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Entanglement-based secure quantum cryptography over 1,120 kilometres 期刊论文
NATURE, 2020
作者:  Paldi, Flora;  Alver, Bonnie;  Robertson, Daniel;  Schalbetter, Stephanie A.;  Kerr, Alastair;  Kelly, David A.;  Baxter, Jonathan;  Neale, Matthew J.;  Marston, Adele L.
收藏  |  浏览/下载:48/0  |  提交时间:2020/07/03

An efficient entanglement-based quantum key distribution is sent from the Micius satellite to two ground observatories 1,120 kilometres apart to establish secure quantum cryptography for the exchange ofquantum keys.


Quantum key distribution (QKD)(1-3)is a theoretically secure way of sharing secret keys between remote users. It has been demonstrated in a laboratory over a coiled optical fibre up to 404 kilometres long(4-7). In the field, point-to-point QKD has been achieved from a satellite to a ground station up to 1,200 kilometres away(8-10). However, real-world QKD-based cryptography targets physically separated users on the Earth, for which the maximum distance has been about 100 kilometres(11,12). The use of trusted relays can extend these distances from across a typical metropolitan area(13-16)to intercity(17)and even intercontinental distances(18). However, relays pose security risks, which can be avoided by using entanglement-based QKD, which has inherent source-independent security(19,20). Long-distance entanglement distribution can be realized using quantum repeaters(21), but the related technology is still immature for practical implementations(22). The obvious alternative for extending the range of quantum communication without compromising its security is satellite-based QKD, but so far satellite-based entanglement distribution has not been efficient(23)enough to support QKD. Here we demonstrate entanglement-based QKD between two ground stations separated by 1,120 kilometres at a finite secret-key rate of 0.12 bits per second, without the need for trusted relays. Entangled photon pairs were distributed via two bidirectional downlinks from the Micius satellite to two ground observatories in Delingha and Nanshan in China. The development of a high-efficiency telescope and follow-up optics crucially improved the link efficiency. The generated keys are secure for realistic devices, because our ground receivers were carefully designed to guarantee fair sampling and immunity to all known side channels(24,25). Our method not only increases the secure distance on the ground tenfold but also increases the practical security of QKD to an unprecedented level.


  
A distributional code for value in dopamine-based reinforcement learning 期刊论文
NATURE, 2020, 577 (7792) : 671-+
作者:  House, Robert A.;  Maitra, Urmimala;  Perez-Osorio, Miguel A.;  Lozano, Juan G.;  Jin, Liyu;  Somerville, James W.;  Duda, Laurent C.;  Nag, Abhishek;  Walters, Andrew;  Zhou, Ke-Jin;  Roberts, Matthew R.;  Bruce, Peter G.
收藏  |  浏览/下载:61/0  |  提交时间:2020/07/03

Since its introduction, the reward prediction error theory of dopamine has explained a wealth of empirical phenomena, providing a unifying framework for understanding the representation of reward and value in the brain(1-3). According to the now canonical theory, reward predictions are represented as a single scalar quantity, which supports learning about the expectation, or mean, of stochastic outcomes. Here we propose an account of dopamine-based reinforcement learning inspired by recent artificial intelligence research on distributional reinforcement learning(4-6). We hypothesized that the brain represents possible future rewards not as a single mean, but instead as a probability distribution, effectively representing multiple future outcomes simultaneously and in parallel. This idea implies a set of empirical predictions, which we tested using single-unit recordings from mouse ventral tegmental area. Our findings provide strong evidence for a neural realization of distributional reinforcement learning.


Analyses of single-cell recordings from mouse ventral tegmental area are consistent with a model of reinforcement learning in which the brain represents possible future rewards not as a single mean of stochastic outcomes, as in the canonical model, but instead as a probability distribution.


  
Effects of bedrock type and soil chemistry on the fine roots of European beech - A study on the belowground plasticity of trees 期刊论文
FOREST ECOLOGY AND MANAGEMENT, 2019, 444: 256-268
作者:  Kirfel, Kristina;  Heinze, Stefanie;  Hertel, Dietrich;  Leuschner, Christoph
收藏  |  浏览/下载:12/0  |  提交时间:2019/11/27
Base saturation  Depth distribution  Fagus sylvatica  Live:dead ratio  Profile depth  Root system plasticity  Root tips  Specific root area  Subsoil  
The influence of stand density on bilberry (Vaccimum myrtillus L.) cover depends on stand age, solar irradiation, and tree species composition 期刊论文
FOREST ECOLOGY AND MANAGEMENT, 2019, 432: 582-590
作者:  Eldegard, Katrine;  Scholten, Janneke;  Stokland, Jogeir N.;  Granhus, Aksel;  Lie, Marit
收藏  |  浏览/下载:5/0  |  提交时间:2019/04/09
Basal area  Ground vegetation  Irradiation  Site index  Species distribution modelling  Site productivity  
Foliar morphology and spatial distribution in five-year-old plantations of Betula alnoides 期刊论文
FOREST ECOLOGY AND MANAGEMENT, 2019, 432: 514-521
作者:  Wang, Chun-sheng;  Guo, Jun-jie;  Hein, Sebastian;  Wang, Huan;  Zhao, Zhi-gang;  Zeng, Jie
收藏  |  浏览/下载:14/0  |  提交时间:2019/04/09
Betula alnoides  Crown structure  Leaf morphology traits  Leaf vertical distribution  Planting density  Specific leaf area  
Protected areas act as a buffer against detrimental effects of climate change-Evidence from large-scale, long-term abundance data 期刊论文
GLOBAL CHANGE BIOLOGY, 2019, 25 (1) : 304-313
作者:  Lehikoinen, Petteri;  Santangeli, Andrea;  Jaatinen, Kim;  Rajasarkka, Ari;  Lehikoinen, Aleksi
收藏  |  浏览/下载:5/0  |  提交时间:2019/04/09
conservation biology  distribution area  global warming  habitat management  land use changes  monitoring