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DATCN: Deep Attention fused Temporal Convolution Network for the prediction of monitoring indicators in the tunnel

  • Bowen, Du;Zhixin, Zhang;Junchen, Ye;Xuyan, Tan;Wentao, Li;Weizhong, Chen
    • Smart Structures and Systems
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    • v.30 no.6
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    • pp.601-612
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    • 2022
  • The prediction of structural mechanical behaviors is vital important to early perceive the abnormal conditions and avoid the occurrence of disasters. Especially for underground engineering, complex geological conditions make the structure more prone to disasters. Aiming at solving the problems existing in previous studies, such as incomplete consideration factors and can only predict the continuous performance, the deep attention fused temporal convolution network (DATCN) is proposed in this paper to predict the spatial mechanical behaviors of structure, which integrates both the temporal effect and spatial effect and realize the cross-time prediction. The temporal convolution network (TCN) and self-attention mechanism are employed to learn the temporal correlation of each monitoring point and the spatial correlation among different points, respectively. Then, the predicted result obtained from DATCN is compared with that obtained from some classical baselines, including SVR, LR, MLP, and RNNs. Also, the parameters involved in DATCN are discussed to optimize the prediction ability. The prediction result demonstrates that the proposed DATCN model outperforms the state-of-the-art baselines. The prediction accuracy of DATCN model after 24 hours reaches 90 percent. Also, the performance in last 14 hours plays a domain role to predict the short-term behaviors of the structure. As a study case, the proposed model is applied in an underwater shield tunnel to predict the stress variation of concrete segments in space.

The study on utilization of Hyangyak in 「Single-medicine prescription treatment of domestic herbs」 of 『Kwangjebikeup』 : Focusing on Ginseng (『광제비급』의 「향약단방치험」에 나타난 향약활용법에 대한 연구 - 인삼을 중심으로)

  • Kang, Yun Mi;Kim, Yun Kyung;Ahn, Sang Woo
    • The Korea Journal of Herbology
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    • v.29 no.3
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    • pp.1-10
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    • 2014
  • Objectives : In this study, we investigated Hyangyak in "Single-medicine prescription treatment of domestic herbs" of "Kwangjebikeup" and then conducted further studies focusing on ginseng as it is written in "Single-medicine prescription treatment of domestic herbs". Methods : Through a study of classical literature on Hyangyak and ginseng, information regarding the two was gathered and analyzed, with respect to both time and region. Results : All of the herbs in "Single-medicine prescription treatment of domestic herbs", the 4th volume of "Kwangjebikeup", are domestic herbs. Ginseng was a part of the flora of the Korean Peninsula from long ago and ginseng was cultivated from most of the peninsula. We confirmed cultivation of ginseng in Sungcheon, Pyungan-do and most areas of Hamgyeong-do through geography books such as "Geography Monograph of King Sejong". Because the natural environmental condition of the Korean Peninsula was conducive to growing wild ginseng, it was possible to cultivate ginseng. In the late Chosun period, cultivated ginseng was so prevalent that people would have been able to collect and use ginseng without great difficulty. In "Kwangjebikeup", ginseng shows superior efficacy in terms of first-aid. "Kwangjebikeup" contains practical herbal medicines that were based on obtainable ingredients. Conclusions : The purpose of publication of this book was to make medical knowledge available to general public in an easy-to-understand form. And through added clinical experiences of the author, we know that "Kwangjebikeup" played a role in settlement and spreading of foreign knowledge to civilians.

Proofreading of one Ryang based on the Ratio of Maximum and Minimum Dose in the Decoction of ≪Treatise on Cold Damage Diseases≫ (≪상한론≫ 탕제에서 한약 하루 먹는 량 최대와 최소 비율에 근거한 복용량 1 량(兩) 교정)

