19 results on '"Bunandar Darius"'
Search Results
2. Large-scale quantum photonic circuits in silicon
- Author
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Harris Nicholas C., Bunandar Darius, Pant Mihir, Steinbrecher Greg R., Mower Jacob, Prabhu Mihika, Baehr-Jones Tom, Hochberg Michael, and Englund Dirk
- Subjects
quantum ,optics ,photonics ,silicon ,linear optics ,Physics ,QC1-999 - Abstract
Quantum information science offers inherently more powerful methods for communication, computation, and precision measurement that take advantage of quantum superposition and entanglement. In recent years, theoretical and experimental advances in quantum computing and simulation with photons have spurred great interest in developing large photonic entangled states that challenge today’s classical computers. As experiments have increased in complexity, there has been an increasing need to transition bulk optics experiments to integrated photonics platforms to control more spatial modes with higher fidelity and phase stability. The silicon-on-insulator (SOI) nanophotonics platform offers new possibilities for quantum optics, including the integration of bright, nonclassical light sources, based on the large third-order nonlinearity (χ(3)) of silicon, alongside quantum state manipulation circuits with thousands of optical elements, all on a single phase-stable chip. How large do these photonic systems need to be? Recent theoretical work on Boson Sampling suggests that even the problem of sampling from e30 identical photons, having passed through an interferometer of hundreds of modes, becomes challenging for classical computers. While experiments of this size are still challenging, the SOI platform has the required component density to enable low-loss and programmable interferometers for manipulating hundreds of spatial modes. more...
- Published
- 2016
- Full Text
- View/download PDF
Catalog
3. A blueprint for precise and fault-tolerant analog neural networks
- Author
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Demirkiran, Cansu, Nair, Lakshmi, Bunandar, Darius, and Joshi, Ajay
- Published
- 2024
- Full Text
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4. Variational quantum unsampling on a quantum photonic processor
- Author
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Carolan, Jacques, Mohseni, Masoud, Olson, Jonathan P., Prabhu, Mihika, Chen, Changchen, Bunandar, Darius, Niu, Murphy Yuezhen, Harris, Nicholas C., Wong, Franco N. C., Hochberg, Michael, Lloyd, Seth, and Englund, Dirk more...
- Published
- 2020
- Full Text
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5. Numerical finite-key analysis of quantum key distribution
- Author
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Bunandar, Darius, Govia, Luke C. G., Krovi, Hari, and Englund, Dirk
- Published
- 2020
- Full Text
- View/download PDF
6. An Electro-Photonic System for Accelerating Deep Neural Networks.
- Author
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DEMIRKIRAN, CANSU, ERIS, FURKAN, GONGYU WANG, ELMHURST, JONATHAN, MOORE, NICK, HARRIS, NICHOLAS C., BASUMALLIK, AYON, REDDI, VIJAY JANAPA, JOSHI, AJAY, and BUNANDAR, DARIUS
- Abstract
The number of parameters in deep neural networks (DNNs) is scaling at about 5× the rate of Moore's Law. To sustain this growth, photonic computing is a promising avenue, as it enables higher throughput in dominant general matrix-matrix multiplication (GEMM) operations in DNNs than their electrical counterpart. However, purely photonic systems face several challenges including lack of photonic memory and accumulation of noise. In this article, we present an electro-photonic accelerator, ADEPT, which leverages a photonic computing unit for performing GEMM operations, a vectorized digital electronic application-specific integrated circuits for performing non-GEMM operations, and SRAM arrays for storing DNN parameters and activations. In contrast to prior works in photonic DNN accelerators, we adopt a system-level perspective and show that the gains while large are tempered relative to prior expectations. Our goal is to encourage architects to explore photonic technology in a more pragmatic way considering the system as a whole to understand its general applicability in accelerating today's DNNs. Our evaluation shows that ADEPT can provide, on average, 5.73× higher throughput per watt compared to the traditional systolic arrays in a full-system, and at least 6.8× and 2.5× better throughput per watt, compared to state-of-the-art electronic and photonic accelerators, respectively. [ABSTRACT FROM AUTHOR] more...
