• Title/Summary/Keyword: cold sensitivity

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Cold sensitivity classification using facial image based on convolutional neural network

  • lkoo Ahn;Younghwa Baek;Kwang-Ho Bae;Bok-Nam Seo;Kyoungsik Jung;Siwoo Lee
    • The Journal of Korean Medicine
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    • v.44 no.4
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    • pp.136-149
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    • 2023
  • Objectives: Facial diagnosis is an important part of clinical diagnosis in traditional East Asian Medicine. In this paper, we proposed a model to quantitatively classify cold sensitivity using a fully automated facial image analysis system. Methods: We investigated cold sensitivity in 452 subjects. Cold sensitivity was determined using a questionnaire and the Cold Pattern Score (CPS) was used for analysis. Subjects with a CPS score below the first quartile (low CPS group) belonged to the cold non-sensitivity group, and subjects with a CPS score above the third quartile (high CPS group) belonged to the cold sensitivity group. After splitting the facial images into train/validation/test sets, the train and validation set were input into a convolutional neural network to learn the model, and then the classification accuracy was calculated for the test set. Results: The classification accuracy of the low CPS group and high CPS group using facial images in all subjects was 76.17%. The classification accuracy by sex was 69.91% for female and 62.86% for male. It is presumed that the deep learning model used facial color or facial shape to classify the low CPS group and the high CPS group, but it is difficult to specifically determine which feature was more important. Conclusions: The experimental results of this study showed that the low CPS group and the high CPS group can be classified with a modest level of accuracy using only facial images. There was a need to develop more advanced models to increase classification accuracy.

A Comparative Study of Clothes-Wearing Behaviors According to Differences in Indoor Heating Systems and Cold Sensitivity (난방방식과 추위민감도에 따른 착의행동)

  • Zhang, Chong;Jun, Dae Geun;Jeong, Woon Seon
    • The Korean Journal of Community Living Science
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    • v.26 no.1
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    • pp.115-126
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    • 2015
  • The study investigates the clothes-wearing behaviors of female college students based on differences in indoor heating systems and cold sensitivity. The respondents included a total of 281 female college students living in South Korea and China. Data were analyzed through an ANOVA and, a paired t-test based on SPSS 21.0. Korean students were less dependent on winter clothing than Chinese students for the whole body parts except for the trunk. Korean students were more likely to feel coldness more but wore less clothing. Korean students' clothes-wearing behaviors with respect to coldness depended on the indoor heating system. Korean students tended to buy warmer clothing, although they preferred not to wear undergarments and tended to wear and to wear less winter clothing. Chinese students showed more active clothes-wearing behaviors to keep their feet warm. Finally, groups divided by indoor heating systems and cold sensitivity showed different clothes-wearing behaviors in comparison to those groups based only on indoor heating systems. Even in similar weather conditions, clothes-wearing behaviors for cold adaptation depended on the indoor heating systems and cold sensitivity. The results suggest that this perspective should be taken into consideration when evaluating clothes-wearing behaviors of certain groups or individuals.

A Case Report of Cold Sensitivity of Hands and Feet Patient (수족냉증 환자 치험 1례)

  • Cho, Jun-Young;Kim, Jin-Woo;Park, Kyoung-Sun;Lee, Chang-Hoon;Cho, Jung-Hoon;Jang, Jun-Bock;Lee, Kyung-Sub;Lee, Jin-Moo
    • The Journal of Korean Obstetrics and Gynecology
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    • v.24 no.3
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    • pp.195-202
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    • 2011
  • Purpose: The purpose of this study is to report the effect of Traditional Korean Medicine(TKM) on cold sensitivity of hands and feet. And we wanted that cold sensitivity of hands and feet was measured objectively and diagnosed definitely using Digital Infrared Thermographic Imaging(DITI). Methods: The patient in this case was a 29-year-old female. The chief complaint was cold sensitivity of hands and feet. We treated her by TKM and evaluated the progress of symptoms by DITI. And then we compared DITI before treatment and after treatment. Results: After TKM treatment, the differences of temperature of hands and feet were decreased on DITI, respectively. Conclusion: TKM treatment is effective on cold sensitivity of hands and feet. And DITI would be valid to measure for treatment's effect of cold sensitivity of hands and feet.

Standardization of diagnosis of cold hypersensitivity of hands and feet by D.I.T.I.

