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The SMART-s Trace Gas and Aerosol Inversions: I. Algorithm Theoretical Basis for Column Property Retrievals 期刊论文
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2020, 125 (7)
作者:  Jeong, Ukkyo;  Tsay, Si-Chee;  Giles, David M.;  Holben, Brent N.;  Swap, Robert J.;  Abuhassan, Nader;  Herman, Jay R.
收藏  |  浏览/下载:8/0  |  提交时间:2020/07/02
SMART-s  aerosol  refractive index  size distribution  trace gas  optima estimation method  
Spin squeezing of 10(11) atoms by prediction and retrodiction measurements 期刊论文
NATURE, 2020, 581 (7807) : 159-+
作者:  Lan, Jun;  Ge, Jiwan;  Yu, Jinfang;  Shan, Sisi;  Zhou, Huan;  Fan, Shilong;  Zhang, Qi;  Shi, Xuanling;  Wang, Qisheng;  Zhang, Linqi;  Wang, Xinquan
收藏  |  浏览/下载:7/0  |  提交时间:2020/07/03

The measurement sensitivity of quantum probes using N uncorrelated particles is restricted by the standard quantum limit(1), which is proportional to 1/root N. This limit, however, can be overcome by exploiting quantum entangled states, such as spin-squeezed states(2). Here we report the measurement-based generation of a quantum state that exceeds the standard quantum limit for probing the collective spin of 10(11) rubidium atoms contained in a macroscopic vapour cell. The state is prepared and verified by sequences of stroboscopic quantum non-demolition (QND) measurements. We then apply the theory of past quantum states(3,4) to obtain spin state information from the outcomes of both earlier and later QND measurements. Rather than establishing a physically squeezed state in the laboratory, the past quantum state represents the combined system information from these prediction and retrodiction measurements. This information is equivalent to a noise reduction of 5.6 decibels and a metrologically relevant squeezing of 4.5 decibels relative to the coherent spin state. The past quantum state yields tighter constraints on the spin component than those obtained by conventional QND measurements. Our measurement uses 1,000 times more atoms than previous squeezing experiments(5-10), with a corresponding angular variance of the squeezed collective spin of 4.6 x 10(-13) radians squared. Although this work is rooted in the foundational theory of quantum measurements, it may find practical use in quantum metrology and quantum parameter estimation, as we demonstrate by applying our protocol to quantum enhanced atomic magnetometry.


  
Extant timetrees are consistent with a myriad of diversification histories 期刊论文
NATURE, 2020, 580 (7804) : 502-+
作者:  Bhaskar, M. K.;  Riedinger, R.;  Machielse, B.;  Levonian, D. S.;  Nguyen, C. T.;  Knall, E. N.;  Park, H.;  Englund, D.;  Loncar, M.;  Sukachev, D. D.;  Lukin, M. D.
收藏  |  浏览/下载:19/0  |  提交时间:2020/07/03

An infinite number of alternative diversification scenarios-which may have markedly different, but equally plausible, dynamics-can underpin a given time-calibrated phylogeny of extant species, suggesting many previous studies have over-interpreted phylogenetic evidence.


Time-calibrated phylogenies of extant species (referred to here as '  extant timetrees'  ) are widely used for estimating diversification dynamics(1). However, there has been considerable debate surrounding the reliability of these inferences(2-5) and, to date, this critical question remains unresolved. Here we clarify the precise information that can be extracted from extant timetrees under the generalized birth-death model, which underlies most existing methods of estimation. We prove that, for any diversification scenario, there exists an infinite number of alternative diversification scenarios that are equally likely to have generated any given extant timetree. These '  congruent'  scenarios cannot possibly be distinguished using extant timetrees alone, even in the presence of infinite data. Importantly, congruent diversification scenarios can exhibit markedly different and yet similarly plausible dynamics, which suggests that many previous studies may have over-interpreted phylogenetic evidence. We introduce identifiable and easily interpretable variables that contain all available information about past diversification dynamics, and demonstrate that these can be estimated from extant timetrees. We suggest that measuring and modelling these identifiable variables offers a more robust way to study historical diversification dynamics. Our findings also make it clear that palaeontological data will continue to be crucial for answering some macroevolutionary questions.


