WGAN based Inverse Design of Active Dual Band FSS with Switchable Transmission

Rui Xi; Xinke Kuang; Huanran Qiu; Shiyun Ma; Xiaokui Kang; Yuanyuan Wang; Ying Li; Long Li

Paper details

Research paper

Other ComputationalExperimental Characterization

WGAN based Inverse Design of Active Dual Band FSS with Switchable Transmission

Rui Xi, Xinke Kuang, Huanran Qiu, Shiyun Ma et al.

2026·arXiv:2605.03335

Samples

Each sample groups how it was prepared, characterized, and measured. Click a card to expand.

Active dual-band transmissive FSS unit-cell structure used for dataset generation, WGAN inverse design, predictor training, and full-wave simulation validation.

4 properties

SimulatedF₄B substrateSubstrate / DielectricMADP-000907-14020P PIN diodeDevice Component

Materials

F₄B substrate

Substrate / Dielectric

Also known as

F₄B

Variables

thickness_mm= 1

dielectric_constant= 3.5

substrate or dielectric

MADP-000907-14020P PIN diode

Device Component

WGAN based Inverse Design of Active Dual Band FSS with Switchable Transmission | Matter42 Literature

Properties

Type	Label	Value	Material	Sample	Source
Model Training Accuracy	WGAN training accuracy	95.59%	F₄B substrate MADP-000907-14020P PIN diode	Active dual-band transmissive FSS unit-cell structure used f	—
Model Validation Accuracy	WGAN validation accuracy	90.84%	F₄B substrate MADP-000907-14020P PIN diode	Active dual-band transmissive FSS unit-cell structure used f	—
Model Training Accuracy	predictor training accuracy	98.5%	F₄B substrate MADP-000907-14020P PIN diode	Active dual-band transmissive FSS unit-cell structure used f	—
Model Validation Accuracy	predictor validation accuracy	94.1%	F₄B substrate MADP-000907-14020P PIN diode	Active dual-band transmissive FSS unit-cell structure used f	—

Properties

Type	Label	Value	Material	Sample	Source
Model Training Accuracy	WGAN training accuracy	95.59%	F₄B substrate MADP-000907-14020P PIN diode	Active dual-band transmissive FSS unit-cell structure used f	—
Model Validation Accuracy	WGAN validation accuracy	90.84%	F₄B substrate MADP-000907-14020P PIN diode	Active dual-band transmissive FSS unit-cell structure used f	—
Model Training Accuracy	predictor training accuracy	98.5%	F₄B substrate MADP-000907-14020P PIN diode	Active dual-band transmissive FSS unit-cell structure used f	—
Model Validation Accuracy	predictor validation accuracy	94.1%	F₄B substrate MADP-000907-14020P PIN diode	Active dual-band transmissive FSS unit-cell structure used f	—

Properties

Type	Label	Value	Material	Sample	Source
Model Training Accuracy	WGAN training accuracy	95.59%	F₄B substrate MADP-000907-14020P PIN diode	Active dual-band transmissive FSS unit-cell structure used f	—
Model Validation Accuracy	WGAN validation accuracy	90.84%	F₄B substrate MADP-000907-14020P PIN diode	Active dual-band transmissive FSS unit-cell structure used f	—
Model Training Accuracy	predictor training accuracy	98.5%	F₄B substrate MADP-000907-14020P PIN diode	Active dual-band transmissive FSS unit-cell structure used f	—
Model Validation Accuracy	predictor validation accuracy	94.1%	F₄B substrate MADP-000907-14020P PIN diode	Active dual-band transmissive FSS unit-cell structure used f	—

Properties

Type	Label	Value	Material	Sample	Source
Model Training Accuracy	WGAN training accuracy	95.59%	F₄B substrate MADP-000907-14020P PIN diode	Active dual-band transmissive FSS unit-cell structure used f	—
Model Validation Accuracy	WGAN validation accuracy	90.84%	F₄B substrate MADP-000907-14020P PIN diode	Active dual-band transmissive FSS unit-cell structure used f	—
Model Training Accuracy	predictor training accuracy	98.5%	F₄B substrate MADP-000907-14020P PIN diode	Active dual-band transmissive FSS unit-cell structure used f	—
Model Validation Accuracy	predictor validation accuracy	94.1%	F₄B substrate MADP-000907-14020P PIN diode	Active dual-band transmissive FSS unit-cell structure used f	—

WGAN based Inverse Design of Active Dual Band FSS with Switchable Transmission

Samples

Active dual-band transmissive FSS unit-cell structure used for dataset generation, WGAN inverse design, predictor training, and full-wave simulation validation.

Materials

WGAN based Inverse Design of Active Dual Band FSS with Switchable Transmission

Samples

Active dual-band transmissive FSS unit-cell structure used for dataset generation, WGAN inverse design, predictor training, and full-wave simulation validation.

Materials

WGAN based Inverse Design of Active Dual Band FSS with Switchable Transmission

Samples

Active dual-band transmissive FSS unit-cell structure used for dataset generation, WGAN inverse design, predictor training, and full-wave simulation validation.

Materials

WGAN based Inverse Design of Active Dual Band FSS with Switchable Transmission

Samples

Active dual-band transmissive FSS unit-cell structure used for dataset generation, WGAN inverse design, predictor training, and full-wave simulation validation.

Materials

WGAN based Inverse Design of Active Dual Band FSS with Switchable Transmission

Samples

Active dual-band transmissive FSS unit-cell structure used for dataset generation, WGAN inverse design, predictor training, and full-wave simulation validation.

Materials

WGAN based Inverse Design of Active Dual Band FSS with Switchable Transmission

Samples

Active dual-band transmissive FSS unit-cell structure used for dataset generation, WGAN inverse design, predictor training, and full-wave simulation validation.

Materials

WGAN based Inverse Design of Active Dual Band FSS with Switchable Transmission

Samples

Active dual-band transmissive FSS unit-cell structure used for dataset generation, WGAN inverse design, predictor training, and full-wave simulation validation.

Materials

WGAN based Inverse Design of Active Dual Band FSS with Switchable Transmission

Samples

Active dual-band transmissive FSS unit-cell structure used for dataset generation, WGAN inverse design, predictor training, and full-wave simulation validation.

Materials

Properties

Simulations

Properties

Simulations

Properties

Simulations

Properties

Simulations