• Title/Summary/Keyword: Activity Monitor

Search Result 367, Processing Time 0.02 seconds

Classification of cardiotocograms using random forest classifier and selection of important features from cardiotocogram signal

  • Arif, Muhammad
    • Biomaterials and Biomechanics in Bioengineering
    • /
    • v.2 no.3
    • /
    • pp.173-183
    • /
    • 2015
  • In obstetrics, cardiotocography is a procedure to record the fetal heartbeat and the uterine contractions usually during the last trimester of pregnancy. It helps to monitor patterns associated with the fetal activity and to detect the pathologies. In this paper, random forest classifier is used to classify normal, suspicious and pathological patterns based on the features extracted from the cardiotocograms. The results showed that random forest classifier can detect these classes successfully with overall classification accuracy of 93.6%. Moreover, important features are identified to reduce the feature space. It is found that using seven important features, similar classification accuracy can be achieved by random forest classifier (93.3%).

Contribution of ERP/EEG Measurements for Monitoring of Neurological Disorders

  • Lamia Bouafif;Cherif Adnen
    • International Journal of Computer Science & Network Security
    • /
    • v.24 no.6
    • /
    • pp.59-66
    • /
    • 2024
  • Measurable electrophysiological changes in the scalp are frequently linked to brain activities. These progressions are called related evoked potentials (ERP), which are transient electrical responses recorded by electroencephalography (EEG) in light of tactile, mental, or motor enhancements. This painless strategy is gradually being used as a conclusion and clinical help. In this article, we will talk about the main ways to monitor brain activities in people with neurological diseases like Alzheimer's disease by analyzing EEG signals using ERP. We will also talk about how this method helps to detect the disease at an early stage.

Biomechanical Analysis on Dynamic Back Loading Related with Low Back Disorders with Toggle Tasks in Leather Industry Low back (피혁제조 공정 중 토글 작업에서 요통과 관련된 요추 부하의 생체역학적 분석과 개선 방안)

  • Kim, Kyoo Sang;Hong, Chang-Woo;Lee, Dong Kyung
    • Journal of Korean Society of Occupational and Environmental Hygiene
    • /
    • v.18 no.3
    • /
    • pp.239-247
    • /
    • 2008
  • Low back disorders (LBDs) have been the most common musculoskeletal problem in Korean workplaces. It affects many workers, and is associated with high costs to many companies as well as the individual, which can negatively influence even the quality of life of workers. The _evaluation of low back disorder risk associated with manual materials handling tasks can be performed using variety of ergonomic assessment tools such as National Institute for Occupational Safety and Health (NIOSH) Revised Lifting Equation (NLE), the Washington Administrative Code 296-62-0517 (WAC), the Snook Tables etc. But most of these tools provide limited information for choosing the most appropriate assessment method for a particular job and in finding out advantage and disadvantage of the methods, and few have been assessed for their predictive ability. The focus of this study was to _evaluate spinal loads in real time with lifting and pulling heavy cow leathers in variety of postures. Data for estimating mean trunk motions were collected as employees did their work at the job site, using the Lumbar Motion Monitor. Eight employees (2 males, 6 females) were selected in this study, in which the load weight and the vertical start and destination heights of the activity remained constant throughout the task. Variance components (three dimensional spaces) of mean trunk kinematic measures were estimated in a hierarchical design. They were used to compute velocity and acceleration of multiple employees performing the same task and to repetitive movements within a task. Therefore, a results of this study could be used as a quantitative, objective measure to design the workplace so that the risk of occupationally related low back disorder should be minimized.

Wireless Measurement of Human Motion Based on PDA (PDA기반 인체동작 무선계측)

  • Lee, Myong-Ho;Kim, Nam-Jin;Lee, Hwun-Jae;Jin, Gae-Whan;Lee, Sam-Ual;Lee, Jun-Hang;Lee, Sang-Bock;Lee, Tae-Soo
    • Journal of the Korean Society of Radiology
    • /
    • v.1 no.1
    • /
    • pp.39-44
    • /
    • 2007
  • In this study, wireless measurement technique for human motion was developed to monitor movement disorder patients during their daily life. MICA, TinyOS, and nesC, developed by UC Berkeley, were used as wireless sensor, its software platform, and programming language. The human motion data, generated by two axial accelerometer(ADXL202) was transmitted to PDA(iPaq3630) by 916Mhz short range communication chip(TR1000). It could be stored at PDA by simple Windows CE programming. To test the developed device, it was attached at human chest and the acquired data was shown as a graph during his motion of sitting, standing, and lying. The result showed that human motion could be logged without any hooking and constraints. Therefore, this device can be used to monitor patient's movement disorder and activity of daily life(ADL).