- Published
- 2023
- Full Text
- View/download PDF
7. Author Correction: Variational quantum unsampling on a quantum photonic processor
- Author
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Carolan, Jacques, Mohseni, Masoud, Olson, Jonathan P., Prabhu, Mihika, Chen, Changchen, Bunandar, Darius, Niu, Murphy Yuezhen, Harris, Nicholas C., Wong, Franco N. C., Hochberg, Michael, Lloyd, Seth, and Englund, Dirk more...
- Published
- 2020
- Full Text
- View/download PDF
8. Adaptive Block Floating-Point for Analog Deep Learning Hardware
- Author
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Basumallik, Ayon, Bunandar, Darius, Dronen, Nicholas, Harris, Nicholas, Levkova, Ludmila, McCarter, Calvin, Nair, Lakshmi, Walter, David, and Widemann, David
- Subjects
FOS: Computer and information sciences ,Computer Science - Machine Learning ,Hardware Architecture (cs.AR) ,Computer Science - Hardware Architecture ,Machine Learning (cs.LG) - Abstract
Analog mixed-signal (AMS) devices promise faster, more energy-efficient deep neural network (DNN) inference than their digital counterparts. However, recent studies show that DNNs on AMS devices with fixed-point numbers can incur an accuracy penalty because of precision loss. To mitigate this penalty, we present a novel AMS-compatible adaptive block floating-point (ABFP) number representation. We also introduce amplification (or gain) as a method for increasing the accuracy of the number representation without increasing the bit precision of the output. We evaluate the effectiveness of ABFP on the DNNs in the MLPerf datacenter inference benchmark -- realizing less than $1\%$ loss in accuracy compared to FLOAT32. We also propose a novel method of finetuning for AMS devices, Differential Noise Finetuning (DNF), which samples device noise to speed up finetuning compared to conventional Quantization-Aware Training., 13 pages including Appendix, 7 figures, under submission at IEEE Transactions on Neural Networks and Learning Systems (TNNLS) more...
- Published
- 2022
9. Delocalized photonic deep learning on the internet’s edge.
- Author
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Sludds, Alexander, Bandyopadhyay, Saumil, Zaijun Chen, Zhizhen Zhong, Cochrane, Jared, Bernstein, Liane, Bunandar, Darius, Dixon, P. Ben, Hamilton, Scott A., Streshinsky, Matthew, Novack, Ari, Baehr-Jones, Tom, Hochberg, Michael, Ghobadi, Manya, Hamerly, Ryan, and Englund, Dirk more...
- Published
- 2022
- Full Text
- View/download PDF
10. Quantum transport simulations in a programmable nanophotonic processor.
- Author
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Harris, Nicholas C., Steinbrecher, Gregory R., Prabhu, Mihika, Lahini, Yoav, Mower, Jacob, Bunandar, Darius, Chen, Changchen, Wong, Franco N. C., Baehr-Jones, Tom, Hochberg, Michael, Lloyd, Seth, and Englund, Dirk more...
- Abstract
Environmental noise and disorder play critical roles in quantum particle and wave transport in complex media, including solid-state and biological systems. While separately both effects are known to reduce transport, recent work predicts that in a limited region of parameter space, noise-induced dephasing can counteract localization effects, leading to enhanced quantum transport. Photonic integrated circuits are promising platforms for studying such effects, with a central goal of developing large systems providing low-loss, high-fidelity control over all parameters of the transport problem. Here, we fully map the role of disorder in quantum transport using a nanophotonic processor: a mesh of 88 generalized beamsplitters programmable on microsecond timescales. Over 64,400 experiments we observe distinct transport regimes, including environment-assisted quantum transport and the 'quantum Goldilocks' regime in statically disordered discrete-time systems. Low-loss and high-fidelity programmable transformations make this nanophotonic processor a promising platform for many-boson quantum simulation experiments. [ABSTRACT FROM AUTHOR] more...
