1.Calibration of Portable Particulate Matter–Monitoring Device using Web Query and Machine Learning
Byoung Gook LOH ; Gi Heung CHOI
Safety and Health at Work 2019;10(4):452-460
BACKGROUND: Monitoring and control of PM(2.5) are being recognized as key to address health issues attributed to PM(2.5). Availability of low-cost PM(2.5) sensors made it possible to introduce a number of portable PM(2.5) monitors based on light scattering to the consumer market at an affordable price. Accuracy of light scattering–based PM(2.5) monitors significantly depends on the method of calibration. Static calibration curve is used as the most popular calibration method for low-cost PM(2.5) sensors particularly because of ease of application. Drawback in this approach is, however, the lack of accuracy.METHODS: This study discussed the calibration of a low-cost PM(2.5)-monitoring device (PMD) to improve the accuracy and reliability for practical use. The proposed method is based on construction of the PM(2.5) sensor network using Message Queuing Telemetry Transport (MQTT) protocol and web query of reference measurement data available at government-authorized PM monitoring station (GAMS) in the republic of Korea. Four machine learning (ML) algorithms such as support vector machine, k-nearest neighbors, random forest, and extreme gradient boosting were used as regression models to calibrate the PMD measurements of PM(2.5). Performance of each ML algorithm was evaluated using stratified K-fold cross-validation, and a linear regression model was used as a reference.RESULTS: Based on the performance of ML algorithms used, regression of the output of the PMD to PM(2.5) concentrations data available from the GAMS through web query was effective. The extreme gradient boosting algorithm showed the best performance with a mean coefficient of determination (R²) of 0.78 and standard error of 5.0 μg/m³, corresponding to 8% increase in R² and 12% decrease in root mean square error in comparison with the linear regression model. Minimum 100 hours of calibration period was found required to calibrate the PMD to its full capacity. Calibration method proposed poses a limitation on the location of the PMD being in the vicinity of the GAMS. As the number of the PMD participating in the sensor network increases, however, calibrated PMDs can be used as reference devices to nearby PMDs that require calibration, forming a calibration chain through MQTT protocol.CONCLUSIONS: Calibration of a low-cost PMD, which is based on construction of PM(2.5) sensor network using MQTT protocol and web query of reference measurement data available at a GAMS, significantly improves the accuracy and reliability of a PMD, thereby making practical use of the low-cost PMD possible.
Calibration
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Forests
;
Linear Models
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Machine Learning
;
Methods
;
Particulate Matter
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Republic of Korea
;
Support Vector Machine
;
Telemetry
2.Energy expenditure of physical activity in Korean adults and assessment of accelerometer accuracy by gender.
Yeon jung CHOI ; Mun jeong JU ; Jung hye PARK ; Jong hoon PARK ; Eun kyung KIM
Journal of Nutrition and Health 2017;50(6):552-564
PURPOSE: The purpose of this study was to measure energy expenditure (EE) the metabolic equivalents (METs) of 13 common physical activities by using a portable telemetry gas exchange system (K4b2) and to assess the accuracy of the accelerometer (Actigraph GT3X+) by gender in Korean adults. METHODS: A total of 109 adults (54 males, 55 females) with normal BMI (body mass index) participated in this study. EE and METs of 13 selected activities were simultaneously measured by the K4b2 portable indirect calorimeter and predicted by the GT3X+ Actigraph accelerometer. The accuracy of the accelerometer was assessed by comparing the predicted with the measured EE and METs. RESULTS: EE (kcal/kg/hr) and METs of treadmill walking (3.2 km/h, 4.8 km/h and 5.6 km/h) and running (6.4 km/h) were significantly higher in female than in male participants (p < 0.05). On the other hand, the accelerometer significantly underestimated the EE and METs for all activities except descending stairs, moderate walking, and fast walking in males as well as descending stairs in females. Low intensity activities had the highest rate of accurate classifications (88.3% in males and 91.3% females), whereas vigorous intensity activities had the lowest rate of accurate classifications (43.6% in males and 27.7% in females). Across all activities, the rate of accurate classification was significantly higher in males than in females (75.2% and 58.3% respectively, p < 0.01). Error between the accelerometer and K4b2 was smaller in males than in females, and EE and METs were more accurately estimated during treadmill activities than other activities in both males and females. CONCLUSION: The accelerometer underestimated EE and METs across various activities in Korean adults. In addition, there appears to be a gender difference in the rate of accurate accelerometer classification of activities according to intensity. Our results indicate the need to develop new accelerometer equations for this population, and gender differences should be considered.
