KB flash, CLB, EMIF, 16b ADC

TMS320F28379D-Q1 — Automotive C2000™ 32-bit MCU w/ 800 MIPS, 2xCPU, 2xCLA, FPU, TMU, 1024 KB flash, CLB, EMIF, 16b ADC

TMS320F28379S — C2000™ 32-bit MCU with 400-MIPS, 1x CPU, 1x CLA, FPU, TMU, 1024-KB flash, CLB, EMIF and 16-

TMS320F28384D — C2000™ 32-bit MCU with connectivity manager, 2x C28x+CLA CPU, 1.5-MB flash, FPU64, Ethernet

TMS320F28384D-Q1 — Automotive C2000™ 32-bit MCU w/ connectivity manager, 2x C28x+CLA CPU, 1.5MB flash, FPU64, Ethernet

TMS320F28384S — C2000™ 32-bit MCU with connectivity manager, 1x C28x+CLA CPU, 1.0-MB flash, FPU64, Ethernet

TMS320F28384S-Q1 — Automotive C2000™ 32-bit MCU w/ connectivity manager, 1x C28x+CLA CPU, 1MB flash, FPU64, Ethernet

TMS320F28386D — C2000™ 32-bit MCU with connectivity manager, 2x C28x+CLA CPU, 1.5-MB flash, FPU64, CLB, Ethernet

TMS320F28386D-Q1 — Automotive C2000™ 32-bit MCU w/ connectivity manager, 2x C28x+CLA CPU, 1.5MB flash, FPU64, CLB, Eth

TMS320F28386S — C2000™ 32-bit MCU with connectivity manager, 1x C28x+CLA CPU, 1.0-MB flash, FPU64, CLB, Ethernet

TMS320F28386S-Q1 — Automotive C2000™ 32-bit MCU w/ connectivity manager, 1x C28x+CLA CPU, 1MB flash, FPU64, CLB, Ethe

TMS320F28388D — C2000™ 32-bit MCU w/ connectivity manager, 2x C28x+CLA CPU, 1.5-MB flash, FPU64, CLB, ENET, EtherCAT

TMS320F28388S — C2000™ 32-bit MCU w/ connectivity manager, 1x C28x+CLA CPU, 1.0-MB flash, FPU64, CLB, ENET, EtherCAT

TMS320F28P550SG — C2000™ 32-bit MCU with 150MHz 512KB flash C28x + CLA, five ADCs, CLB, AES and NPU

TMS320F28P550SJ — C2000™ 32-bit MCU with 1x C28x + 1x CLA, 150MHz, 1.1MB flash, 5x ADCs, CLB, AES and NPU

TMS320F28P559SJ-Q1 — Automotive C2000™ 32-bit MCU, 1x C28x + 1x CLA, 150-MHz, 1.1-MB flash, 5x ADCs, CLB, AES and NNPU

TMS320F28P650DH — C2000 32-bit MCU, 600 MIPS, 2xC28x + 1xCLA CPU, FPU64, 768kB flash, 16-b ADC

TMS320F28P650DK — C2000™ 32-bit MCU, 2x C28x+CLA CPU, Lock Step, 1.28-MB flash, 16-b ADC, HRPWM, EtherCAT, CAN-FD, AES

TMS320F28P650SH — C2000 32-bit MCU, 400 MIPS, 1xC28x + 1xCLA CPU, FPU64, 768kB flash, 16-b ADC

TMS320F28P650SK — C2000 32-bit MCU, 400 MIPS, 1xC28x + 1xCLA CPU, FPU64, 1.28-MB flash, 16-b ADC, Ethercat

TMS320F28P659DH-Q1 — Automotive C2000 32-bit MCU, 600 MIPS, 2xC28x + 1xCLA + Lockstep, FPU64, 768kB flash, 16-b ADC

TMS320F28P659DK-Q1 — C2000™ 32-bit MCU, 2x C28x+CLA CPU, Lock Step, 1.28-MB flash, 16-b ADC, HRPWM, CAN-FD, AES

TMS320F28P659SH-Q1 — Automotive C2000 32-bit MCU, 400 MIPS, 1xC28x + 1xCLA , FPU64, 768kB flash, 16-b ADC

Hardware development

Development kit

LAUNCHXL-F280025C — F280025C LaunchPad™ development kit for C2000™ real-time MCU

LAUNCHXL-F280039C — TMS320F280039C LaunchPad™ development kit for C2000™ real-time MCU

LAUNCHXL-F28379D — F28379D LaunchPad™ development kit for C2000™ Delfino™ MCU

TIEVM-HV-1PH-DCAC — Single phase inverter development kit with voltage source and grid connected modes

Software

Software development kit (SDK)

C2000WARE — C2000Ware for C2000 MCUs

C2000WARE-MOTORCONTROL-SDK — MotorControl software development kit (SDK) for C2000™ MCUs

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Download options

C2000WARE-DIGITALPOWER-SDK — DigitalPower SDK for C2000 Real-time Controllers

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Latest version

Version: 5.04.00.00

Release date: 27 Jan 2025

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Release notes

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C2000Ware_DigitalPower_SDK_5_04_00_00_setup.exe — 504821 K

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