Challenges
Datasets
Workspaces
Papers
Discussions
Leaderboard
Log inSign up
Challenges
Datasets
Workspaces
Papers
Discussions
Leaderboard
Blog
Job Board
Q3AS

© 2026 Aqora Quantum S.A.S.

TermsPrivacyLegal Notice

Physical Review A

Statistical fluctuation analysis of measurement-device-independent quantum random-number generation

Tingting Song, Xiaoqing Tan, Jian Weng

Published Feb 25, 2019• 4 citations
Publisher

Abstract

Without any assumption on detectors, measurement-device-independent quantum random-number generators (MDI QRNGs) with high generation rates have attracted lots of attention lately. However, the influence of statistical fluctuations on randomness extraction rate has not been taken into full consideration, which is crucial in the practical applications of MDI QRNGs. We propose a solution for MDI QRNGs, study the influence of statistical fluctuations, and apply an optimizing method to solve the lower bound of randomness extraction rate. Then the rate is simulated under reasonable values of some observed parameters, and it displays that the QRNG generates $6\ifmmode\times\else\texttimes\fi{}{10}^{4}\phantom{\rule{4pt}{0ex}}\text{bit}/\text{s}$, if the transmission loss is 10 dB and the number of pulses sent from the source is $N={10}^{12}$. Compared with the rates of other MDI QRNGs, our simulation outputs are with genuine randomness, since the statistical fluctuations of all parameters are considered.

DOI
10.1103/physreva.99.022333

Related papers

Experimental measurement-device-independent quantum random-number generation

You-Qi Nie, Jian-Yu Guan, Hongyi Zhou +4 more

The randomness from a quantum random-number generator (QRNG) relies on the accurate characterization of its devices. However, device imperfections and inaccurate characterizations can result in wrong entropy estimation and bias in practice, which highly affects the genuine randomness generation and may even induce the disappearance of quantum randomness in an extreme case. Here we experimentally demonstrate a measurement-device-independent (MDI) QRNG based on time-bin encoding to achieve certified quantum randomness even when the measurement devices are uncharacterized and untrusted. The MDI-QRNG is randomly switched between the regular randomness generation mode and a test mode, in which four quantum states are randomly prepared to perform measurement tomography in real time. With a clock rate of 25 MHz, the MDI-QRNG generates a final random bit rate of 5.7 kbps. Such implementation with an all-fiber setup provides an approach to construct a fully integrated MDI-QRNG with trusted but error-prone devices in practice.

arXiv:1612.02114•Physical Review A•Dec 27, 2016•74 citations

Measurement-Device-Independent Quantum Random-Number Generator With Source Flaws

Tao Wu, Chunhui Zhang, Xingyu Zhou +2 more

The measurement-device-independent quantum random number generator (MDI-QRNG) can resist all security loopholes on measurement devices, and it thus seems very promising in practical implementations. In the MDI-QRNG, sources are often assumed to be perfectly prepared, however, there inevitably exist errors in the quantum state preparation process due to imperfections in realistic equipments and devices. In this paper, we do investigations on the MDI-QRNG with source flaws, showing its performance at different state errors. Besides, we also consider the influence of the finite-size effect, and compare the performance of different sources in MDI-QRNGs. This work provides valuable references for practical implementation of MDI-QRNGs

IEEE photonics journal•Nov 9, 2023•5 citations

Loss-tolerant measurement-device-independent quantum random number generation

Zhu Cao, Hongyi Zhou, Xiongfeng Ma

Quantum random number generators (QRNGs) output genuine random numbers based upon the uncertainty principle. A QRNG contains two parts in general—a randomness source and a readout detector. How to remove detector imperfections has been one of the most important questions in practical randomness generation. We propose a simple solution, measurement-device-independent QRNG, which not only removes all detector side channels but is robust against losses. In contrast to previous fully device-independent QRNGs, our scheme does not require high detector efficiency or nonlocality tests. Simulations show that our protocol can be implemented efficiently with a practical coherent state laser and other standard optical components. The security analysis of our QRNG consists mainly of two parts: measurement tomography and randomness quantification, where several new techniques are developed to characterize the randomness associated with a positive-operator valued measure.

arXiv:1510.08960•New Journal of Physics•Dec 17, 2015•98 citations

High speed continuous variable source-independent quantum random number generation