Adult*
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Calorimetry, Indirect
;
Classification
;
Energy Metabolism*
;
Female
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Hand
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Humans
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Male
;
Metabolic Equivalent
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Motor Activity*
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Running
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Telemetry
;
Walking
3.Two Cases of Electrode Kinking in Cochlear Implantation.
Saehee LIM ; Hyunjung KIM ; Jae Hyung KIM ; Gi Jung IM
Korean Journal of Otolaryngology - Head and Neck Surgery 2017;60(10):527-530
Less traumatic electrode insertion along the basal turn of cochlea is essential to cochlear implantation. However, immoderate attempts to insert the electrode beyond the point of resistance can result in electrode kinking within the basal turn of cochlea. Electrode kinking tends to occur 1) in the use of contour or hugging type of electrode, 2) in the cochlear ossification or fibrosis, and 3) in wrong angle insertion in the approach of round window membrane or cochleostomy near the round window. Intra-operative radiologic evaluation and intra-operative measurement of the neural response telemetry or auditory nerve response telemetry during cochlear implantation is essential to check the status and proper insertion of electrode. Recently, we experienced two cases of electrode kinking in cochlear implantation and discovered that both patients showed abnormal impedances and crumpled electrode in X-ray. Based on these cases, we suggest routine impedance and radiologic measurement during the cochlear implantation.
Cochlea
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Cochlear Implantation*
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Cochlear Implants*
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Cochlear Nerve
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Electric Impedance
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Electrodes*
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Fibrosis
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Humans
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Membranes
;
Telemetry
4.A case report on cerebrogenic fatal cardiac arrhythmia in a patient with acute ischemic stroke.
Rainier Mark ALEGRIA ; Ethel DELOSO-AÑ ; ONUEVO ; John ANONUEVO
Philippine Journal of Internal Medicine 2017;55(2):1-4
BACKGROUND: Patients with acute ischemic stroke are susceptible to cardiac arrhythmias however,fatal arrhythmias are rare in the absence of cardiac disease.Cardiac arrhythmias can develop in lesions at the right side of the brain specifically the insular,frontal and parietal area.Data that show the direct relationship of ischemic stroke and arrhythmia are scarce but they are indirectly attributed to an imbalance in the autonomic nervous system.This paper aims to present a rare case of an association between a fatal arrhythmia and right thalamic infarct.
CASE: Presenting a case of a 39-year-old admitted as a survivor of sudden cardiac death from ventricular fibrillation.She presented with a history of left sided weakness a week prior but no work-up was done. Baseline serum electrolytes and cardiac markers were all normal.Electrocardiogram (ECG) post-cardioversion showed sinus tachycardia.Echocardiogram and cardiac computed tomography (CT) angiography were normal. Magnetic resonance imaging (MRI) and angiography (MRA) of the brain showed an acute infarct at the right thalamus and an absent left internal carotid artery (ICA).Electroencephalogram (EEG) was negative.Bisoprolol was given and an Automatic Implantable Cardioverter Defibrillator (AICD) was subsequently placed.No recurrence of cardiac arrhythmia was noted on continuous cardiac telemetry monitoring during her hospitalization and on six months of follow-up.
CONCLUSION: Fatal cardiac arrhythmias, can occur in patients with acute thalamic infarct even beyond 24 hours in the presence of other confounding factors despite the absence of cardiac pathology. This case showed the association of heightened autonomic imbalance caused by an acute stroke, decreased cerebral flow, and fatal arrhythmia. This elucidates the importance of cardiac monitoring in acute ischemic stroke. With the paucity of information on serious cardiac arrhythmia and ischemic stroke, a future study on this correlation will be useful.