  • Kim, In-Rak
    • The Korea Journal of Herbology
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    • v.34 no.1
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    • pp.43-50
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    • 2019
  • Objectives : The purpose of this study was to proofread 'one ryang' in the Decoction of ${\ll}$Treatise on Cold Damage Diseases${\gg}$. Methods : I found out the ratio of maximum dose and minimum dose in this book. On the basis of the ratio, I corrected 'one ryang' in diverse decoctions. Results : In any decoction, maximum dose of medicinal medica in one decoction could not exceed four times minimum dose. Specifically, in the case that maximum dose in one decoction is sixteen ryang, it could not exceed eight times minimum dose in the same decoction. Any medicinal medica used in two decoctions or more, its maximum dose could not exceed four times minimum dose in other decoctions. On the basis of these results, it should be changed into three ryangs that are one ryang dose of 'Haematitum' of Seonbokdaeja Tang, 'Ginger' of Bujageongang Tang, Baektong Tang, Baektonggajeodamjep Tang and Senggangsasim Tang. Furthermore it should be changed into two ryangs that are one ryang dose of 'Coptidis Rhizoma' of Sohamhyung Tang, 'Ginger' of Dowha Tang, 'Ginseng Radix' of Whubaksenggangbanhagamchoinsam Tang, 'Polyporus, Poria Sclerotium, Alismatis Rhizoma, Talcum and Asini Corii Colla' of Jeoryeong Tang, 'Cimicifugae Rhizoma, Atractylodis Rhizoma Alba and Anemarrhenae Rhizoma' of Mahuangshengma Tang and 'Cassiae Cortex Interior' of Gyejigamchoryonggolmoryeo Tang. Conclusions : These results suggest that one ryang of thirteen medicinal medica such as Haematitum or Ginger of eleven decoctions such as Seonbokdaeja Tang or Bujageongang Tang should be changed into two or three ryangs.

An Improved ViBe Algorithm of Moving Target Extraction for Night Infrared Surveillance Video

  • Feng, Zhiqiang;Wang, Xiaogang;Yang, Zhongfan;Guo, Shaojie;Xiong, Xingzhong
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.15 no.12
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    • pp.4292-4307
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    • 2021
  • For the research field of night infrared surveillance video, the target imaging in the video is easily affected by the light due to the characteristics of the active infrared camera and the classical ViBe algorithm has some problems for moving target extraction because of background misjudgment, noise interference, ghost shadow and so on. Therefore, an improved ViBe algorithm (I-ViBe) for moving target extraction in night infrared surveillance video is proposed in this paper. Firstly, the video frames are sampled and judged by the degree of light influence, and the video frame is divided into three situations: no light change, small light change, and severe light change. Secondly, the ViBe algorithm is extracted the moving target when there is no light change. The segmentation factor of the ViBe algorithm is adaptively changed to reduce the impact of the light on the ViBe algorithm when the light change is small. The moving target is extracted using the region growing algorithm improved by the image entropy in the differential image of the current frame and the background model when the illumination changes drastically. Based on the results of the simulation, the I-ViBe algorithm proposed has better robustness to the influence of illumination. When extracting moving targets at night the I-ViBe algorithm can make target extraction more accurate and provide more effective data for further night behavior recognition and target tracking.

Dynamic response of FG porous nanobeams subjected thermal and magnetic fields under moving load

  • Esen, Ismail;Alazwari, Mashhour A.;Eltaher, Mohamed A;Abdelrahman, Alaa A.
    • Steel and Composite Structures
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    • v.42 no.6
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    • pp.805-826
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    • 2022
  • The free and live load-forced vibration behaviour of porous functionally graded (PFG) higher order nanobeams in the thermal and magnetic fields is investigated comprehensively through this work in the framework of nonlocal strain gradient theory (NLSGT). The porosity effects on the dynamic behaviour of FG nanobeams is investigated using four different porosity distribution models. These models are exploited; uniform, symmetrical, condensed upward, and condensed downward distributions. The material characteristics gradation in the thickness direction is estimated using the power-law. The magnetic field effect is incorporated using Maxwell's equations. The third order shear deformation beam theory is adopted to incorporate the shear deformation effect. The Hamilton principle is adopted to derive the coupled thermomagnetic dynamic equations of motion of the whole system and the associated boundary conditions. Navier method is used to derive the analytical solution of the governing equations. The developed methodology is verified and compared with the available results in the literature and good agreement is observed. Parametric studies are conducted to show effects of porosity parameter; porosity distribution, temperature rise, magnetic field intensity, material gradation index, non-classical parameters, and the applied moving load velocity on the vibration behavior of nanobeams. It has been showed that all the analyzed conditions have significant effects on the dynamic behavior of the nanobeams. Additionally, it has been observed that the negative effects of moving load, porosity and thermal load on the nanobeam dynamics can be reduced by the effect of the force induced from the directed magnetic field or can be kept within certain desired design limits by controlling the intensity of the magnetic field.

