高原高寒士兵智能體能訓(xùn)練評(píng)價(jià)技術(shù)研究與應(yīng)用
本文選題:體能訓(xùn)練 + 能耗 ; 參考:《電子科技大學(xué)》2017年碩士論文
【摘要】:為解決高原地區(qū)基層部隊(duì)體能訓(xùn)練效果評(píng)價(jià)手段過(guò)于單一,訓(xùn)練計(jì)劃制定不科學(xué)等問(wèn)題。本文以體能訓(xùn)練相關(guān)技術(shù)為研究?jī)?nèi)容,以精確掌握每名士兵的訓(xùn)練效果為原則,設(shè)計(jì)出相對(duì)科學(xué)公正的訓(xùn)練評(píng)價(jià)平臺(tái),最終達(dá)到高效提高體能訓(xùn)練效果和水平的目的。經(jīng)過(guò)對(duì)駐高原部隊(duì)實(shí)際應(yīng)用環(huán)境的相關(guān)研究,設(shè)計(jì)適合士兵訓(xùn)練的實(shí)時(shí)監(jiān)測(cè)平臺(tái)。將平臺(tái)固定在士兵身上進(jìn)行實(shí)時(shí)采集訓(xùn)練數(shù)據(jù),通過(guò)通信基站將數(shù)據(jù)傳輸?shù)椒⻊?wù)器進(jìn)行數(shù)據(jù)分析,從中得出分析結(jié)果,給出合理化訓(xùn)練建議。平臺(tái)中涉及到內(nèi)容有訓(xùn)練方式的識(shí)別算法、計(jì)步算法、能耗測(cè)量模型,并通過(guò)實(shí)際應(yīng)用測(cè)評(píng)方式對(duì)各類算法的準(zhǔn)確性做出了驗(yàn)證,驗(yàn)證結(jié)果表明算法和模型準(zhǔn)確率達(dá)到了預(yù)期的效果。提出基于能耗率的單兵與基于能耗轉(zhuǎn)移進(jìn)步度評(píng)價(jià)指標(biāo)的多士兵訓(xùn)練效果評(píng)價(jià)模型,并通過(guò)實(shí)例對(duì)模型進(jìn)行了對(duì)比驗(yàn)證,結(jié)果表明該評(píng)價(jià)模型準(zhǔn)確可靠,做到了對(duì)體能訓(xùn)練效果科學(xué)、公正的評(píng)價(jià)。物聯(lián)網(wǎng)的發(fā)展使得在民用領(lǐng)域中越來(lái)越多嘗試使用可穿戴健康監(jiān)測(cè)產(chǎn)品,監(jiān)測(cè)產(chǎn)品的使用改變著我們的生活。從產(chǎn)品功能看,部分產(chǎn)品甚至做到了數(shù)據(jù)采集、傳輸、顯示、存儲(chǔ)和管理分析于一體,可見(jiàn)該領(lǐng)域的發(fā)展非常的快。然而對(duì)于軍用領(lǐng)域中,此類應(yīng)用仍然還處在研究階段,而且大多數(shù)的研究?jī)H僅還停留在針對(duì)運(yùn)動(dòng)步數(shù)、心跳或血壓等單一的數(shù)據(jù)進(jìn)行實(shí)時(shí)監(jiān)測(cè)顯示,而對(duì)后期數(shù)據(jù)的處理研究甚少,然而該項(xiàng)研究中的訓(xùn)練平臺(tái)在目前各類算法保密的情況下,實(shí)現(xiàn)了集計(jì)步、行為識(shí)別、能耗估算為一體的功能。不僅如此,在訓(xùn)練效果評(píng)價(jià)方面還考慮到體能基礎(chǔ)的差異給訓(xùn)練效果評(píng)價(jià)帶來(lái)的困擾,設(shè)計(jì)出基于單兵能耗率和多士兵能耗進(jìn)步度的體能訓(xùn)練評(píng)價(jià)模型,做到對(duì)訓(xùn)練科學(xué)公正的評(píng)判,為組訓(xùn)者合理制定訓(xùn)練計(jì)劃提供客觀可靠依據(jù),不僅做到高效提高體能訓(xùn)練效果,還避免訓(xùn)練傷的出現(xiàn),為提高高原高寒部隊(duì)?wèi)?zhàn)斗力生成做出了應(yīng)有的貢獻(xiàn)。
[Abstract]:In order to solve the problem that the evaluation method of physical fitness training effect of grass-roots troops in plateau area is too single and the training plan is unscientific. In this paper, the relative scientific and fair training evaluation platform is designed based on the research content of physical fitness training technology and the principle of accurately mastering the training effect of each soldier. Finally, the purpose of improving the physical fitness training effect and level is achieved. A real-time monitoring platform suitable for soldiers training was designed by studying the practical application environment of troops in plateau. The platform is fixed on the soldiers to collect training data in real time, and the data is transmitted to the server through the communication base station for data analysis. The analysis results are obtained from the platform, and the rational training suggestions are given. The platform involves the training method of identification algorithm, step algorithm, energy consumption measurement model, and through the practical application of evaluation methods to verify the accuracy of various algorithms. The results show that the accuracy of the algorithm and the model reach the desired results. A multi-soldier training effect evaluation model based on the energy consumption rate and the evaluation index of energy transfer progress is proposed. The model is compared and verified by an example. The results show that the evaluation model is accurate and reliable. The result of physical training is scientific and fair. With the development of the Internet of things, more and more wearable health monitoring products have been tried in the field of civil use, and the use of monitoring products has changed our lives. From the point of view of product function, some products even achieve data acquisition, transmission, display, storage and management analysis in one, so the development of this field is very fast. However, for military applications, these applications are still in the research stage, and most of the studies only focus on real-time monitoring of single data such as movement steps, heart rate or blood pressure. However, the training platform in this study has realized the functions of counting steps, behavior recognition and energy consumption estimation under the condition that all kinds of algorithms are confidential. Moreover, in the aspect of training effect evaluation, considering the puzzlement caused by the difference of physical ability foundation, a physical fitness training evaluation model based on single soldier energy consumption rate and multi-soldier energy consumption progress degree is designed. To judge training scientifically and fairly, to provide objective and reliable basis for the group to make training plan reasonably, not only to improve the effect of physical training, but also to avoid the appearance of training injury. In order to improve the combat effectiveness of the alpine army, it has made its due contribution.
【學(xué)位授予單位】:電子科技大學(xué)
【學(xué)位級(jí)別】:碩士
【學(xué)位授予年份】:2017
【分類號(hào)】:E251;TP391.44;TN929.5
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