  • PDF

Exposure Assessment and Estimation of Nitrogen Dioxide on Office Worker Using Passive Monitor -Comparative Study of Seoul in Korea and Brisbane in Australia- (수동식 시료채취기를 이응한 사무실 직장인의 산화질소 노출평가 및 예측 -한국의 서울과 호주의 브리스베인 비교 연구-)

  • 양원호;손부순;김종오
    • Journal of Environmental Science International
    • /
    • v.11 no.3
    • /
    • pp.247-255
    • /
    • 2002
  • Indoor and outdoor nitrogen dioxide (NO$_2$) concentrations were measured and compared with measurements of personal exposures of 95 persons in Seoul, Korea and 57 persons in Brisbane, Australia, respectively. Time activity diary was used to determine the impact on NO$_2$ exposure assessment and microenvironmental model to estimate the personal NO$_2$ exposure. Most people both Seoul and Brisbane spent their times more than 90% of indoor and more than 50% in home, respectively. Personal NO$_2$ exposures were significantly associated with indoor NO$_2$ levels with Pearson coefficient of 0.70 (p<0.01) and outdoor NO$_2$ levels with Pearson coefficient of 0.66 (p<0.01) in Seoul and of 0.51 (p<0.01) and of 0.33 (p<0.05) in Brisbane, respectively. Using microenvironmental model by time weighted average model, personal NO$_2$ exposures were estimated with NO$_2$ measurements in indoor home, indoor office and outdoor home. Estimated NO$_2$ measurements were significantly correlated with measured personal exposures (r = 0.69, p<0.001) in Seoul and in Brisbane (r = 0.66, p<0.001), respectively. Difference between measured and estimated NO$_2$ exposures by multiple regression analysis was explained that NO$_2$ levels in near workplace and other outdoors in Seoul (p = 0.023), and in transportation in Brisbane (p = 0.019) affected the personal NO$_2$ exposures.

Application of Landsat images to Snow Cover Changes by Volcanic Activities at Mt. Villarrica and Mt. Llaima, Chile

  • Kim, Jeong-Cheol;Kim, Dae-Hyun;Park, Sung-Hwan;Jung, Hyung-Sup;Shin, Han-Sup
    • Korean Journal of Remote Sensing
    • /
    • v.30 no.3
    • /
    • pp.341-350
    • /
    • 2014
  • Landsat images can monitor the snow-covered Earth surface variations with the ground resolution of 30m and the multi-spectral bands in the visible, NIR, SWIR and TIR spectral regions for the last 30 years. The Southern Volcanic Zone (SVZ) of Chile consists of many volcanoes, and all of the volcanoes are covered with snow at the top of mountain. Snow cover area in southern province of the SVZ of Chile (37 to $46^{\circ}S$) have been influenced by significant frontal retreats as well as eruptive activities. In this study, we have investigated the changes of the snow-cover area and snow-line elevation at Mt. Villarrica and Mt. Llaima, Chile from three Landsat images acquired on Feb. 1990, 2005 and 2011. The snow-cover areas are 13.42, 26.75 and $21.60km^2$ at Mt. Villarrica in 1990, 2005 and 2011, respectively, and 3.82, 25.12 and $8.89km^2$ at Mt. Llaima in 1990, 2005 and 2011, respectively. The snow-line elevations are 1871, 1738 and 1826m at Mt. Villarrica in 1990, 2005 and 2011, respectively, and 2007, 1822 and 1818m at Mt. Llaima in 1990, 2005 and 2011, respectively. The results indicate that both of the snow-cover and snow-line changes are strongly related with the volcanic activity change. The results demonstrate that the snow-cover area and snow-line elevation changes can be used as an indicator of the volcanic activity at Mt. Villarrica and Mt. Llaima, Chile.

Neurobiochemical Analysis of Abnormal Fish Behavior Caused by Copper Toxicity (구리 독성에 기인하는 비정상적인 어류행동의 신경생화학적 분석)

  • 신성우;조현덕;전태수;김정상;이성규;고성철
    • Environmental Analysis Health and Toxicology
    • /
    • v.18 no.2
    • /
    • pp.145-153
    • /
    • 2003
  • The goal of this study is to develop a biomarker used in monitoring abnormal behaviors of Japanese medaka (Oryzias latipes) as a model organism caused by hazardous chemicals. Japanese medaka was treated by copper of appropriate sublethal concentrations after starvation for 48 hr. The untreated individuals showed common behavioral characteristics (i.e. , smooth and linear movements). Locomotive activity of the fish was monitored using an image processing and automatic data acquisition system. When treated with copper (100 ppb), the fish showed shaking patterns more frequently. As the concentration of copper increased to 1,000 ppb, activity decreated, and the fish showed an erratic movement. Fish were exposed to copper at various concentrations (0,100 and 1,000 ppb) for 24 hrs, and acetylcholine esterase (AChE) activity was observed. When fish were exposed to 1,000 ppb of copper, the body AChE activities appeared to decrease but the head AChE activities showed little change. Expressions of tyrosine hydroxylase (TH) protein in the different organs from both head (brain) and body (kidney) portions affected by the copper treatment were analyzed using immunohistochemical technique compared with control. Five organs of the fish (olfactory bulb, hyothalamus, optic lobe, pons and myelencephalon regions) showed a relatively strong TH protein expression in the control experiment. A differential expression of TH, however, was observed in the treatment (100 ppb and 1,000 ppb). The treatment (1,000 ppb) significantly suppressed TH protein production in the brain regions. In kidney, however, the same treatment caused little suppression compared with the control. Copper appeared to be less effective in suppression of TH than diazinon, a known TH suppressor. It was concluded that TH could be used at a potential biomarker to monitor the acute copper toxicity in Japanese medaka.

