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Li R, Gong Y, Huang H, Zhou Y, Mao S, Wei Z, Zhang Z. Photonics for Neuromorphic Computing: Fundamentals, Devices, and Opportunities. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2024:e2312825. [PMID: 39011981 DOI: 10.1002/adma.202312825] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/28/2023] [Revised: 06/12/2024] [Indexed: 07/17/2024]
Abstract
In the dynamic landscape of Artificial Intelligence (AI), two notable phenomena are becoming predominant: the exponential growth of large AI model sizes and the explosion of massive amount of data. Meanwhile, scientific research such as quantum computing and protein synthesis increasingly demand higher computing capacities. As the Moore's Law approaches its terminus, there is an urgent need for alternative computing paradigms that satisfy this growing computing demand and break through the barrier of the von Neumann model. Neuromorphic computing, inspired by the mechanism and functionality of human brains, uses physical artificial neurons to do computations and is drawing widespread attention. This review studies the expansion of optoelectronic devices on photonic integration platforms that has led to significant growth in photonic computing, where photonic integrated circuits (PICs) have enabled ultrafast artificial neural networks (ANN) with sub-nanosecond latencies, low heat dissipation, and high parallelism. In particular, various technologies and devices employed in neuromorphic photonic AI accelerators, spanning from traditional optics to PCSEL lasers are examined. Lastly, it is recognized that existing neuromorphic technologies encounter obstacles in meeting the peta-level computing speed and energy efficiency threshold, and potential approaches in new devices, fabrication, materials, and integration to drive innovation are also explored. As the current challenges and barriers in cost, scalability, footprint, and computing capacity are resolved one-by-one, photonic neuromorphic systems are bound to co-exist with, if not replace, conventional electronic computers and transform the landscape of AI and scientific computing in the foreseeable future.
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Affiliation(s)
- Renjie Li
- School of Science and Engineering, Guangdong Key Laboratory of Optoelectronic Materials and Chips, Shenzhen Key Lab of Semiconductor Lasers, The Chinese University of Hong Kong, Shenzhen, Shenzhen, Guangdong, 518172, China
| | - Yuanhao Gong
- School of Science and Engineering, Guangdong Key Laboratory of Optoelectronic Materials and Chips, Shenzhen Key Lab of Semiconductor Lasers, The Chinese University of Hong Kong, Shenzhen, Shenzhen, Guangdong, 518172, China
| | - Hai Huang
- School of Science and Engineering, Guangdong Key Laboratory of Optoelectronic Materials and Chips, Shenzhen Key Lab of Semiconductor Lasers, The Chinese University of Hong Kong, Shenzhen, Shenzhen, Guangdong, 518172, China
| | - Yuze Zhou
- School of Science and Engineering, Guangdong Key Laboratory of Optoelectronic Materials and Chips, Shenzhen Key Lab of Semiconductor Lasers, The Chinese University of Hong Kong, Shenzhen, Shenzhen, Guangdong, 518172, China
| | - Sixuan Mao
- School of Science and Engineering, Guangdong Key Laboratory of Optoelectronic Materials and Chips, Shenzhen Key Lab of Semiconductor Lasers, The Chinese University of Hong Kong, Shenzhen, Shenzhen, Guangdong, 518172, China
| | - Zhijian Wei
- SONT Technologies Co. LTD, Shenzhen, Guangdong, 510245, China
| | - Zhaoyu Zhang
- School of Science and Engineering, Guangdong Key Laboratory of Optoelectronic Materials and Chips, Shenzhen Key Lab of Semiconductor Lasers, The Chinese University of Hong Kong, Shenzhen, Shenzhen, Guangdong, 518172, China
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Barbiero A, Huwer J, Skiba-Szymanska J, Müller T, Stevenson RM, Shields AJ. Design study for an efficient semiconductor quantum light source operating in the telecom C-band based on an electrically-driven circular Bragg grating. OPTICS EXPRESS 2022; 30:10919-10928. [PMID: 35473046 DOI: 10.1364/oe.452328] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/27/2021] [Accepted: 02/28/2022] [Indexed: 06/14/2023]
Abstract
The development of efficient sources of single photons and entangled photon pairs emitting in the low-loss wavelength region around 1550 nm is crucial for long-distance quantum communication. Moreover, direct fiber coupling and electrical carrier injection are highly desirable for deployment in compact and user-friendly systems integrated with the existing fiber infrastructure. Here we present a detailed design study of circular Bragg gratings fabricated in InP slabs and operating in the telecom C-band. These devices enable the simultaneous enhancement of the X and XX spectral lines, with collection efficiency in numerical aperture 0.65 close to 90% for the wavelength range 1520 - 1580 nm and Purcell factor up to 15. We also investigate the coupling into a single mode fiber, which exceeds 70% in UHNA4. Finally, we propose a modified device design directly compatible with electrical carrier injection, reporting Purcell factors up to 20 and collection efficiency in numerical aperture 0.65 close to 70% for the whole telecom C-band.
