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Guest Editorial for Special Issue on Time Series Classification

IEEE/CAA Journal of Automatica Sinica 2019年第6期6卷 1291-1292页

作者： Houshang Darabi Georgiana Ifrim patrick schafer Diego Furtado Silva Department of Mechanical and Industrial Engineering University of Illinois at Chicago(UIC) University of Bucharest Romania University of Berlin Sciences(ICMC) University of Sao Paulo

TIME series classification research and applications have recently received a lot of *** the rapid advancement of technological devices,time series data are being collected by a wide variety of devices,resulting in a wide range of research and *** fields of studies,ranging from healthcare to weather readings,require time series *** and action recognition using time series data from fitness trackers are commonly being ***,a new generation of algorithms and techniques are being used to classify time series data that are extensively available to the research *** example,recently deep learning techniques that utilize convolutions and recurrent neural networks are being used to classify epileptic seizures from EEG recordings made available at the University of California-Irvine data repository.

关键词： classify utilize recording

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Regulation of Resource Partitioning Coordinates Nitrogen and Rhizobia Responses and Autoregulation of Modulation in Medicago tmncatula

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Molecular Plant 2019年第6期12卷 833-846页

作者： Beatriz Lagunas Mingkee Achom Roxanna Bonyadi-Pour Alonso J.Pardal Bethany L.Richmond Chrysi Sergaki Saul Vazquez patrick schafer Sascha Ott John Hammond Miriam L.Gifford School of Life Sciences University of Warwick Coventry CV4 7AL UK Department of Computer Science University of Warwick Coventry CV4 7AL UK Gateway Building Sutton Bonington Campus University of Nottingham Sutton Bonington LE12 5RD UK School of Agriculture Policy and Development University of Reading Reading RG6 6AH UK Southern Cross Plant Science Southern Cross University Lismore NSW 2480 Australia

Understanding how plants respond to nitrogen in their environment is crucial for determining how they use it and how the nitrogen use affects other processes related to plant growth and development. Under nitrogen limitation the activity and affinity of uptake systems is increased in roots, and lateral root formation is regulated in order to adapt to low nitrogen levels and scavenge from the soil. Plants in the legume family can form associations with rhizobial nitrogen-fixing bacteria, and this association is tightly regulated by nitrogen levels. The effect of nitrogen on nodulation has been extensively investigated, but the effects of nodulation on plant nitrogen responses remain largely unclear. In this study, we integrated molecular and phenotypic data in the legume Medicago truncatula and determined that genes controlling nitrogen influx are differently expressed depending on whether plants are mock or rhizobia inoculated. We found that a functional autoregulation of nodulation pathway is required for roots to perceive, take up, and mobilize nitrogen as well as for normal root development. Our results together revealed that autoregulation of nodulation, root development, and the location of nitrogen are processes balanced by the whole plant system as part of a resource-partitioning mechanism.

关键词： Nitrogen transport Medicago root system architecture transcriptomics autoregulation of nodulation rhizobia

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自动在线监测使废品率减少35％

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现代制造 2015年第19期 32-33页

作者： patrick schafer

以前镜片的表面质量只能在生产结束时检查，如今有一种新方法可以在前面的生产阶段就检查镜片的光洁度，这样废品率最高可以减少35％。

关键词：废品率在线监测生产阶段表面质量光洁度检查镜片

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