Artificial Intelligence and Advanced Materials DOI Creative Commons
Cefe López

Advanced Materials, Journal Year: 2022, Volume and Issue: 35(23)

Published: Dec. 23, 2022

Abstract Artificial intelligence (AI) is gaining strength, and materials science can both contribute to profit from it. In a simultaneous progress race, new materials, systems, processes be devised optimized thanks machine learning (ML) techniques, such turned into innovative computing platforms. Future scientists will understanding how ML boost the conception of advanced materials. This review covers aspects computation fundamentals directions taken repercussions produced by account for origins, procedures, applications AI. its methods are reviewed provide basic knowledge implementation potential. The systems used implement AI with electric charges finding serious competition other information‐carrying processing agents. impact these techniques have on inception so deep that paradigm developing where implicit being mined conceive functions instead found How far this trend carried hard fathom, as exemplified power discover unheard or physical laws buried in data.

Language: Английский

Electrically reconfigurable non-volatile metasurface using low-loss optical phase-change material DOI
Yifei Zhang,

Clayton Fowler,

Junhao Liang

et al.

Nature Nanotechnology, Journal Year: 2021, Volume and Issue: 16(6), P. 661 - 666

Published: April 19, 2021

Language: Английский

Citations

447

Tunable nanophotonics enabled by chalcogenide phase-change materials DOI Creative Commons
Sajjad Abdollahramezani, Omid Hemmatyar, Hossein Taghinejad

et al.

Nanophotonics, Journal Year: 2020, Volume and Issue: 9(5), P. 1189 - 1241

Published: May 1, 2020

Nanophotonics has garnered intensive attention due to its unique capabilities in molding the flow of light subwavelength regime. Metasurfaces (MSs) and photonic integrated circuits (PICs) enable realization mass-producible, cost-effective, highly efficient flat optical components for imaging, sensing, communications. In order nanophotonics with multi-purpose functionalities, chalcogenide phase-change materials (PCMs) have been introduced as a promising platform tunable reconfigurable nanophotonic frameworks. Integration non-volatile PCMs properties such drastic contrasts, fast switching speeds, long-term stability grants substantial reconfiguration more conventional static platforms. this review, we discuss state-of-the-art developments well emerging trends MSs PICs using PCMs. We outline material properties, structural transformation, electro-optic, thermo-optic effects well-established classes The deep learning-based approaches optimization analysis light-matter interactions are also discussed. review is concluded by discussing existing challenges adjustable perspective on possible area.

Language: Английский

Citations

369

Reconfigurable all-dielectric metalens with diffraction-limited performance DOI Creative Commons
Mikhail Y. Shalaginov, Sensong An, Yifei Zhang

et al.

Nature Communications, Journal Year: 2021, Volume and Issue: 12(1)

Published: Feb. 22, 2021

Active metasurfaces, whose optical properties can be modulated post-fabrication, have emerged as an intensively explored field in recent years. The efforts to date, however, still face major performance limitations tuning range, quality, and efficiency especially for non mechanical actuation mechanisms. In this paper, we introduce active metasurface platform combining phase covering the full 2$\pi$ range diffraction-limited using all-dielectric, low-loss architecture based on change materials (O-PCMs). We present a generic design principle enabling switching of metasurfaces between two arbitrary profiles propose new figure-of-merit (FOM) tailored meta-optics. implement approach realize high-performance varifocal metalens operating at 5.2 $\mu$m wavelength. is constructed Ge2Sb2Se4Te1 (GSST), O-PCM with large refractive index contrast ($\Delta$ n > 1) unique broadband characteristics both amorphous crystalline states. reconfigurable features focusing efficiencies above 20% states linearly polarized light record ratio 29.5 dB. further validated aberration-free imaging states, which represents first experimental demonstration non-mechanical performance.

Language: Английский

Citations

306

Programmable phase-change metasurfaces on waveguides for multimode photonic convolutional neural network DOI Creative Commons
Changming Wu, Heshan Yu,

Seokhyeong Lee

et al.

Nature Communications, Journal Year: 2021, Volume and Issue: 12(1)

Published: Jan. 4, 2021

Neuromorphic photonics has recently emerged as a promising hardware accelerator, with significant potential speed and energy advantages over digital electronics, for machine learning algorithms such neural networks of various types. Integrated photonic are particularly powerful in performing analog computing matrix-vector multiplication (MVM) they afford unparalleled bandwidth density data transmission. Incorporating nonvolatile phase-change materials integrated devices enables indispensable programming in-memory capabilities on-chip optical computing. Here, we demonstrate multimode core consisting an array programable mode converters based on metasurface made materials. The programmable utilize the refractive index change material Ge-Sb-Te during phase transition to control waveguide spatial modes very high precision up 64 levels modal contrast. This contrast is used represent matrix elements, 6-bit resolution both positive negative values, perform MVM computation network algorithms. We convolutional that can image processing classification tasks accuracy. With broad operation compact device footprint, demonstrated toward large-scale processor high-throughput networks.

Language: Английский

Citations

300

Electrical tuning of phase-change antennas and metasurfaces DOI
Yifei Wang,

Patrick Landreman,

David T. Schoen

et al.

