首页> 外文OA文献 >Exploring Strategies for Classification of External Stimuli Using Statistical Features of the Plant Electrical Response
【2h】

Exploring Strategies for Classification of External Stimuli Using Statistical Features of the Plant Electrical Response

机译:利用maTLaB探索外部刺激分类策略   植物电响应的统计特征

代理获取
本网站仅为用户提供外文OA文献查询和代理获取服务,本网站没有原文。下单后我们将采用程序或人工为您竭诚获取高质量的原文,但由于OA文献来源多样且变更频繁,仍可能出现获取不到、文献不完整或与标题不符等情况,如果获取不到我们将提供退款服务。请知悉。

摘要

Plants sense their environment by producing electrical signals which inessence represent changes in underlying physiological processes. Theseelectrical signals, when monitored, show both stochastic and deterministicdynamics. In this paper, we compute 11 statistical features from the rawnon-stationary plant electrical signal time series to classify the stimulusapplied (causing the electrical signal). By using different discriminantanalysis based classification techniques, we successfully establish that thereis enough information in the raw electrical signal to classify the stimuli. Inthe process, we also propose two standard features which consistently give goodclassification results for three types of stimuli - Sodium Chloride (NaCl),Sulphuric Acid (H2SO4) and Ozone (O3). This may facilitate reduction in thecomplexity involved in computing all the features for online classification ofsimilar external stimuli in future.
机译:植物通过产生电信号来感知环境,这种电信号代表了潜在生理过程的变化。这些电信号在被监视时既显示随机动力学也显示确定性动力学。在本文中,我们从原始的非平稳植物电信号时间序列中计算出11个统计特征,以对所施加的刺激(引起电信号)进行分类。通过使用基于判别分析的不同分类技术,我们成功地确定原始电信号中有足够的信息来对刺激进行分类。在此过程中,我们还提出了两个标准特征,它们对三种类型的刺激物(氯化钠(NaCl),硫酸(H2SO4)和臭氧(O3))始终给出良好的分类结果。这可以促进减少将来计算相似的外部刺激的在线分类的所有特征时所涉及的复杂性。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
代理获取

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号