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Rodt S, Reitzenstein S. High-performance deterministic in situ electron-beam lithography enabled by cathodoluminescence spectroscopy. NANO EXPRESS 2021. [DOI: 10.1088/2632-959x/abed3c] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
Abstract
The application of solid-state quantum emitters in real-world quantum information technologies requires precise nanofabrication platforms with high process yield. Self-assembled semiconductor quantum dots with excellent emission properties have proven to be among the best candidates to meet the needs of a number of novel quantum photonic devices. However, their spatial and spectral positions vary statistically on a scale that is far too large for their system integration via fixed lithography and inflexible processing schemes. We solve this severe problem by introducing a flexible and deterministic manufacturing scheme based on precise and convenient cathodoluminescence spectroscopy followed by high-resolution electron-beam lithography. The basics and application examples of this advanced in situ electron-beam lithography are described in this article. Although we focus here on quantum dots as photon emitters, this nanotechnology concept is very well suited for the fabrication of a variety of quantum nanophotonic devices based on quantum emitters that exhibit suitably strong cathodoluminescence signals.
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Uniaxial stress flips the natural quantization axis of a quantum dot for integrated quantum photonics. Nat Commun 2018; 9:3058. [PMID: 30076301 PMCID: PMC6076237 DOI: 10.1038/s41467-018-05499-5] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2018] [Accepted: 07/09/2018] [Indexed: 11/09/2022] Open
Abstract
The optical selection rules in epitaxial quantum dots are strongly influenced by the orientation of their natural quantization axis, which is usually parallel to the growth direction. This configuration is well suited for vertically emitting devices, but not for planar photonic circuits because of the poorly controlled orientation of the transition dipoles in the growth plane. Here we show that the quantization axis of gallium arsenide dots can be flipped into the growth plane via moderate in-plane uniaxial stress. By using piezoelectric strain-actuators featuring strain amplification, we study the evolution of the selection rules and excitonic fine structure in a regime, in which quantum confinement can be regarded as a perturbation compared to strain in determining the symmetry-properties of the system. The experimental and computational results suggest that uniaxial stress may be the right tool to obtain quantum-light sources with ideally oriented transition dipoles and enhanced oscillator strengths for integrated quantum photonics.
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A bright triggered twin-photon source in the solid state. Nat Commun 2017; 8:14870. [PMID: 28367950 PMCID: PMC5382261 DOI: 10.1038/ncomms14870] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2016] [Accepted: 02/06/2017] [Indexed: 11/08/2022] Open
Abstract
A non-classical light source emitting pairs of identical photons represents a versatile resource of interdisciplinary importance with applications in quantum optics and quantum biology. To date, photon twins have mostly been generated using parametric downconversion sources, relying on Poissonian number distributions, or atoms, exhibiting low emission rates. Here we propose and experimentally demonstrate the efficient, triggered generation of photon twins using the energy-degenerate biexciton-exciton radiative cascade of a single semiconductor quantum dot. Deterministically integrated within a microlens, this nanostructure emits highly correlated photon pairs, degenerate in energy and polarization, at a rate of up to (234±4) kHz. Furthermore, we verify a significant degree of photon indistinguishability and directly observe twin-photon emission by employing photon-number-resolving detectors, which enables the reconstruction of the emitted photon number distribution. Our work represents an important step towards the realization of efficient sources of twin-photon states on a fully scalable technology platform.