Human ; Female ; Adult ; Bisoprolol ; Tachycardia, Sinus ; Ventricular Fibrillation ; Carotid Artery, Internal ; Defibrillators, Implantable ; Electric Countershock ; Arrhythmias, Cardiac ; Electrocardiography ; Death, Sudden, Cardiac ; Heart Conduction System ; Stroke ; Thalamus ; Brain ; Autonomic Nervous System ; Telemetry ; Angiography ; Hospitalization ; Survivors ; Electrolytes
5.EEG characteristics of medial prefrontal cortex in rats with morphine dependent place preference under shuttling condition.
Jing LI ; Qun-wan PAN ; Zai-man ZHU ; Min LI ; Zheng YE
Chinese Journal of Applied Physiology 2016;32(1):92-96
OBJECTIVETo study the correlation between EEG characteristics of medial prefrontal cortex (mPFC) and drug-seeking behavior of rats with morphine dependent place preference under shuttling condition.
METHODSForty rats were randomly divided into four groups (n = 10): morphine PL group, NS PL group, morphine IL group and NS IL group. After embeding the electrode in prelimbic (PL) or infralimbic (IL) cortex of each group by brain stereotaxic operation, the model of morphine dependent conditioned place preference (CPP) in rats was established. The differences of EEG wave percentage in mPFC were telemetered and analyzed when rats shuttled before and after the model.
RESULTSAfter the model, the withdrawal symptoms were evident in morphine PL and IL group, and the activity time and distance in white box were increased obviously. Compared with control group, after the model, the EEG in morphine PL group showed that: when the rats shuttled to white box, 8 wave decreased obviously, P wave increased obviously. When the rats shuttled to black box, brain waves showed opposite changes. The EEG in morphine IL group showed that: when the rats shuttled to white box, a wave increased obviously, P and a wave decreased obviously. When the rats shuttled to black box, the brain wave had no significant differences compared with control group.
CONCLUSIONThe EEG changes are different in PL and IL cortex of morphine CPP rats under shuttling condition, and the EEG changes are also different when rats shuttling to white or black box. There is possibly different mechanism, when different drug-seeking environmental cues caused EEG changes in different regions of mPFC.
Animals ; Conditioning (Psychology) ; Cues ; Drug-Seeking Behavior ; Electroencephalography ; Morphine Dependence ; physiopathology ; Prefrontal Cortex ; physiopathology ; Rats ; Telemetry
6.Implantable Bladder Sensors: A Methodological Review.
Mathias Naangmenkpeong DAKURAH ; Chiwan KOO ; Wonseok CHOI ; Yeun Ho JOUNG
International Neurourology Journal 2015;19(3):133-141
The loss of urinary bladder control/sensation, also known as urinary incontinence (UI), is a common clinical problem in autistic children, diabetics, and the elderly. UI not only causes discomfort for patients but may also lead to kidney failure, infections, and even death. The increase of bladder urine volume/pressure above normal ranges without sensation of UI patients necessitates the need for bladder sensors. Currently, a catheter-based sensor is introduced directly through the urethra into the bladder to measure pressure variations. Unfortunately, this method is inaccurate because measurement is affected by disturbances in catheter lines as well as delays in response time owing to the inertia of urine inside the bladder. Moreover, this technique can cause infection during prolonged use; hence, it is only suitable for short-term measurement. Development of discrete wireless implantable sensors to measure bladder volume/pressure would allow for long-term monitoring within the bladder, while maintaining the patient's quality of life. With the recent advances in microfabrication, the size of implantable bladder sensors has been significantly reduced. However, microfabricated sensors face hostility from the bladder environment and require surgical intervention for implantation inside the bladder. Here, we explore the various types of implantable bladder sensors and current efforts to solve issues like hermeticity, biocompatibility, drift, telemetry, power, and compatibility issues with popular imaging tools such as computed tomography and magnetic resonance imaging. We also discuss some possible improvements/emerging trends in the design of an implantable bladder sensor.
