學(xué)術(shù)動(dòng)態(tài)

桑培俊:Stopping time detection of wood panel compression: A functional time series approach
2024年07月02日 | 點(diǎn)擊次數(shù):

報(bào)告承辦單位: 數(shù)學(xué)與統(tǒng)計(jì)學(xué)院

報(bào)告題目: Stopping time detection of wood panel compression: A functional time series approach

報(bào)告內(nèi)容: We consider determining the optimal stopping time for the glue curing of wood panels in an automatic process environment. Using the near-infrared spectroscopy technology to monitor the manufacturing process ensures substantial savings in energy and time. We collect a time-series of curves from a near-infrared spectrum probe consisting of 72 spectra and aim to detect an optimal stopping time. We propose an estimation procedure to determine the optimal stopping time of wood panel compression and the estimation uncertainty associated with the estimated stopping time. Our method first divides the entire data set into a training sample and a testing sample, then iteratively computes integrated squared forecast errors based on the testing sample. We then apply a structural break detection method with one breakpoint to determine an estimated optimal stopping time from a univariate time-series of the integrated squared forecast errors. We also investigate the finite sample performance of the proposed method via a series of simulation studies.

報(bào)告人姓名: 桑培俊

報(bào)告人所在單位: 加拿大滑鐵盧大學(xué)

報(bào)告人職稱/職務(wù)及學(xué)術(shù)頭銜: 副教授

報(bào)告時(shí)間: 202475日上午1000-11:00

報(bào)告地點(diǎn): 理科樓A419

報(bào)告人簡(jiǎn)介: 桑培俊,本科就讀于浙江大學(xué),2018年在加拿大 Simon Fraser University取得博士學(xué)位, 隨后加入加拿大滑鐵盧大學(xué)擔(dān)任助理教授, 并于20247月晉升為副教授。在Biometrics, Statistica Sinica, Journal of Computational and Graphical Statistics等統(tǒng)計(jì)雜志發(fā)表多篇文章。主要研究方向是非參數(shù)回歸,函數(shù)型數(shù)據(jù)和實(shí)時(shí)數(shù)據(jù),尤其是函數(shù)型數(shù)據(jù)分析回歸模型中的統(tǒng)計(jì)推斷問題以及實(shí)時(shí)函數(shù)型數(shù)據(jù)的回歸問題。目前擔(dān)任統(tǒng)計(jì)雜志The American Statistician 的副主編.

 

 

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