- Published
- 2017
- Full Text
- View/download PDF
11. Practical high-dimensional quantum key distribution with decoy states.
- Author
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Bunandar, Darius, Zheshen Zhang, Shapiro, Jeffrey H., and Englund, Dirk R.
- Subjects
- *
QUANTUM cryptography , *QUANTUM states , *PHOTON detectors , *QUANTUM communication , *QUANTUM information science - Abstract
High-dimensional quantum key distribution (HD-QKD) allows two parties to generate multiple secure bits of information per detected photon. In this work, we show that decoy-state protocols can be practically implemented for HD-QKD using only one or two decoy states. HD-QKD with two decoy states, under realistic experimental constraints, can generate multiple secure bits per coincidence at distances over 200 km and at rates similar to those achieved by a protocol with infinite decoy states. Furthermore, HD-QKD with only one decoy state is practical at short distances, where it is almost as secure as a protocol with two decoy states. HD-QKD with only one or two decoy states can therefore be implemented to optimize the rate of secure quantum communications. [ABSTRACT FROM AUTHOR] more...
- Published
- 2015
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12. Measuring emission coordinates in a pulsar-based relativistic positioning system.
- Author
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Bunandar, Darius, Caveny, Scott A., and Matzner, Richard A.
- Subjects
- *
DEEP space , *PULSARS , *RADIATION sources , *GENERALIZED spaces , *SIMULATION methods & models - Abstract
A relativistic deep space positioning system has been proposed using four or more pulsars with stable repetition rates. (Each pulsar emits pulses at a fixed repetition period in its rest frame.) The positioning system uses the fact that an event in spacetime can be fully described by emission coordinates: the proper emission time of each pulse measured at the event. The proper emission time of each pulse from four different pulsars--interpolated as necessary--provides the four spacetime coordinates of the reception event in the emission coordinate system. If more than four pulsars are available, the redundancy can improve the accuracy of the determination and/or resolve degeneracies resulting from special geometrical arrangements of the sources and the event. We introduce a robust numerical approach to measure the emission coordinates of an event in any arbitrary spacetime geometry. Our approach uses a continuous solution of the eikonal equation describing the backward null cone from the event. The pulsar proper time at the instant the null cone intersects the pulsar world line is one of the four required coordinates. The process is complete (modulo degeneracies) when four pulsar world lines have been crossed by the light cone. The numerical method is applied in two different examples: measuring emission coordinates of an event in Minkowski spacetime, using pulses from four pulsars stationary in the spacetime; and measuring emission coordinates of an event in Schwarzschild spacetime, using pulses from four pulsars freely falling toward a static black hole. These numerical simulations are merely exploratory, but with improved resolution and computational resources the method can be applied to more pertinent problems. For instance one could measure the emission coordinates, and therefore the trajectory, of the Earth. [ABSTRACT FROM AUTHOR] more...
- Published
- 2011
- Full Text
- View/download PDF
13. Tunable-coupling resonator arrays for chip-based quantum enigma machines.
- Author
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Notaros, Jelena, Mower, Jacob, Heuck, Mikkel, Harris, Nicholas C., Steinbrecher, Gregory R., Bunandar, Darius, Lupo, Cosmo, Baehr-Jones, Tom, Hochberg, Michael, Lloyd, Seth, and Englund, Dirk
- Published
- 2016
14. High-rate large-alphabet quantum key distribution over deployed telecom fiber.
- Author
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Lee, Catherine, Bunandar, Darius, Zhang, Zheshen, Steinbrecher, Gregory R., Ben Dixon, P., Wong, Franco N. C., Shapiro, Jeffrey H., Hamilton, Scott A., and Englund, Dirk
- Published
- 2016
15. Large-scale quantum photonic circuits in silicon
- Author
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Mihir Pant, Darius Bunandar, Nicholas C. Harris, Tom Baehr-Jones, Greg Steinbrecher, Dirk Englund, Mihika Prabhu, Michael Hochberg, Jacob Mower, Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology. Department of Physics, Harris, Nicholas, Bunandar, Darius, Pant, Mihir, Steinbrecher, Gregory R., Mower, Jacob, Prabhu, Mihika, and Englund, Dirk R. more...
