-
Sensors (Basel, Switzerland) Sep 2021This paper presents a thorough review of methods used in various research articles published in the field of time signature estimation and detection from 2003 to the... (Review)
Review
This paper presents a thorough review of methods used in various research articles published in the field of time signature estimation and detection from 2003 to the present. The purpose of this review is to investigate the effectiveness of these methods and how they perform on different types of input signals (audio and MIDI). The results of the research have been divided into two categories: classical and deep learning techniques, and are summarized in order to make suggestions for future study. More than 110 publications from top journals and conferences written in English were reviewed, and each of the research selected was fully examined to demonstrate the feasibility of the approach used, the dataset, and accuracy obtained. Results of the studies analyzed show that, in general, the process of time signature estimation is a difficult one. However, the success of this research area could be an added advantage in a broader area of music genre classification using deep learning techniques. Suggestions for improved estimates and future research projects are also discussed.
Topics: Deep Learning
PubMed: 34640814
DOI: 10.3390/s21196494 -
Scientific Reports Jul 2022At present, there are still many old-fashioned water meters in the society, and the water department needs to send staff to read the water meter after arriving at the...
At present, there are still many old-fashioned water meters in the society, and the water department needs to send staff to read the water meter after arriving at the scene with a handheld all-in-one machine. However, there are many problems in this manual meter reading method. First, a large number of meter reading work leads to low efficiency of the entire water department, consuming a lot of time and energy, and high labor costs; second, the water meters in natural scenes have problems such as serious dial contamination and other environmental factors that interfere with the meter reading staff, and the results of the meter reader cannot be verified later. In response to these problems, this paper studies a deep learning method for automatic detection and recognition of water meter readings. This paper first introduces the existing in-depth learning models, such as Faster R-CNN, SSD, and YOLOv3. Then two datasets are sorted out, one is the original water table picture dataset, and the other is a dataset cut out from the water meter image with the black bounding box showing the water meter readings. Then two plans are proposed, one is the original water table image dataset, and the other is a dataset cut out from the water meter image with the black bounding box showing the water meter readings. Finally, by comparing the three models from different angles, it is determined that YOLOv3 in the second solution has the best recognition effect, and the accuracy rate reaches 90.61%, which can greatly improve work efficiency, save labor costs, and assist auditors in reviewing the read water meter readings.
Topics: Deep Learning; Humans; Water
PubMed: 35896797
DOI: 10.1038/s41598-022-17255-3 -
Archivos Espanoles de Urologia Jan 2022Usefulness and Acceptability of a Smart pH Meter and Mobile Medical App as a Monitoring Tool in Patients with Urolithiasis: Short-term Prospective Study.
ORIGINAL ARTICLE
Usefulness and Acceptability of a Smart pH Meter and Mobile Medical App as a Monitoring Tool in Patients with Urolithiasis: Short-term Prospective Study.
OBJECTIVE
An accurate strategy for regularly measuring urine pH is the use of portable electronic pH meters. This study evaluated the usefulness and acceptability of the smart Lit-Control® pH Meter connected with a companion mobile medical application (myLit-Control(R) App) used by patients with urolithiasis for home monitoring of urine pH. We also examined adherence and compliance rates, and users´ satisfaction levels. MATERIALS AND METHODS: This was a multicenter, prospective study conducted in 10 centers from Spain. Adult patients with a history of urolithiasis were recruited and instructed to carry out a pH measurement with the pH meter three times per day for two weeks. User tasks included turning on the device, registration and on boarding processes in the App, sync the device and the App, and data dumping. At the end of the trial, we evaluated the level of adherence and usage compliance. Participants' perceptions about the usefulness, acceptability, and satisfaction with the device/App were collected through the Computer System Usability Questionnaire (CSUQ) and subjective surveys. RESULTS: Participants were 27 men and 10 women. The mean age of participants was 48.7 (SD = 10.4) years, ranging from 25 to 66. The predominant type of stone was calcium oxalate. The mean pH of all readings was 5.83 (SD = 0.41). Seventy-three (73%) patients met the "good adherence" criterion (not being more than 2 days without recording any pH value). The compliance (actual vs. theoretical readings) was 87.6%. Participants rated the usability of the App 5.4 and above (on a 7-point scale) in all the items of CSUQ. Satisfaction was high, as indicated by the mean score of 6.0 in item 16. In the subjective questionnaire (0 to 3 scale), nearly all mean values were above 2. Patients scored their probability to recommend the App with an average of 8.2 on a 0 to 10 scale.
CONCLUSION
The new smart Lit-Control® pH Meter and the accompanying medical App were deemed useful and acceptable by urolithiasis patients as a portable tool for urine pH monitoring at home. The usage compliance rates were high and the satisfaction with the products was good.
Topics: Adult; Calcium Oxalate; Female; Humans; Hydrogen-Ion Concentration; Male; Middle Aged; Mobile Applications; Prospective Studies; Urolithiasis
PubMed: 35173078
DOI: No ID Found -
ENeuro 2022Music induces people to coordinate with one another. Here, we conduct two experiments to examine the underlying mechanism of the interbrain synchronization (IBS) that is...