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Jakubczyk T, Delmonte V, Fischbach S, Wigger D, Reiter DE, Mermillod Q, Schnauber P, Kaganskiy A, Schulze JH, Strittmatter A, Rodt S, Langbein W, Kuhn T, Reitzenstein S, Kasprzak J. Impact of Phonons on Dephasing of Individual Excitons in Deterministic Quantum Dot Microlenses. ACS PHOTONICS 2016; 3:2461-2466. [PMID: 28713845 PMCID: PMC5503178 DOI: 10.1021/acsphotonics.6b00707] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/20/2016] [Indexed: 05/15/2023]
Abstract
Optimized light-matter coupling in semiconductor nanostructures is a key to understand their optical properties and can be enabled by advanced fabrication techniques. Using in situ electron beam lithography combined with a low-temperature cathodoluminescence imaging, we deterministically fabricate microlenses above selected InAs quantum dots (QDs), achieving their efficient coupling to the external light field. This enables performing four-wave mixing microspectroscopy of single QD excitons, revealing the exciton population and coherence dynamics. We infer the temperature dependence of the dephasing in order to address the impact of phonons on the decoherence of confined excitons. The loss of the coherence over the first picoseconds is associated with the emission of a phonon wave packet, also governing the phonon background in photoluminescence (PL) spectra. Using theory based on the independent boson model, we consistently explain the initial coherence decay, the zero-phonon line fraction, and the line shape of the phonon-assisted PL using realistic quantum dot geometries.
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Affiliation(s)
- Tomasz Jakubczyk
- Univ.
Grenoble Alpes, F-38000 Grenoble, France
- “Nanophysique
et Semiconducteurs” Group, CNRS,
Institut Néel, F-38000 Grenoble, France
- E-mail:
| | - Valentin Delmonte
- Univ.
Grenoble Alpes, F-38000 Grenoble, France
- “Nanophysique
et Semiconducteurs” Group, CNRS,
Institut Néel, F-38000 Grenoble, France
| | - Sarah Fischbach
- Institut
für Festkörperphysik, Technische
Universität Berlin, Hardenbergstraße 36, D-10623 Berlin, Germany
| | - Daniel Wigger
- Institut
für Festkörpertheorie, Universität
Münster, 48149 Münster, Germany
- E-mail:
| | - Doris E. Reiter
- Institut
für Festkörpertheorie, Universität
Münster, 48149 Münster, Germany
| | - Quentin Mermillod
- Univ.
Grenoble Alpes, F-38000 Grenoble, France
- “Nanophysique
et Semiconducteurs” Group, CNRS,
Institut Néel, F-38000 Grenoble, France
| | - Peter Schnauber
- Institut
für Festkörperphysik, Technische
Universität Berlin, Hardenbergstraße 36, D-10623 Berlin, Germany
| | - Arsenty Kaganskiy
- Institut
für Festkörperphysik, Technische
Universität Berlin, Hardenbergstraße 36, D-10623 Berlin, Germany
| | - Jan-Hindrik Schulze
- Institut
für Festkörperphysik, Technische
Universität Berlin, Hardenbergstraße 36, D-10623 Berlin, Germany
| | - André Strittmatter
- Institut
für Festkörperphysik, Technische
Universität Berlin, Hardenbergstraße 36, D-10623 Berlin, Germany
| | - Sven Rodt
- Institut
für Festkörperphysik, Technische
Universität Berlin, Hardenbergstraße 36, D-10623 Berlin, Germany
| | - Wolfgang Langbein
- Cardiff
University School of Physics and Astronomy, The Parade, Cardiff CF24 3AA, United
Kingdom
| | - Tilmann Kuhn
- Institut
für Festkörpertheorie, Universität
Münster, 48149 Münster, Germany
| | - Stephan Reitzenstein
- Institut
für Festkörperphysik, Technische
Universität Berlin, Hardenbergstraße 36, D-10623 Berlin, Germany
- E-mail:
| | - Jacek Kasprzak
- Univ.
Grenoble Alpes, F-38000 Grenoble, France
- “Nanophysique
et Semiconducteurs” Group, CNRS,
Institut Néel, F-38000 Grenoble, France
- E-mail:
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