- Subjects
Scale (ratio) ,Silicon ,Hybrid silicon laser ,QC1-999 ,photonics ,chemistry.chemical_element ,Physics::Optics ,02 engineering and technology ,01 natural sciences ,Nanomaterials ,010309 optics ,quantum ,0103 physical sciences ,Electrical and Electronic Engineering ,Quantum ,linear optics ,Electronic circuit ,Physics ,business.industry ,silicon ,021001 nanoscience & nanotechnology ,Atomic and Molecular Physics, and Optics ,optics ,Electronic, Optical and Magnetic Materials ,Linear optics ,chemistry ,Optoelectronics ,Photonics ,0210 nano-technology ,business ,Biotechnology - Abstract
Quantum information science offers inherently more powerful methods for communication, computation, and precision measurement that take advantage of quantum superposition and entanglement. In recent years, theoretical and experimental advances in quantum computing and simulation with photons have spurred great interest in developing large photonic entangled states that challenge today’s classical computers. As experiments have increased in complexity, there has been an increasing need to transition bulk optics experiments to integrated photonics platforms to control more spatial modes with higher fidelity and phase stability. The silicon-on-insulator (SOI) nanophotonics platform offers new possibilities for quantum optics, including the integration of bright, nonclassical light sources, based on the large third-order nonlinearity (χ(3)) of silicon, alongside quantum state manipulation circuits with thousands of optical elements, all on a single phase-stable chip. How large do these photonic systems need to be? Recent theoretical work on Boson Sampling suggests that even the problem of sampling from e30 identical photons, having passed through an interferometer of hundreds of modes, becomes challenging for classical computers. While experiments of this size are still challenging, the SOI platform has the required component density to enable low-loss and programmable interferometers for manipulating hundreds of spatial modes. Here, we discuss the SOI nanophotonics platform for quantum photonic circuits with hundreds-to-thousands of optical elements and the associated challenges. We compare SOI to competing technologies in terms of requirements for quantum optical systems. We review recent results on large-scale quantum state evolution circuits and strategies for realizing high-fidelity heralded gates with imperfect, practical systems. Next, we review recent results on silicon photonics-based photon-pair sources and device architectures, and we discuss a path towards large-scale source integration. Finally, we review monolithic integration strategies for single-photon detectors and their essential role in on-chip feed forward operations., United States. Air Force Office of Scientific Research (FA9550-14-1-0052), United States. Air Force Research Laboratory. RITA Program (FA8750-14-2-0120), American Society for Engineering Education. National Defense Science and Engineering Graduate Fellowship, National Science Foundation (U.S.). Graduate Research Fellowship Program (Grant 1122374). more...
- Published
- 2015
16. Dual slot-mode NOEM phase shifter.
- Author
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Baghdadi R, Gould M, Gupta S, Tymchenko M, Bunandar D, Ramey C, and Harris NC
- Abstract
Photonic system component counts are increasing rapidly, particularly in CMOS-compatible silicon photonics processes. Large numbers of cascaded active photonic devices are difficult to implement when accounting for constraints on area, power dissipation, and response time. Plasma dispersion and the thermo-optic effect, both available in CMOS-compatible silicon processes, address a subset of these criteria. With the addition of a few back-end-of-line etch processing steps, silicon photonics platforms can support nano-opto-electro-mechanical (NOEM) phase shifters. Realizing NOEM phase shifters that operate at CMOS-compatible voltages (≤ 1.2 V) and with low insertion loss remains a challenge. Here, we introduce a novel NOEM phase shifter fabricated alongside 90 nanometer transistors that imparts 5.63 radians phase shift at 1.08 volts bias over an actuation length of 25μm with an insertion loss of less than 0.04 dB and 3 dB bandwidth of 0.26 MHz. more...