Music induces people to coordinate with one another. Here, we conduct two experiments to examine the underlying mechanism of the interbrain synchronization (IBS) that is induced by interpersonal coordination when people are exposed to musical beat and meter. In experiment 1, brain signals at the frontal cortex were recorded simultaneously from two participants of a dyad by using functional near-infrared spectroscopy (fNIRS) hyperscanning, while each tapped their fingers to aural feedback from their partner (coordination task) or from themselves (independence task) with and without the musical meter. The results showed enhanced IBS at the left-middle frontal cortex in case of the coordination task with musical beat and meter. The IBS was significantly correlated with the participants performance in terms of coordination. In experiment 2, we further examined the IBS while the participants coordinated their behaviors in various metrical contexts, such as strong and weak meters (i.e., high/low loudness of acoustically accenting beats). The results showed that strong meters elicited higher IBS at the middle frontal cortex than weak meters. These findings reveal that the musical beat and meter can affect brain-to-brain coupling in action coordination between people, and provide insights into the interbrain mechanism underlying the effects of music on cooperation.
Topics: Humans; Brain; Diencephalon; Interpersonal Relations; Music; Spectroscopy, Near-Infrared
PubMed: 36280287
DOI: 10.1523/ENEURO.0504-21.2022 -
Arthritis Care & Research Apr 2021Little is known regarding what difference in functional performance measures is significant in individuals with chronic medical disease. Our objective was to examine the...
OBJECTIVE
Little is known regarding what difference in functional performance measures is significant in individuals with chronic medical disease. Our objective was to examine the important differences in gait speed in adults with radiographic knee osteoarthritis.
METHODS
Functional performance was measured by gait speed using 20-meter and 400-meter walk tests performed at a self-selected usual pace among adults with radiographic knee osteoarthritis participating in the Osteoarthritis Initiative at baseline and 2 years later. Both distribution-based methods and anchor-based methods were used to calculate the important differences in gait speed. Anchor-based methods used the chair stand rate and self-reported function to estimate gait speed differences related to physical function.
RESULTS
We included 2,527 participants with radiographic knee osteoarthritis. Distribution-based important difference estimates for the 20-meter walk ranged from 4.1 to 6.4 meters/minute and 400-meter walk estimates ranged from 2.9 to 6.5 meters/minute. Prevalent (cross-sectional) anchor-based estimates for the 20-meter walk ranged from 5.4 to 6.9 meters/minute and for the 400-meter walk ranged from 3.0 to 6.9 meters/minute. Longitudinal anchor-based estimates were deemed unreliable. Combining distribution-based with prevalent anchor-based methods showed that an important gait speed difference for the 20-meter walk is between 4.1 and 6.9 meters/minute and for the 400-meter walk is between 2.9 and 6.9 meters/minute.
CONCLUSION
Our results found that the important difference in gait speed for the 20-meter walk and the 400-meter walk is consistent with important difference estimates for older adult populations. These findings can provide benchmarks for assessing and understanding functional performance outcomes when comparing exposure groups and can be used in designing future studies targeting adults with radiographic knee osteoarthritis.
Topics: Aged; Female; Functional Status; Gait Analysis; Humans; Knee Joint; Male; Middle Aged; Osteoarthritis, Knee; Predictive Value of Tests; Prospective Studies; Time Factors; United States; Walking Speed
PubMed: 32004424
DOI: 10.1002/acr.24159 -
The Journal of Sports Medicine and... Jan 2023In sports, 10 m, 30 m and 40m events are used to test the athlete's acceleration ability, which depends on the coordination of physiological and neural function and can... (Meta-Analysis)
Meta-Analysis
INTRODUCTION
In sports, 10 m, 30 m and 40m events are used to test the athlete's acceleration ability, which depends on the coordination of physiological and neural function and can be greatly improved through scientific training.
EVIDENCE ACQUISITION
This study conducted a systematic meta-analysis on the intermittent time of post-activation potentiation enhancement (PAPE) and the outcome measure was the sprint ability in 10 m and 30 m events. Data Sources : Web of Science, PubMed, ProQuest, Embase, Science Direct, Google Scholar, WanFang Data and CNKI. Study eligibility criteria : to qualify for inclusion in meta-analysis, the study must be: 1) healthy people (athletes, students); 2) randomized controlled trials; 3) Barbell squat was used to induce PAPE; 4) intervention period of at least 6 weeks; and 5) an outcome indicator of sprinting ability.