Nature Nanotechnology, Journal Year: 2021, Volume and Issue: 16(6), P. 667 - 672

Published: April 19, 2021

Language: Английский

Citations

266

Electrically driven reprogrammable phase-change metasurface reaching 80% efficiency DOI Creative Commons
Sajjad Abdollahramezani, Omid Hemmatyar, Mohammad Taghinejad

et al.

Nature Communications, Journal Year: 2022, Volume and Issue: 13(1)

Published: March 30, 2022

Phase-change materials (PCMs) offer a compelling platform for active metaoptics, owing to their large index contrast and fast yet stable phase transition attributes. Despite recent advances in phase-change metasurfaces, fully integrable solution that combines pronounced tuning measures, i.e., efficiency, dynamic range, speed, power consumption, is still elusive. Here, we demonstrate an situ electrically driven tunable metasurface by harnessing the full potential of PCM alloy, Ge2Sb2Te5 (GST), realize non-volatile, reversible, multilevel, fast, remarkable optical modulation near-infrared spectral range. Such reprogrammable presents record eleven-fold change reflectance (absolute reaching 80%), unprecedented quasi-continuous over 250 nm, switching speed can potentially reach few kHz. Our scalable heterostructure architecture capitalizes on integration robust resistive microheater decoupled from optically smart enabling good modal overlap with ultrathin layer largest sustain high scattering efficiency even after several reversible transitions. We further experimentally reconfigurable gradient capable steering incident light beam into different diffraction orders. This work represents critical advance towards development metasurfaces beamforming applications.

Language: Английский

Citations

225

Ultra-low-energy programmable non-volatile silicon photonics based on phase-change materials with graphene heaters DOI
Zhuoran Fang, Rui Chen, Jiajiu Zheng

et al.

Nature Nanotechnology, Journal Year: 2022, Volume and Issue: 17(8), P. 842 - 848

Published: July 4, 2022

Language: Английский

Citations

161

Ultra-compact nonvolatile phase shifter based on electrically reprogrammable transparent phase change materials DOI Creative Commons
Carlos Rı́os,

Qingyang Du,

Yifei Zhang

et al.

PhotoniX, Journal Year: 2022, Volume and Issue: 3(1)

Published: Oct. 26, 2022

Abstract Optical phase shifters constitute the fundamental building blocks that enable programmable photonic integrated circuits (PICs)—the cornerstone of on-chip classical and quantum optical technologies [1, 2]. Thus far, carrier modulation thermo-optical effect are chosen phenomena for ultrafast low-loss shifters, respectively; however, state information they carry lost once power is turned off—they volatile. The volatility not only compromises energy efficiency due to their demand constant supply, but also precludes them from emerging applications such as in-memory computing. To circumvent this limitation, we introduce a shifting mechanism exploits nonvolatile refractive index upon structural transition Sb 2 Se 3 , bi-state transparent change material (PCM). A zero-static electrically-driven shifter realized on CMOS-backend silicon-on-insulator platform, featuring record up 0.09 π/µm low insertion loss 0.3 dB/π, which can be further improved streamlined design. Furthermore, demonstrate extinction ratio trimming ring resonators pioneer one-step partial amorphization scheme enhance speed PCM devices. diverse cohort devices demonstrated based ultra-compact shifter.

Language: Английский

Citations

154

Non‐Volatile Reconfigurable Integrated Photonics Enabled by Broadband Low‐Loss Phase Change Material DOI
Zhuoran Fang, Jiajiu Zheng, Abhi Saxena

et al.

Advanced Optical Materials, Journal Year: 2021, Volume and Issue: 9(9)

Published: March 4, 2021

Abstract Phase change materials (PCMs) have long been used as a storage medium in rewritable compact disk and later random access memory. In recent years, integration of PCMs with nanophotonic structures has introduced new paradigm for non‐volatile reconfigurable optics. However, the high loss archetypal PCM Ge 2 Sb Te 5 both visible telecommunication wavelengths fundamentally limited its applications. S 3 recently emerged wide‐bandgap transparency windows ranging from 610 nm to near‐IR. this paper, strong optical phase modulation low are experimentally demonstrated first time integrated photonic platforms at 750 1550 nm. As opposed silicon, thermo‐optic coefficient is shown be negative, making –Si hybrid platform less sensitive thermal fluctuation. Finally, microring switch which can tuned electrically between transmission state contrast over 30 dB. This work verifies prominent modification wavelength ranges relevant solid‐state quantum emitter telecommunication, enabling potential applications such field programmable gate array, post‐fabrication trimming, large‐scale network.

Language: Английский

Citations

143

Silicon photonics for high-capacity data communications DOI
Yaocheng Shi, Yong Zhang, Yating Wan

et al.

Photonics Research, Journal Year: 2022, Volume and Issue: 10(9), P. A106 - A106

Published: June 3, 2022

In recent years, optical modulators, photodetectors, (de)multiplexers, and heterogeneously integrated lasers based on silicon platforms have been verified. The performance of some devices even surpasses the traditional III-V photonic circuit (PIC) platforms, laying foundation for large-scale integration. Silicon technology can overcome limitations transceiver in high-speed transmission networks to support faster interconnection between data centers. this article, we will review progress PICs. first part gives an overview achievements second introduces building blocks, including low-loss waveguides, passive devices, lasers, so on. third part, high-capacity transceivers is discussed. fourth give a chip.

Language: Английский

Citations

136