- Published
- 2021
- Full Text
- View/download PDF
17. Large-alphabet encoding for higher-rate quantum key distribution.
- Author
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Lee C, Bunandar D, Zhang Z, Steinbrecher GR, Ben Dixon P, Wong FNC, Shapiro JH, Hamilton SA, and Englund D
- Abstract
The manipulation of high-dimensional degrees of freedom provides new opportunities for more efficient quantum information processing. It has recently been shown that high-dimensional encoded states can provide significant advantages over binary quantum states in applications of quantum computation and quantum communication. In particular, high-dimensional quantum key distribution enables higher secret-key generation rates under practical limitations of detectors or light sources, as well as greater error tolerance. Here, we demonstrate high-dimensional quantum key distribution capabilities both in the laboratory and over a deployed fiber, using photons encoded in a high-dimensional alphabet to increase the secure information yield per detected photon. By adjusting the alphabet size, it is possible to mitigate the effects of receiver bottlenecks and optimize the secret-key rates for different channel losses. This work presents a strategy for achieving higher secret-key rates in receiver-limited scenarios and marks an important step toward high-dimensional quantum communication in deployed fiber networks. more...
- Published
- 2019
- Full Text
- View/download PDF
18. A MoTe 2 -based light-emitting diode and photodetector for silicon photonic integrated circuits.
- Author
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Bie YQ, Grosso G, Heuck M, Furchi MM, Cao Y, Zheng J, Bunandar D, Navarro-Moratalla E, Zhou L, Efetov DK, Taniguchi T, Watanabe K, Kong J, Englund D, and Jarillo-Herrero P
- Abstract
One of the current challenges in photonics is developing high-speed, power-efficient, chip-integrated optical communications devices to address the interconnects bottleneck in high-speed computing systems. Silicon photonics has emerged as a leading architecture, in part because of the promise that many components, such as waveguides, couplers, interferometers and modulators, could be directly integrated on silicon-based processors. However, light sources and photodetectors present ongoing challenges. Common approaches for light sources include one or few off-chip or wafer-bonded lasers based on III-V materials, but recent system architecture studies show advantages for the use of many directly modulated light sources positioned at the transmitter location. The most advanced photodetectors in the silicon photonic process are based on germanium, but this requires additional germanium growth, which increases the system cost. The emerging two-dimensional transition-metal dichalcogenides (TMDs) offer a path for optical interconnect components that can be integrated with silicon photonics and complementary metal-oxide-semiconductors (CMOS) processing by back-end-of-the-line steps. Here, we demonstrate a silicon waveguide-integrated light source and photodetector based on a p-n junction of bilayer MoTe
2 , a TMD semiconductor with an infrared bandgap. This state-of-the-art fabrication technology provides new opportunities for integrated optoelectronic systems. more...- Published
- 2017
- Full Text
- View/download PDF
19. Programmable dispersion on a photonic integrated circuit for classical and quantum applications.
- Author
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Notaros J, Mower J, Heuck M, Lupo C, Harris NC, Steinbrecher GR, Bunandar D, Baehr-Jones T, Hochberg M, Lloyd S, and Englund D
- Abstract
We demonstrate a large-scale tunable-coupling ring resonator array, suitable for high-dimensional classical and quantum transforms, in a CMOS-compatible silicon photonics platform. The device consists of a waveguide coupled to 15 ring-based dispersive elements with programmable linewidths and resonance frequencies. The ability to control both quality factor and frequency of each ring provides an unprecedented 30 degrees of freedom in dispersion control on a single spatial channel. This programmable dispersion control system has a range of applications, including mode-locked lasers, quantum key distribution, and photon-pair generation. We also propose a novel application enabled by this circuit - high-speed quantum communications using temporal-mode-based quantum data locking - and discuss the utility of the system for performing the high-dimensional unitary optical transformations necessary for a quantum data locking demonstration. more...
- Published
- 2017
- Full Text
- View/download PDF
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