Effects of Single Treatment of Anti-Dementia Drugs on Sleep-Wake Patterns in Rats

  • Jung, Ji-Young;Roh, Moo-Taek;Ko, Kyung-Kyun;Jang, Hwan-Soo;Lee, Seong-Ryong;Ha, Jeoung-Hee;Jang, Il-Sung;Lee, Ho-Won;Lee, Maan-Gee
    • The Korean Journal of Physiology and Pharmacology
    • /
    • v.16 no.4
    • /
    • pp.231-236
    • /
    • 2012
  • We studied the effects of acetylcholinesterase inhibitors, donepezil and galantamine, and an N-methyl-D-aspartate (NMDA) receptor blocker, memantine, on sleep-wake architecture in rats. Screw electrodes were chronically implanted into the frontal and parietal cortex for the electroencephalography (EEG). EEG was recorded with a bio-potential amplifier for 8 h from 09:30 to 17:30. Vibration was recorded to monitor animal activity with a vibration measuring device. Sleep-wake states such as wake (W), slow-wave sleep (S) and paradoxical or rapid eye movement sleep (P), were scored every 10 sec by an experimenter. We measured mean episode duration and number of episode to determine which factor sleep disturbance was attributed to. Donepezil and memantine showed a significant increase in total W duration and decreases in total S and P duration and delta activity. Memantine showed increases in sleep latency and motor activity. Changes of S and P duration in memantine were attributed from changes of mean episode duration. Galantamine had little effect on sleep architecture. From these results, it is showed that galantamine may be an anti-dementia drug that does not cause sleep disturbances and memantine may be a drug that causes severe sleep disturbance.

A Study on the Development of an RFID System for Recreational Boating Safety (RFID 기술을 활용한 해양인명구조 시스템 개발에 관한 연구)

  • Yang, Dong-Shin;Sung, Chul;Choi, Tae-Sung
    • Proceedings of KOSOMES biannual meeting
    • /
    • 2006.11a
    • /
    • pp.119-123
    • /
    • 2006
  • Finding out the exact location of survivors in short period of time is critical to conduct rescue activity successfully in oceans. Current technology with natural circumstances limits the activity that our efforts come along. R&D Center housed at Korea Coast Guard (KCG) has developed the system named "RFID for Life jacket" which enables us to access the location of persons under distressed situation. The RFID has been widely known as state-of-art technology to monitor the location even in inland or in ocean. Composed of tag, antenna. reader and middleware, RFID is attached to attached to a life jacket that people usually wears in recreational activity. By conducting experiments in pilot-scale several times, successful results showing 96.7% of transmission within 3.5km in diameter were produced. This study explains the routes of experiments to reach the goal and expected results coming from this accomplishments.

  • PDF

In vitro and in vivo Responses of MFO Systems in Olive Flounder (Paralichthys olivaceus) Exposed to TBT and TPT for Short-term Period (유기주석화합물에 단기간 노출시킨 넙치 간장 약물대사효소의 in vivo 및 in vitro 반응)

  • 전중균;이지선;전미정;심원준;임한규
    • Korean Journal of Environmental Biology
    • /
    • v.22 no.1
    • /
    • pp.177-183
    • /
    • 2004
  • Cytochrome P45O (CYP) contents and 7-ethoxyresorufin-O-deethylase (EROD) activity were determined in hepatic microsome of olive flounder (Paralichthys olivaceus) exposed to tributyltin chloride (TBTC), tributyltin oxide (TBTO), and triphenyltin chloride (TPTC). In addition, effects of in vivo (intraperitoneal injection of 7.5 mg $kg^{-1}$ BW) exposure of flounder to TPTC on CYP, NADPH cytochrome c reductase, NADH cytochrome b5 yeductase and EROD levels were measured. In in vitro exposure of hepatic microsome to organotins, TBTC, TBTO and TPTC reduced CYP contents and inhibited EROD activity. The TPTC was the strongest inhibitor, which is followed by TBTO and TBTC. The degree of inhibition, especially EROD acitivity, depended on the exposure duration. In addition, all the target enzymes in flounder were inhibited by TPTC with the in vivo exposure to TPTC. As EROD activity was the most sensitive to the inhibitions and demonstrated good reproducibility of the results, it could be used as a helpful tool toy monitor effects of organotin compounds on mixed funciton oxygenase system in marine fish.