Characterizing the Stimulation Intensity in Acupuncture Manipulation Techniques for Tonification and Sedation Therapy (침자 보사에서 자침 자극 강도의 특성)

  • Yoon, Da-Eun;Jang, Woochang;Ryu, Yeonhee;Lee, In-Seon;Chae, Younbyoung
    • Korean Journal of Acupuncture
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    • v.39 no.3
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    • pp.91-96
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    • 2022
  • Objectives : The purpose of this study was to characterize the stimulation intensity in acupuncture manipulation techniques for tonification and sedation therapy. Methods : To describe the level of stimulation used in acupuncture manipulation techniques for tonification and sedation therapy, we reviewed the acupuncture manipulation techniques described in classical medical textbooks. Results : Based on the patients' conditions and pattern identification, acupuncture manipulation strategies for tonification and sedation therapy were chosen. For example, the excess condition was treated with sedative therapy, and the deficiency condition was treated with tonification therapy. For tonification therapy, weak to modest stimulation was applied in acupuncture manipulation techniques, whereas intense stimulation was applied for sedative therapy. Even though the intensity of acupuncture stimulation was chosen based on the clinical examination, deqi sensation is a crucial component of acupuncture treatment, and during acupuncture practice, the practitioner should choose the right intensity of acupuncture stimulation based on deqi response in each patient. Conclusions : We concluded that the tonifying and sedative effects of acupuncture treatment are related to the stimulation intensity of acupuncture manipulation techniques. For individualized medicine, the right amount of acupuncture stimulation should be administered based on the patients' conditions and responses, such as deqi responses.

Femoral Tunnel Drilling Techniques in Anterior Cruciate Ligament Reconstruction (전방십자인대 대퇴터널 형성을 위한 방법들과 각각의 장단점)

  • Lee, Sang Hak;Lee, Myeong Gu
    • Journal of the Korean Orthopaedic Association
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    • v.55 no.4
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    • pp.311-317
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    • 2020
  • The most recent concept in anterior cruciate ligament reconstruction is an anatomical single bundle anterior cruciate ligament reconstruction. For an anatomical anterior cruciate ligament reconstruction, the tibial tunnel is made anterior than before, and the femoral tunnel is made in a lower and oblique direction compared to the classical method using the transtibial technique. The anteromedial portal technique, outside-in technique, and modified transtibial technique have been performed to produce femoral tunnels with anatomical positions. Each method has different advantages and disadvantages and is chosen based on the operator's preferences, experience, instruments, and implants.

Olfactory Dysfunction in COVID-19 from a Korean Medical Perspective (COVID-19 후각 이상에 대한 한의학적 고찰)

  • Kim, Sanghyun;Kim, Jong-hyun
    • Journal of Korean Medical classics
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    • v.35 no.2
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    • pp.99-120
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    • 2022
  • Objectives : To analyze symptoms of olfactory dysfunction caused by COVID-19 from a Korean Medical Perspective. Methods : Previous studies dealing with olfactory dysfunction accompanying COVID-19 were studied and analyzed for general characterization. Physiology and pathology of olfactory functions within the classical texts of Korean Medicine were collected and analyzed, through which symptoms of olfactory dysfunction in COVID-19 were examined. Results : Olfactory dysfunction manifested in high ratios in the early stages of confirmed COVID-19 cases, at times independent of other nasal symptoms such as blockage or discharge. There was a high chance of loss of taste being accompanied, while mental problems such as a tendency to have difficulty concentrating were present as well. In most cases, recovery took one to two weeks. From a Korean Medical perspective, physiology of olfactory function is closely linked to the Lungs, Ancetral Qi[宗氣], and the Heart, while its dysfunction could be explained by pathological factors such as Wind-Cold, Fire stagnation, Qi deficiency, Wind stroke, etc. Conclusions : In the context of external contraction disease[外感病], olfactory dysfunction could be caused by problems in the Lungs and Stomach that are responsible for breathing, or the Heart which is involved in recognizing and differentiating scent. General characteristics of COVID-19 imply it to be closely related to the Heart. In clinical application, overall symptoms need to be considered in diagnosis and treatment planning, after which further approaches could made to determine the problem to be of the Lung and Stomach, or of the Heart.