  • Lee, Kyung-Sub
    • Journal of Oriental Medical Thermology
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    • v.3 no.1
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    • pp.15-19
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    • 2004
  • Cold hypersensitivity means a condition feeling cold at a temperature when one should not feel so. Cold hypersensitivity has been diagnosed based on the patient's subjective complaints. But these days, cold hypersensitivity can be diagnosed by the help of D.I.T.I.(Digital Infrared Thermal Imaging) This study is designed to verify the validity of diagnosis of cold hypersensitivity by D.I.T.I. Thermographic findings of 100 outpatients who visited the Kangnam Korean Hospital, KyungHee University, Seoul, Korea, from June 2000 to November 2000 were analyzed. The experimental group consisted of 50 patients who complained cold hypersensitivity, and for the control group, 50 patients who did not complain cold hypersensitivity. For the diagnosis of cold hypersensitivity of the hands, thermographic measurements were performed on two pairs of areas(palm-upper arm and back of hand-upper arm). And for that of the feet, other two pairs of areas(anterior thigh-top of the feet and posterior thigh-heel). When the criterion for thermal deviation between the palm and the upper arm was appointed as higher than $0.3^{\circ}C$, the sensitivity was 94.0% and the specificity, 90.0%. And when the criterion for that between the anterior thigh and the top of feet was appointed higher than $2.0^{\circ}C$, the sensitivity was 94.0% and the specificity, 76.0%. Through this study, the diagnostic standard for cold hypersensitivity of hands and feet could be presented.

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User's Voluntary Heating Behavior for the Programming of the Efficient Heating Mode of Smart Base Layer Clothing (스마트 베이스 레이어 의복의 효과적인 발열모드 설정을 위한 사용자의 자율적 가열행동 연구)

  • Lee, Heeran;Hong, Kyunghi;Lee, Yejin;Kim, Soyoung
    • Journal of the Korean Society of Clothing and Textiles
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    • v.41 no.5
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    • pp.872-882
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    • 2017
  • There are no specific guidelines on how to control the heat input for the heat generating smart base layer. This study investigated the mode of actuating heat pad attached to the base layer by performing a human wear test in a cold environment. Subjects participating in the test wore T-shirts, jumper and pants on the base layer with heating pads. Skin temperature, total time of heating and the number of switching for the heating mode were observed as the subject controlled the heating mode voluntarily. The comfortable range of skin temperature on the abdomen was larger than on the lower back. The subject felt hot and turned off the switch when the mean skin temperature of the abdomen was $48.8^{\circ}C$ and the lower back was $40.1^{\circ}C$. The total heating time and the number of actuating switching were larger for women than men. The voluntary action of heating for men with high cold sensitivity was significantly different from men with low cold sensitivity. Therefore, it is necessary (depending on gender and cold sensitivity) to set the heating mode differently for the automatic heat control of a future smart base layer.

Displacement-Type Web Position Control of Cold Mills Using QFT (QFT를 이용한 냉간 압연시스템의 변위유도형 웹 위치제어)

  • Jeong, Jae-Hyo;Kim, Jong-Sik;Park, Jeon-Soo
    • Journal of the Korean Society for Precision Engineering
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    • v.18 no.9
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    • pp.147-155
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    • 2001
  • A new displacement type web position control system for cold mills using QFT is presented. The control system features an inner-outer cascaded system in which the inner loop provides the position tracking control of the hydraulic system and the outer loop provides the position regulation control of the web. By the sensitivity analysis and computer simulation, it is verified that the proposed control system has better robust stability and performance than the conventional control system.

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Steering-Type Web Position Control of Cold Mills Using QFT (QFT를 이용한 냉간 압연시스템의 조타유도형 웹 위치제어)

  • Lee, Gyu-Jun;Jeong, Jae-Hyo;Kim, Jong-Sik;Choe, Jin-Tae
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.26 no.1
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    • pp.31-38
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    • 2002
  • A new steering-type web position control system for cold mills using QFT is presented. The control system features an inner-outer cascaded system in which the inner loop provides the position tracking control of hydraulic system and the outer loop provides the position regulation control of the web. By the sensitivity analysis and computer simulation, it is verified that the proposed control system has better robust stability and performance than the conventional PH) control system.

