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Comparative assessment of environmental variables and machine learning algorithms for maize yield prediction in the US Midwest 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (6)
作者:  Kang, Yanghui;  Ozdogan, Mutlu;  Zhu, Xiaojin;  Ye, Zhiwei;  Hain, Christopher;  Anderson, Martha
收藏  |  浏览/下载:15/0  |  提交时间:2020/07/02
crop yields  climate impact  machine learning  deep learning  data-driven  
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:10/0  |  提交时间:2020/07/02
yield estimation  corn  LSTM  attention mechanism  multi-task learning  deep learning  
Decoding the development of the human hippocampus 期刊论文
NATURE, 2020, 577 (7791) : 531-+
作者:  Zhong, Suijuan;  Ding, Wenyu;  Sun, Le;  Lu, Yufeng;  Dong, Hao;  Fan, Xiaoying;  Liu, Zeyuan;  Chen, Ruiguo;  Zhang, Shu;  Ma, Qiang;  Tang, Fuchou;  Wu, Qian;  Wang, Xiaoqun
收藏  |  浏览/下载:14/0  |  提交时间:2020/07/03

The hippocampus is an important part of the limbic system in the human brain that has essential roles in spatial navigation and the consolidation of information from short-term memory to long-term memory(1,2). Here we use single-cell RNA sequencing and assay for transposase-accessible chromatin using sequencing (ATAC-seq) analysis to illustrate the cell types, cell linage, molecular features and transcriptional regulation of the developing human hippocampus. Using the transcriptomes of 30,416 cells from the human hippocampus at gestational weeks 16-27, we identify 47 cell subtypes and their developmental trajectories. We also identify the migrating paths and cell lineages of PAX6(+) and HOPX+ hippocampal progenitors, and regional markers of CA1, CA3 and dentate gyrus neurons. Multiomic data have uncovered transcriptional regulatory networks of the dentate gyrus marker PROX1. We also illustrate spatially specific gene expression in the developing human prefrontal cortex and hippocampus. The molecular features of the human hippocampus at gestational weeks 16-20 are similar to those of the mouse at postnatal days 0-5 and reveal gene expression differences between the two species. Transient expression of the primate-specific gene NBPF1 leads to a marked increase in PROX1(+) cells in the mouse hippocampus. These data provides a blueprint for understanding human hippocampal development and a tool for investigating related diseases.


Single-cell RNA sequencing is used to catalogue and explore the developmental trajectories of more than 30,000 cells in the developing human hippocampus.


  
A Rainfall-Runoff Model With LSTM-Based Sequence-to-Sequence Learning 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (1)
作者:  Xiang, Zhongrun;  Yan, Jun;  Demir, Ibrahim
收藏  |  浏览/下载:7/0  |  提交时间:2020/07/02
Toward Improved Predictions in Ungauged Basins: Exploiting the Power of Machine Learning 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (12) : 11344-11354
作者:  Kratzert, Frederik;  Klotz, Daniel;  Herrnegger, Mathew;  Sampson, Alden K.;  Hochreiter, Sepp;  Nearing, Grey S.
收藏  |  浏览/下载:8/0  |  提交时间:2020/02/16
prediction in ungauged basins  machine learning  CAMELS  LSTM  
A deep learning approach to conflating heterogeneous geospatial data for corn yield estimation: A case study of the US Corn Belt at the county level 期刊论文
GLOBAL CHANGE BIOLOGY, 2019
作者:  Jiang, Hao;  Hu, Hao;  Zhong, Renhai;  Xu, Jinfan;  Xu, Jialu;  Huang, Jingfeng;  Wang, Shaowen;  Ying, Yibin;  Lin, Tao
收藏  |  浏览/下载:9/0  |  提交时间:2020/02/17
climate change impact  corn yield  deep learning  geospatial discovery  phenology  
Process-Guided Deep Learning Predictions of Lake Water Temperature 期刊论文
WATER RESOURCES RESEARCH, 2019
作者:  Read, Jordan S.;  Jia, Xiaowei;  Willard, Jared;  Appling, Alison P.;  Zwart, Jacob A.;  Oliver, Samantha K.;  Karpatne, Anuj;  Hansen, Gretchen J. A.;  Hanson, Paul C.;  Watkins, William;  Steinbach, Michael;  Kumar, Vipin
收藏  |  浏览/下载:19/0  |  提交时间:2020/02/16
deep learning  lake modelling  temperature prediction  process-guided deep learning  theory-guided data science  data science  
Activation of the ISR mediates the behavioral and neurophysiological abnormalities in Down syndrome 期刊论文
SCIENCE, 2019, 366 (6467) : 843-+
作者:  Zhu, Ping Jun;  Khatiwada, Sanjeev;  Cui, Ya;  Reineke, Lucas C.;  Dooling, Sean W.;  Kim, Jean J.;  Li, Wei;  Walter, Peter;  Costa-Mattioli, Mauro
收藏  |  浏览/下载:9/0  |  提交时间:2020/02/17
Evaluation and machine learning improvement of global hydrological model-based flood simulations 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2019, 14 (11)
作者:  Yang, Tao;  Sun, Fubao;  Gentine, Pierre;  Liu, Wenbin;  Wang, Hong;  Yin, Jiabo;  Du, Muye;  Liu, Changming
收藏  |  浏览/下载:9/0  |  提交时间:2020/02/17
flood simulation  machine learning  global hydrological model  long short-term memory  
Development of a daily PM10 and PM2.5 prediction system using a deep long short-term memory neural network model 期刊论文
ATMOSPHERIC CHEMISTRY AND PHYSICS, 2019, 19 (20) : 12935-12951
作者:  Kim, Hyun S.;  Park, Inyoung;  Song, Chul H.;  Lee, Kyunghwa;  Yun, Jae W.;  Kim, Hong K.;  Jeon, Moongu;  Lee, Jiwon;  Han, Kyung M.
收藏  |  浏览/下载:7/0  |  提交时间:2019/11/27