Aged
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Biocompatible Materials
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Catheters
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Child
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Hostility
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Humans
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Magnetic Resonance Imaging
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Microtechnology
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Quality of Life
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Reaction Time
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Reference Values
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Renal Insufficiency
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Sensation
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Telemetry
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Urethra
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Urinary Bladder*
;
Urinary Incontinence
7.Study on suitable distribution areas of Notopterygium incisum in Sichuan province based on remote sensing and GIS.
Xue SHANG ; Li-jun DONG ; Lu-jun WEN ; Wen-fu PENG ; Xin-liang XU ; Qing-mao FANG
China Journal of Chinese Materia Medica 2015;40(13):2553-2558
Notopterygium incisum is the important medicinal materials of the Tibetan-Qiang medical system in China, also one of the rare and endangered medicinal materials in the Plateau areas in the meantime. Taking the planting of in Sichuan province as an example, research on the N. incisum in Sichuan utilize remote sensing and GIS techniques, bind growth environment factor, including height factor, average annual precipitation, average annual temperature, forest information, were chosen according to habitat conditions. And combine field measurement to verify. The results indicate that N. incisum resources in Sichuan province were mainly distributed in the alpine valley and the northwest of the plateau, which suitability distribution areas of 4145 km2 approximately and accounting for 2% of the total area. Suitability areas accounting for more than 2% of the respective total area in Heishui county, Lixian county, Xiaojin county, Kangding county, ect. According to the field investigation and the related document information record, drawn that the suitability distribution based on RS and GIS were corresponded with the actual distribution areas of N. incisum resources. It's feasible to divide the suitability distribution area of N. incisum using RS and GIS, which will provide a scientific basis for a comprehensive investigation of the distribution as well as its rational exploitation and protection.
Apiaceae
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China
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Conservation of Natural Resources
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Geographic Information Systems
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Telemetry
8.Application of Telemedicine System to Prehospital Medical Control.
Suck Ju CHO ; In Ho KWON ; Jinwoo JEONG
Healthcare Informatics Research 2015;21(3):196-200
OBJECTIVES: Although ambulance-based telemedicine has been reported to be safe and feasible, its clinical usefulness has not been well documented, and different prehospital management systems would yield different results. The authors evaluated the feasibility and usefulness of telemedicine-assisted direct medical control in the Korean emergency medical service system. METHODS: Twenty ambulances in the Busan area were equipped with a telemedicine system. Three-lead electrocardiogram, blood pressure, and pulse oximetry data from the patient and audiovisual input from the scene were transferred to a server. Consulting physicians used desktop computers and the internet to connect to the server. Both requesting emergency medical service (EMS) providers and consulting physicians were asked to fill out report forms and submit them for analysis. RESULTS: In the 41 cases in which telemedicine equipment was used, cellular phones were concomitantly used in 28 cases (68.35%) to compensate for the poor audio quality provided by the equipment. The EMS providers rated the video transmission quality with a 4-point average score (interquartile range [IQR] 2-5) on a 5-point scale, and they rated the biosignal transmission quality as 4 (IQR 3-5). The consulting physicians rated the video quality as 4 (IQR 2.5-4) and the biosignal quality as 4 (IQR 3-4). The physicians' ratings for usefulness for making diagnosis or treatment decisions did not differ significantly in relation to the method of communication used. CONCLUSIONS: Our study did not find any significant advantage of implementing telemedicine over the use of voice calls in delivering on-line medical control. More user-friendly, smaller devices with clear advantages over voice communication would be required before telemedicine can be successfully implemented in prehospital patient care.
Ambulances
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Blood Pressure
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Busan
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Cellular Phone
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Diagnosis
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Electrocardiography
;
Emergency Medical Services
;
Humans
;
Internet
;
Oximetry
;
Patient Care
;
Remote Consultation
;
Telemedicine*
;
Telemetry
;
Voice
9.Cardiovascular Safety Pharmacology of Sibutramine.
