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Accelerated discovery of CO2 electrocatalysts using active machine learning 期刊论文
NATURE, 2020, 581 (7807) : 178-+
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:89/0  |  提交时间:2020/07/03

The rapid increase in global energy demand and the need to replace carbon dioxide (CO2)-emitting fossil fuels with renewable sources have driven interest in chemical storage of intermittent solar and wind energy(1,2). Particularly attractive is the electrochemical reduction of CO2 to chemical feedstocks, which uses both CO2 and renewable energy(3-8). Copper has been the predominant electrocatalyst for this reaction when aiming for more valuable multi-carbon products(9-16), and process improvements have been particularly notable when targeting ethylene. However, the energy efficiency and productivity (current density) achieved so far still fall below the values required to produce ethylene at cost-competitive prices. Here we describe Cu-Al electrocatalysts, identified using density functional theory calculations in combination with active machine learning, that efficiently reduce CO2 to ethylene with the highest Faradaic efficiency reported so far. This Faradaic efficiency of over 80 per cent (compared to about 66 per cent for pure Cu) is achieved at a current density of 400 milliamperes per square centimetre (at 1.5 volts versus a reversible hydrogen electrode) and a cathodic-side (half-cell) ethylene power conversion efficiency of 55 +/- 2 per cent at 150 milliamperes per square centimetre. We perform computational studies that suggest that the Cu-Al alloys provide multiple sites and surface orientations with near-optimal CO binding for both efficient and selective CO2 reduction(17). Furthermore, in situ X-ray absorption measurements reveal that Cu and Al enable a favourable Cu coordination environment that enhances C-C dimerization. These findings illustrate the value of computation and machine learning in guiding the experimental exploration of multi-metallic systems that go beyond the limitations of conventional single-metal electrocatalysts.


  
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.


  
Towards understanding multi-model precipitation predictions from CMIP5 based on China hourly merged precipitation analysis data 期刊论文
ATMOSPHERIC RESEARCH, 2020, 231
作者:  Lv, Yanmin;  Guo, Jianping;  Yim, Steve Hung-Lam;  Yun, Yuxing;  Yin, Jinfang;  Liu, Lin;  Zhang, Yong;  Yang, Yuanjian;  Yan, Yan;  Chen, Dandan
收藏  |  浏览/下载:8/0  |  提交时间:2020/07/02
Reactivation of PTEN tumor suppressor for cancer treatment through inhibition of a MYC-WWPI inhibitory pathway 期刊论文
SCIENCE, 2019, 364 (6441) : 651-+
作者:  Lee, Yu-Ru;  Chen, Ming;  Lee, Jonathan D.;  Zhang, Jinfang;  Lin, Shu-Yu;  Fu, Tian-Min;  Chen, Hao;  Ishikawa, Tomold;  Chiang, Shang-Yin;  Katon, Jesse;  Zhang, Yang;  Shulga, Yulia V.;  Bester, Assaf C.;  Fung, Jacqueline;  Monteleone, Emanuele;  Wan, Lixin;  Shen, Chen;  Hsu, Chil-Hung;  Papa, Antonella;  Clohessy, John G.;  Teruya-Feldstein, Julie;  Jain, Suresh;  Wu, Hao;  Matesic, Lydia;  Chen, Ruey-Hwa;  Wei, Wenyi;  Pandolfi, Pier Paolo
收藏  |  浏览/下载:14/0  |  提交时间:2019/11/27
Corrections of Radiosonde-Based Precipitable Water Using Ground-Based GPS and Applications on Historical Radiosonde Data Over China 期刊论文
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2019, 124 (6) : 3208-3222
作者:  Zhang, Weixing;  Lou, Yidong;  Cao, Yunchang;  Liang, Hong;  Shi, Chuang;  Huang, Jinfang;  Liu, Wenxuan;  Zhang, Yong;  Fan, Binbin
收藏  |  浏览/下载:9/0  |  提交时间:2019/11/26
water vapor  GNSS  radiosonde  homogenization  long-term trend  
Tropopause trend across China from 1979 to 2016: A revisit with updated radiosonde measurements 期刊论文
INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2019, 39 (2) : 1117-1127
作者:  Chen, Xinyan;  Guo, Jianping;  Yin, Jinfang;  Zhang, Yong;  Miao, Yucong;  Yun, Yuxing;  Liu, Lin;  Li, Jian;  Xu, Hui;  Hu, Kaixi;  Zhai, Panmao
收藏  |  浏览/下载:10/0  |  提交时间:2019/04/09
lapse rate tropopause  radiosonde  seasonal variation  spatial distribution  trend  
Multiscale Variations of Precipitable Water over China Based on 1999-2015 Ground-Based GPS Observations and Evaluations of Reanalysis Products 期刊论文
JOURNAL OF CLIMATE, 2018, 31 (3) : 945-962
作者:  Zhang, Weixing;  Lou, Yidong;  Huang, Jinfang;  Zheng, Fu;  Cao, Yunchang;  Liang, Hong;  Shi, Chuang;  Liu, Jingnan
收藏  |  浏览/下载:6/0  |  提交时间:2019/04/09
The Use of Ground-Based GPS Precipitable Water Measurements over China to Assess Radiosonde and ERA-Interim Moisture Trends and Errors from 1999 to 2015 期刊论文
JOURNAL OF CLIMATE, 2017, 30 (19)
作者:  Zhang, Weixing;  Lou, Yidong;  Haase, Jennifer S.;  Zhang, Rui;  Zheng, Gang;  Huang, Jinfang;  Shi, Chuang;  Liu, Jingnan
收藏  |  浏览/下载:5/0  |  提交时间:2019/04/09
TRAF2 and OTUD7B govern a ubiquitin-dependent switch that regulates mTORC2 signalling 期刊论文
NATURE, 2017, 545 (7654) : 365-+
作者:  Wang, Bin;  Jie, Zuliang;  Joo, Donghyun;  Ordureau, Alban;  Liu, Pengda;  Gan, Wenjian;  Guo, Jianping;  Zhang, Jinfang;  North, Brian J.;  Dai, Xiangpeng;  Cheng, Xuhong;  Bian, Xiuwu;  Zhang, Lingqiang;  Harper, J. Wade;  Sun, Shao-Cong;  Wei, Wenyi
收藏  |  浏览/下载:11/0  |  提交时间:2019/04/09