System Mode and Sensitivity Analysis for Brake Judder Reduction (브레이크 저더 개선을 위한 시스템 모드분석 및 민감도해석)

  • Hwang In-Jin;Park Gyung-Jin
    • Transactions of the Korean Society of Automotive Engineers
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    • v.13 no.6
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    • pp.142-153
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    • 2005
  • The brake judder is a phenomenon that the steering wheel is abnormally vibrating when the car is braked at a high speed. It is classified by the cold and the hot judder. The former is generated due to the initial uneven disk surface and the latter is resulted from the uneven heat spots on disc surface by repeatedly braking. There are two ways to reduce the judder. One is to control vibration by modification of the disk shapes and pad ingredients. The other is to improve modal characteristics of the suspension system. The latter approach is used in this research. In this paper, the real vehicle test and computer simulation are considered to systematically understand the judder phenomenon of the vehicle. The Macpherson strut suspension is employed. Especially, the judder sensitivity is calculated based on design sensitivity analysis. A bush stiffness was reworked and braking test was done to verify the sensitivity result. The judder reduction by the mode control was verified.

The Cut Off Values for Diagnosing Cold Hypersensitivity of Hands by Using Digital Infrared Thermographic Imaging (적외선 체열 촬영을 이용한 수부냉증 진단의 절단값 산정)

  • Jo, Jun-Young;Park, Kyoung-Sun;Lee, Chang-Hoon;Jang, Jun-Bock;Lee, Kyung-Sub;Lee, Jin-Moo
    • The Journal of Korean Obstetrics and Gynecology
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    • v.25 no.3
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    • pp.95-102
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    • 2012
  • Purpose: The purpose of this study is to define the cut off values of cold hypersensitivity of hands by using digital infrared thermographic imaging(DITI). Methods: Thermographic images of 130 patients with cold hypersensitivity of hands(CHHG, n=65) and non-cold hypersensitivity of hands(NCHHG, n=65) were retrospectively reviewed. We used the temperature difference the palm(PC8) and the upper arm(LU4) for diagnosing cold hypersensitivity of hands. The temperature differences of between two groups were analysed using independent samples t-tests. The cut off values were calculated by ROC curve analysis. Analyses were undertaken using SPSS version 17.0. P value of < 0.05 was considered significant. Results: The temperature difference the palm(PC8) and the upper arm(LU4) were significantly different between groups(p < 0.001). Using receiver operating characteristic curve analysis, the sensitivity, specificity, and area under the curve were 70.8%, 73.8%, respectively both hands. The AUC was 0.822 on right hand and 0.818 on left hand. The optimum cut-off value was defined as $-0.05^{\circ}C$. Conclusions: These results suggest that DITI is a reliable instrument for estimating the cold hypersensitivity of hands.

Cold shock sensitive growth of Bacillus subtilis mutants deleted for genes involved in fatty acid synthesis (지방산 생합성 관련 유전자 결손 Bacillus subtilis 균주들의 저온충격 민감성 생장)

  • Kim, Do Hyung;Lee, Sang Soo
    • Korean Journal of Microbiology
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    • v.54 no.1
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    • pp.9-17
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    • 2018
  • To investigate the role of bkdR, sigL, yplP, and des genes which were known to be involved in fatty acid synthesis and sensitive at low temperature, deletion mutants of Bacillus subtilis CU1065 and JH642 were constructed. To determine the low temperature sensitivity of these genes, we compared the growth curves of cells at $37^{\circ}C$ and $15^{\circ}C$. At $37^{\circ}C$, wild type and deletion mutants showed almost similar growth but only bkdR deletion strain at $15^{\circ}C$ showed very slow growing compared with wild type. At $15^{\circ}C$ sigL and yplP deletions were somewhat slower or similar to those of wild type strain. Double and triple mutants for bkdR, sigL, yplP deletions were constructed and grown at $20^{\circ}C$ in LB agar to investigate cold sensitive growth. Double or triple deletions including bkdR deletion showed cold sensitive growing. In order to identify more clearly cold sensitive growth, the experiments were carried out under cold shock conditions in which the temperature was lowered from $37^{\circ}C$ to $15^{\circ}C$ at the point of 0.4 optical densities at 600 nm. In these cold shock experiments, only bkdR deletion showed significantly lower growing and additional des deletion increases cold sensitivity. The bkdR activates the bkd operon, which catabolized isoleucine, valine and leucine, amino acids and produce precursors for the synthesis of branched fatty acids. At cold shock growing of bkdR deletion strain, isoleucine recovered cold sensitivity of bkdR deletion but valine did not restore cold sensitivity. Isoleucine is used as a precursor for the synthesis of anteiso-branched fatty acids. On the other hand, valine is used as a precursor for the synthesis of iso-branched fatty acids. This indicates that anteiso-branched fatty acid plays an important role at the cold shock condition.