Jaesuk YUN ; Eunyong CHUNG ; Ki Hwan CHOI ; Dae Hyun CHO ; Yun Jeong SONG ; Kyoung Moon HAN ; Hey Jin CHA ; Ji Soon SHIN ; Won Keun SEONG ; Young Hoon KIM ; Hyung Soo KIM
Biomolecules & Therapeutics 2015;23(4):386-389
Sibutramine is an anorectic that has been banned since 2010 due to cardiovascular safety issues. However, counterfeit drugs or slimming products that include sibutramine are still available in the market. It has been reported that illegal sibutramine-contained pharmaceutical products induce cardiovascular crisis. However, the mechanism underlying sibutramine-induced cardiovascular adverse effect has not been fully evaluated yet. In this study, we performed cardiovascular safety pharmacology studies of sibutramine systemically using by hERG channel inhibition, action potential duration, and telemetry assays. Sibutramine inhibited hERG channel current of HEK293 cells with an IC50 of 3.92 muM in patch clamp assay and increased the heart rate and blood pressure (76 Deltabpm in heart rate and 51 DeltammHg in blood pressure) in beagle dogs at a dose of 30 mg/kg (per oral), while it shortened action potential duration (at 10 muM and 30 muM, resulted in 15% and 29% decreases in APD50, and 9% and 17% decreases in APD90, respectively) in the Purkinje fibers of rabbits and had no effects on the QTc interval in beagle dogs. These results suggest that sibutramine has a considerable adverse effect on the cardiovascular system and may contribute to accurate drug safety regulation.
Action Potentials
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Animals
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Blood Pressure
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Cardiovascular System
;
Counterfeit Drugs
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Dogs
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Heart Rate
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HEK293 Cells
;
Inhibitory Concentration 50
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Pharmaceutical Preparations
;
Pharmacology*
;
Purkinje Fibers
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Rabbits
;
Telemetry
10.Energy expenditure measurement of various physical activity and correlation analysis of body weight and energy expenditure in elementary school children.
Jae Hee KIM ; Hee Ryoung SON ; Jung Sook CHOI ; Eun Kyung KIM
Journal of Nutrition and Health 2015;48(2):180-191
PURPOSE: There is a lack of data on the energy cost of children's everyday activities, adult values are often used as surrogates. In addition, the influence of body weight on the energy cost of activity when expressed as metabolic equivalents (METs) has not been vigorously explored. METHODS: In this study 20 elementary school students 9~12 years of age completed 18 various physical activities while energy expenditure was measured continuously using a portable telemetry gas exchange system (K4b2, Cosmed, Rome, Italy). RESULTS: The average age was 10.4 years and the average height and weight was 145.1 cm and 43.6 kg, respectively. Oxygen consumption (VO2), energy expenditure and METs at the time of resting of the subjects were 5.41 mL/kg/min, 1.44 kcal/kg/h, and 1.5 METs, respectively. METs values by 18 physical activities were as follows: Homework and reading books (1.6 METs), playing game with a mobile phone or video while sitting (1.6 METs), watching TV while sitting on a comfortable chair (1.7 METs), playing video game or mobile phone game while standing (1.9 METs), sweeping a room with a broom (2.7 METs) and playing a board game (2.8 METs) belong to light intensity physical activities. By contrary, speedy walking and running were 6.6 and 6.7 METs, respectively, which belong to high intensity physical activities over 6.0 METs. When the effect of body weight on physical activity energy expenditure was determined, R2 values increased with 0.116 (playing a game at sitting), 0.176 (climbing up and down stairs), 0.246 (slow walking), and 0.455 (running), which showed that higher activity intensity increased explanation power of body weight on METs value. CONCLUSION: This study is important for direct evaluation of energy expenditure by physical activities of children, and it could be used directly for revising and complementing the existing activity classification table to fit for children.
Adult
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Body Weight*
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Cellular Phone
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Child*
;
Classification
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Complement System Proteins
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Cytisus
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Energy Metabolism*
;
Humans
;
Metabolic Equivalent
;
Motor Activity*
;
Oxygen Consumption
;
Running
;
Telemetry
;
Video Games
;
Walking


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