Bingjie Xu, Ziyang Chen, Zhengyu Li +5 more

Abstract As a fundamental phenomenon in nature, randomness has a wide range of applications in the fields of science and engineering. Among different types of random number generators (RNG), quantum random number generator (QRNG) is a kind of promising RNG as it can provide provable true random numbers based on the inherent randomness of fundamental quantum processes. Nevertheless, the randomness from a QRNG can be diminished (or even destroyed) if the devices (especially the entropy source devices) are not perfect or ill-characterized. To eliminate the practical security loopholes from the source, source-independent QRNGs, which allow the source to have arbitrary and unknown dimensions, have been introduced and become one of the most important semi-device-independent (DI) QRNGs. Herein a method that enables ultra-fast unpredictable quantum random number generation from quadrature fluctuations of quantum optical field without any assumptions on the input states is proposed. Particularly, to estimate a lower bound on the extractable randomness that is independent from side information held by an eavesdropper, a new security analysis framework is established based on the extremality of Gaussian states, which can be easily extended to design and analyze new semi-DI continuous variable QRNG protocols. Moreover, the practical imperfections of the QRNG including the effects of excess noise, finite sampling range, finite resolution and asymmetric conjugate quadratures are taken into account and quantitatively analyzed. Finally, the proposed method is experimentally demonstrated to obtain high secure random number generation rates of 15.07 Gbits s −1 in off-line configuration and can potentially achieve 6 Gbits s −1 by real-time post-processing.

arXiv:1709.00685•Quantum Science and Technology•Mar 14, 2019•68 citations

Finite-key analysis for measurement-device-independent quantum key distribution

Tingting Song, Qiaoyan Wen, Fen-Zhuo Guo +1 more

The length of signal pulses is finite in practical quantum key distribution. The finite-key analysis of an unconditional quantum key distribution is a burning problem, and the efficient quantum key distribution protocol suitable for practical implementation, measurement-device-independent quantum key distribution (MDI QKD), was proposed very recently. We give the finite-key analysis of MDI QKD, which removes all detector side channels and generates many orders of key rate higher than that of full-device-independent quantum key distribution. The secure bound of the ultimate key rate is obtained under the statistical fluctuations of relative frequency, which can be applied directly to practical threshold detectors with low detection efficiency and highly lossy channels. The bound is evaluated for reasonable values of the observed parameters. The simulation shows that the secure distance is around 10 km when the number of sifted data is ${10}^{10}$. Moreover the secure distance would be much longer in practice because of some simplified treatments used in our paper.

Physical Review A•Aug 27, 2012•44 citations

Security analysis and improvement of source independent quantum random number generators with imperfect devices

Xing Ping Lin, Shuang Wang, Zhen-Qiang Yin +7 more

Abstract A quantum random number generator (QRNG) as a genuine source of randomness is essential in many applications, such as number simulation and cryptography. Recently, a source-independent quantum random number generator (SI-QRNG), which can generate secure random numbers with untrusted sources, has been realized. However, the measurement loopholes of the trusted but imperfect devices used in SI-QRNGs have not yet been fully explored, which will cause security problems, especially in high-speed systems. Here, we point out and evaluate the security loopholes of practical imperfect measurement devices in SI-QRNGs. We also provide corresponding countermeasures to prevent these information leakages by recalculating the conditional minimum entropy and adding a monitor. Furthermore, by taking into account the finite-size effect, we show that the influence of the afterpulse can exceed that of the finite-size effect with the large number of sampled rounds. Our protocol is simple and effective, and it promotes the security of SI-QRNG in practice as well as the compatibility with high-speed measurement devices, thus paving the way for constructing ultrafast and security-certified commercial SI-QRNG systems.

