{"title":"Heart rate control using first- and second-order models during treadmill exercise.","authors":"Hanjie Wang, Kenneth J Hunt","doi":"10.1080/21642583.2021.1976304","DOIUrl":null,"url":null,"abstract":"<p><p>Heart rate control using first- and second-order models was compared using a novel control design strategy which shapes the input sensitivity function. Ten participants performed two feedback control test series on a treadmill with square wave and constant references. Using a repeated measures, counterbalanced study design, each series compared controllers C1 and C2 based on first- and second-order models, respectively. In the first series, tracking accuracy root-mean-square tracking error (RMSE) was not significantly lower for C2: 2.59 bpm vs. 2.69 bpm (mean, C1 vs. C2), <i>p</i> = 0.79. But average control signal power was significantly higher for C2: <math><mn>11.29</mn> <mo>×</mo> <msup><mn>10</mn> <mrow><mo>-</mo> <mn>4</mn></mrow> </msup> <mspace></mspace> <msup><mrow><mi>m</mi></mrow> <mn>2</mn></msup> <mrow><mo>/</mo></mrow> <msup><mrow><mi>s</mi></mrow> <mn>2</mn></msup> </math> vs. <math><mn>27.91</mn> <mo>×</mo> <msup><mn>10</mn> <mrow><mo>-</mo> <mn>4</mn></mrow> </msup> <mspace></mspace> <msup><mrow><mi>m</mi></mrow> <mn>2</mn></msup> <mrow><mo>/</mo></mrow> <msup><mrow><mi>s</mi></mrow> <mn>2</mn></msup> </math> , <math><mi>p</mi> <mo>=</mo> <mn>3.1</mn> <mo>×</mo> <msup><mn>10</mn> <mrow><mo>-</mo> <mn>10</mn></mrow> </msup> </math> . In the second series, RMSE was also not significantly lower for C2: 1.99 bpm vs. 1.94 bpm, <i>p</i> = 0.39; but average control signal power was again significantly higher for C2: <math><mn>2.20</mn> <mo>×</mo> <msup><mn>10</mn> <mrow><mo>-</mo> <mn>4</mn></mrow> </msup> <mspace></mspace> <msup><mrow><mi>m</mi></mrow> <mn>2</mn></msup> <mrow><mo>/</mo></mrow> <msup><mrow><mi>s</mi></mrow> <mn>2</mn></msup> </math> vs. <math><mn>2.78</mn> <mo>×</mo> <msup><mn>10</mn> <mrow><mo>-</mo> <mn>4</mn></mrow> </msup> <mspace></mspace> <msup><mrow><mi>m</mi></mrow> <mn>2</mn></msup> <mrow><mo>/</mo></mrow> <msup><mrow><mi>s</mi></mrow> <mn>2</mn></msup> </math> , <i>p</i> = 0.045. The results provide no evidence that controllers based on second-order models lead to better tracking accuracy, despite the finding that they are significantly more dynamic. Further investigation using a substantially larger sample size is warranted.</p>","PeriodicalId":46282,"journal":{"name":"Systems Science & Control Engineering","volume":"9 1","pages":"651-662"},"PeriodicalIF":3.2000,"publicationDate":"2021-09-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/95/34/TSSC_9_1976304.PMC8494276.pdf","citationCount":"6","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Systems Science & Control Engineering","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1080/21642583.2021.1976304","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2021/1/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"AUTOMATION & CONTROL SYSTEMS","Score":null,"Total":0}
引用次数: 6
Abstract
Heart rate control using first- and second-order models was compared using a novel control design strategy which shapes the input sensitivity function. Ten participants performed two feedback control test series on a treadmill with square wave and constant references. Using a repeated measures, counterbalanced study design, each series compared controllers C1 and C2 based on first- and second-order models, respectively. In the first series, tracking accuracy root-mean-square tracking error (RMSE) was not significantly lower for C2: 2.59 bpm vs. 2.69 bpm (mean, C1 vs. C2), p = 0.79. But average control signal power was significantly higher for C2: vs. , . In the second series, RMSE was also not significantly lower for C2: 1.99 bpm vs. 1.94 bpm, p = 0.39; but average control signal power was again significantly higher for C2: vs. , p = 0.045. The results provide no evidence that controllers based on second-order models lead to better tracking accuracy, despite the finding that they are significantly more dynamic. Further investigation using a substantially larger sample size is warranted.
期刊介绍:
Systems Science & Control Engineering is a world-leading fully open access journal covering all areas of theoretical and applied systems science and control engineering. The journal encourages the submission of original articles, reviews and short communications in areas including, but not limited to: · artificial intelligence · complex systems · complex networks · control theory · control applications · cybernetics · dynamical systems theory · operations research · systems biology · systems dynamics · systems ecology · systems engineering · systems psychology · systems theory