Study on Digitalisation of the Tourism Industry in the Regions of the Russian Federation

  • Ivanova, Raisa;Skrobotova, Olga;Polyakova, Irina;Karaseva, Galina;Strelnikova, Marina
    • International Journal of Computer Science & Network Security
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    • v.22 no.8
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    • pp.385-391
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    • 2022
  • The relevance of the published study lies in the fact that since the introduction of the first Global Distribution System, new information and communication technologies have constantly been changing the tourism industry. In the context of a current digital environment, travel agencies can't avoid participating in digital transformation processes aimed at rethinking operational models, skills, and organisational structures in the regions. This publication aims to present and provide a critical overview of digitalisation processes in tourism development in the regions of the Russian Federation, as well as to reflect on the challenges to the widespread digitalisation processes in the regional tourism sector. The subject of research is digitalisation processes, as they radically transform the modern tourism industry, in the regions as well. The pragmatic research paradigm was considered the most appropriate for the study of tourism digitalisation processes in the regions, as it does not require the selection of a specific theoretical basis for data collection. The pragmatic approach forms an alternative to classical theoretical approaches and serves as a particular type of grounded theory, combining both inductive and deductive methods. No software was used for the inductive part of the analysis. The deductive part was conducted using the qualitative data analysis software Nvivo 11. Given the wide diversity of interested parties in the regional tourism digital area, a stratified purposive sampling method was preferred due to its ability to adequately represent the full picture of the phenomenon under study. The selection and stratum criteria were chosen to maximise the representation of different perspectives in the regional tourism digital area. The novelty of the study is due to the digitalisation processes, with an implication of new needs, while opening up promising opportunities for more productive tourism business in the regions of the Russian Federation. Currently, e-tourism in the Russian Federation has become a subject of lively debate among scholars and practitioners. However, the involvement of advanced digitalisation technologies in the field of information processes in the regions of the Russian Federation is of a very sporadic character.

Selection of Effective Herbal Medicines for Parkinson's Disease Based on the Text Mining of the Classical Korean Medical Literature Donguibogam

  • Bae, Hyo Won;Lee, Tae Wook;Choi, Byung Tae;Shin, Hwa Kyoung;Yun, Young Ju
    • The Journal of Korean Medicine
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    • v.42 no.4
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    • pp.120-132
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    • 2021
  • Objectives: The prevalence of Parkinson's disease is on an upward trend along with an increase in the aging population but there is no available treatment that halts the progression of neurodegeneration. This study reports a numerical analysis on Donguibogam and suggests novel herbal drugs, which have never been researched before but found to be deemed effective in this study. Methods: Referring to 71 Korean medicine symptom terms that represent the symptoms of Parkinson's disease, 4170 prescriptions described in Donguibogam were classified into two groups based on whether their main effects were effective for Parkinson's disease or not. Comparing the two groups, the chi-square test was performed to select statistically significant herbs, while the t-test, Wilcoxon test, and descriptive statistics were performed to determine the appropriate dose. Results: One hundred and twenty-seven prescriptions effective for Parkinson's disease were identified. The chi-square test determined 17 herbs that are effective for symptomatic treatment. Among the medicinal herbs, the authors suggest Osterici seu Notopterygii Radix et Rhizoma, Ephedrae Herba, Aconiti Tuber, Myrrha, Sinomeni Caulis et Rhizoma, and Aconiti Kusnezoffii Tuber as herbal candidates that have never been studied for Parkinson's disease. Through the statistical tests, it was judged that the mean value of the dose of the entire prescription was the appropriate dose for each herb. Conclusions: Seventeen herbs were selected for Parkinson's disease and the appropriate daily dose were calculated. Furthermore, this study presented a new process that applies a statistical method to traditional medical literature and preselecting herbs deemed effective for specific diseases.