arXiv:2101.04327•npj Quantum Information•Dec 10, 2020•23 citations
Without any assumption on detectors, measurement-device-independent quantum random-number generators (MDI QRNGs) with high generation rates have attracted lots of attention lately. However, the influence of statistical fluctuations on randomness extraction rate has not been taken into full consideration, which is crucial in the practical applications of MDI QRNGs. We propose a solution for MDI QRNGs, study the influence of statistical fluctuations, and apply an optimizing method to solve the lower bound of randomness extraction rate. Then the rate is simulated under reasonable values of some observed parameters, and it displays that the QRNG generates 6\ifmmode×\else\texttimes\fi104bit/s6\ifmmode\times\else\texttimes\fi{}{10}^{4}\phantom{\rule{4pt}{0ex}}\text{bit}/\text{s}6\ifmmode×\else\texttimes\fi104bit/s, if the transmission loss is 10 dB and the number of pulses sent from the source is N=1012N={10}^{12}N=1012. Compared with the rates of other MDI QRNGs, our simulation outputs are with genuine randomness, since the statistical fluctuations of all parameters are considered.
The randomness from a quantum random-number generator (QRNG) relies on the accurate characterization of its devices. However, device imperfections and inaccurate characterizations can result in wrong entropy estimation and bias in practice, which highly affects the genuine randomness generation and may even induce the disappearance of quantum randomness in an extreme case. Here we experimentally demonstrate a measurement-device-independent (MDI) QRNG based on time-bin encoding to achieve certified quantum randomness even when the measurement devices are uncharacterized and untrusted. The MDI-QRNG is randomly switched between the regular randomness generation mode and a test mode, in which four quantum states are randomly prepared to perform measurement tomography in real time. With a clock rate of 25 MHz, the MDI-QRNG generates a final random bit rate of 5.7 kbps. Such implementation with an all-fiber setup provides an approach to construct a fully integrated MDI-QRNG with trusted but error-prone devices in practice.
The measurement-device-independent quantum random number generator (MDI-QRNG) can resist all security loopholes on measurement devices, and it thus seems very promising in practical implementations. In the MDI-QRNG, sources are often assumed to be perfectly prepared, however, there inevitably exist errors in the quantum state preparation process due to imperfections in realistic equipments and devices. In this paper, we do investigations on the MDI-QRNG with source flaws, showing its performance at different state errors. Besides, we also consider the influence of the finite-size effect, and compare the performance of different sources in MDI-QRNGs. This work provides valuable references for practical implementation of MDI-QRNGs
Quantum random number generators (QRNGs) output genuine random numbers based upon the uncertainty principle. A QRNG contains two parts in general—a randomness source and a readout detector. How to remove detector imperfections has been one of the most important questions in practical randomness generation. We propose a simple solution, measurement-device-independent QRNG, which not only removes all detector side channels but is robust against losses. In contrast to previous fully device-independent QRNGs, our scheme does not require high detector efficiency or nonlocality tests. Simulations show that our protocol can be implemented efficiently with a practical coherent state laser and other standard optical components. The security analysis of our QRNG consists mainly of two parts: measurement tomography and randomness quantification, where several new techniques are developed to characterize the randomness associated with a positive-operator valued measure.
Abstract As a fundamental phenomenon in nature, randomness has a wide range of applications in the fields of science and engineering. Among different types of random number generators (RNG), quantum random number generator (QRNG) is a kind of promising RNG as it can provide provable true random numbers based on the inherent randomness of fundamental quantum processes. Nevertheless, the randomness from a QRNG can be diminished (or even destroyed) if the devices (especially the entropy source devices) are not perfect or ill-characterized. To eliminate the practical security loopholes from the source, source-independent QRNGs, which allow the source to have arbitrary and unknown dimensions, have been introduced and become one of the most important semi-device-independent (DI) QRNGs. Herein a method that enables ultra-fast unpredictable quantum random number generation from quadrature fluctuations of quantum optical field without any assumptions on the input states is proposed. Particularly, to estimate a lower bound on the extractable randomness that is independent from side information held by an eavesdropper, a new security analysis framework is established based on the extremality of Gaussian states, which can be easily extended to design and analyze new semi-DI continuous variable QRNG protocols. Moreover, the practical imperfections of the QRNG including the effects of excess noise, finite sampling range, finite resolution and asymmetric conjugate quadratures are taken into account and quantitatively analyzed. Finally, the proposed method is experimentally demonstrated to obtain high secure random number generation rates of 15.07 Gbits s −1 in off-line configuration and can potentially achieve 6 Gbits s −1 by real-time post-processing.
The length of signal pulses is finite in practical quantum key distribution. The finite-key analysis of an unconditional quantum key distribution is a burning problem, and the efficient quantum key distribution protocol suitable for practical implementation, measurement-device-independent quantum key distribution (MDI QKD), was proposed very recently. We give the finite-key analysis of MDI QKD, which removes all detector side channels and generates many orders of key rate higher than that of full-device-independent quantum key distribution. The secure bound of the ultimate key rate is obtained under the statistical fluctuations of relative frequency, which can be applied directly to practical threshold detectors with low detection efficiency and highly lossy channels. The bound is evaluated for reasonable values of the observed parameters. The simulation shows that the secure distance is around 10 km when the number of sifted data is 1010{10}^{10}1010. Moreover the secure distance would be much longer in practice because of some simplified treatments used in our paper.
Abstract A quantum random number generator (QRNG) as a genuine source of randomness is essential in many applications, such as number simulation and cryptography. Recently, a source-independent quantum random number generator (SI-QRNG), which can generate secure random numbers with untrusted sources, has been realized. However, the measurement loopholes of the trusted but imperfect devices used in SI-QRNGs have not yet been fully explored, which will cause security problems, especially in high-speed systems. Here, we point out and evaluate the security loopholes of practical imperfect measurement devices in SI-QRNGs. We also provide corresponding countermeasures to prevent these information leakages by recalculating the conditional minimum entropy and adding a monitor. Furthermore, by taking into account the finite-size effect, we show that the influence of the afterpulse can exceed that of the finite-size effect with the large number of sampled rounds. Our protocol is simple and effective, and it promotes the security of SI-QRNG in practice as well as the compatibility with high-speed measurement devices, thus paving the way for constructing ultrafast and security-certified commercial SI-QRNG systems.