  
DeepCropNet: a deep spatial-temporal learning framework for county-level corn yield estimation 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (3)
作者:  Lin, Tao;  Zhong, Renhai;  Wang, Yudi;  Xu, Jinfan;  Jiang, Hao;  Xu, Jialu;  Ying, Yibin;  Rodriguez, Luis;  Ting, K. C.;  Li, Haifeng
收藏  |  浏览/下载:13/0  |  提交时间:2020/07/02
yield estimation  corn  LSTM  attention mechanism  multi-task learning  deep learning  
Sensitivity determined simultaneous estimation of multiple parameters in coupled models: part I-based on single model component sensitivities 期刊论文
CLIMATE DYNAMICS, 2019, 53: 5349-5373
作者:  Zhao, Yuxin;  Deng, Xiong;  Zhang, Shaoqing;  Liu, Zhengyu;  Liu, Chang
收藏  |  浏览/下载:6/0  |  提交时间:2019/11/27
Data assimilation  Coupled parameter estimation  Simultaneous estimation of multiple parameters  Single model component sensitivities  
Rainfall Estimation From Ground Radar and TRMM Precipitation Radar Using Hybrid Deep Neural Networks 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2019
作者:  Chen, Haonan;  Chandrasekar, V;  Tan, Haiming;  Cifelli, Robert
收藏  |  浏览/下载:8/0  |  提交时间:2019/11/27
rain gauge  ground radar  TRMM PR  neural network  hybrid system  rainfall estimation  
A stochastic weather model for generating daily precipitation series at ungauged locations in the Catskill Mountain region of New York state 期刊论文
INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2019
作者:  Yeo, Myeong-Ho;  Frei, Allan;  Gelda, Rakesh K.;  Owens, Emmet M.
收藏  |  浏览/下载:13/0  |  提交时间:2019/11/27
climate regionalization  estimation of daily precipitation  ordinal factor analysis  principal component analysis  ungauged precipitation  
Rarity of shortleaf, slash, and longleaf pine seedlings in oak-pine forest types: An assessment of associated environmental, stand, site, and disturbance factors 期刊论文
FOREST ECOLOGY AND MANAGEMENT, 2019, 438: 151-162
作者:  Ojha, Santosh K.;  Naka, Kozma;  Dimov, Luben D.;  Bhatta, Dilli
收藏  |  浏览/下载:22/0  |  提交时间:2019/11/26
FIA  Logistic modeling  Pine seedlings, regeneration  Penalized maximum likelihood estimation  Oak-pine forest  Forest disturbances  Site productivity  
Interpreting effects of multiple, large-scale disturbances using national forest inventory data: A case study of standing dead trees in east Texas, USA 期刊论文
FOREST ECOLOGY AND MANAGEMENT, 2019, 437: 27-40
作者:  Edgar, Christopher B.;  Westfall, James A.;  Klockow, Paul A.;  Vogel, Jason G.;  Moore, Georgianne W.
收藏  |  浏览/下载:9/0  |  提交时间:2019/04/09
National forest inventory  Estimation  Panel  Drought  Hurricane  Standing dead trees  
Climatic Factors and Their Availability in Estimating Long-Term Variations of Fine Particle Distributions Over East China 期刊论文
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2019, 124 (6) : 3319-3334
作者:  Wang, Yanyu;  Duan, Junyan;  Xie, Xin;  He, Qianshan;  Cheng, Tiantao;  Mu, Haizhen;  Gao, Wei;  Li, Xiang
收藏  |  浏览/下载:7/0  |  提交时间:2019/11/26
PM2.5 estimation  climatic factors  EOF