EVIDENCE SYNTHESIS
We used the inverse-variance random-effects model for meta-analyses. Effect sizes (standardized mean difference), calculated from measures of horizontally orientated performance, were represented by the standardized mean difference and presented alongside 95% confidence intervals (CI). A total of 9 studies including 141 participants, met the inclusion criteria. The sprint ability in 10 meters (ES=-0.03, P<0.0001) and 30 meters events (ES=-0.03, P=0.004) could be significantly improved when the intermittent time of PAPE was 4-8 min. When the intensity of the squat load was 85%1RM~100%1RM, compared with the intermittent time of 0-3min, 9-12min, and more than 13min, the sprint ability in 10 meters (ES=-0.04, P<0.0001) and 30 meters events (ES=-0.08, P=0.0001) was incredibly enhanced if the intermittent time was 4-8 minutes. Compared with college students, the sprint ability in 10-meter (ES=-0.03, P<0.0001) and 30-meter (ES=-0.04, P=0.001) events was significantly improved in athletes when the intermittent time of PAPE was 4-8 minutes. Compared with non-ball games, the sprint ability in 10 meters (ES=-0.04, P<0.0001) and 30 meters (ES=-0.09, P=0.0002) in ball games was significantly improved when the intermittent time of PAPE was 4-8 minutes.
CONCLUSIONS
Our meta-analysis indicated that when squats were used as the induction and the load intensity was 85% 1RM~100% 1RM, the sprint ability in 10-meter and 30-meter events could be significantly improved if the intermittent time was 4-8min. According to the analysis on different population, compared with college students and non-ball games, the 10-meter and 30-meter the sprint ability were significantly improved in athletes and ball games when the intermittent time was 4-8 minutes. Therefore, future research should focus on developing a reasonable combination of load stimulation and intermittent time according to the sprint ability to better induce PAPE.
Topics: Humans; Athletic Performance; Resistance Training; Acceleration; Athletes; Posture
PubMed: 35620952
DOI: 10.23736/S0022-4707.22.13502-4 -
Micromachines Oct 2022Micromachined thermal flow sensors on the market are primarily manufactured with the calorimetric sensing principle. The success has been in limited industries such as... (Review)
Review
Micromachined thermal flow sensors on the market are primarily manufactured with the calorimetric sensing principle. The success has been in limited industries such as automotive, medical, and gas process control. Applications in some emerging and abrupt applications are hindered due to technical challenges. This paper reviews the current progress with micromachined devices based on the less popular thermal time-of-flight sensing technology: its theory, design of the micromachining process, control schemes, and applications. Thermal time-of-flight sensing could effectively solve some key technical hurdles that the calorimetric sensing approach has. It also offers fluidic property-independent data acquisition, multiparameter measurement, and the possibility for self-calibration. This technology may have a significant perspective on future development.
PubMed: 36296082
DOI: 10.3390/mi13101729 -
General Dentistry 2023The purpose of this study was to compare the performances of 5 different instruments in measuring the irradiance of light-curing units (LCUs). A novel...
The purpose of this study was to compare the performances of 5 different instruments in measuring the irradiance of light-curing units (LCUs). A novel spectrometer-trained radiometer (CheckUp), 2 conventional chairside radiometers (Bluephase Meter I and Bluephase Meter II), and 2 devices considered to be gold standards for measuring irradiance (an integrating sphere spectrometer and a thermopile sensor) were used to evaluate 7 LCUs. The irradiance of each LCU was measured 10 times with each meter. Data were analyzed using linear regression analysis and a 1-way analysis of variance with Tukey post hoc test (α = 0.05). The mean irradiance values of the LCUs differed significantly depending on which meter was used for measurement (P < 0.05). Bivariate regression analysis demonstrated that the highest correlations in the irradiance values were found between the CheckUp meter and both the integrating sphere (r = 0.980) and the thermopile (r = 0.933). The absolute mean (SD) percentage deviation between irradiance measured by the CheckUp instrument and irradiance measured by the other meters was 7.2% (2.0%) for the integrating sphere, 7.0% (3.6%) for the thermopile, 21.5% (16.1%) for Bluephase Meter I, and 13.1% (7.1%) for Bluephase Meter II. Compared with the 2 conventional chairside radiometers, the CheckUp meter provided the highest correlation with and lowest absolute percentage deviation from the irradiance measured by the gold standard spectrometers.
Topics: Humans; Curing Lights, Dental; Light-Curing of Dental Adhesives; Radiometry; Composite Resins; Materials Testing
PubMed: 36825975
DOI: No ID Found -
Pediatric Research Mar 2021Transcutaneous bilirubinometry is a widely used screening method for neonatal hyperbilirubinemia. Deviation of the transcutaneous bilirubin concentration (TcB) from the...
BACKGROUND
Transcutaneous bilirubinometry is a widely used screening method for neonatal hyperbilirubinemia. Deviation of the transcutaneous bilirubin concentration (TcB) from the total serum bilirubin concentration (TSB) is often ascribed to biological variation between patients, but variations between TcB meters may also have a role. This study aims to provide a systematic evaluation of the inter-device reproducibility of TcB meters.
MATERIALS AND METHODS
Thirteen commercially available TcB meters (JM-105 and JM-103) were evaluated in vitro on phantoms that optically mimic neonatal skin. The mimicked TcB was varied within the clinical range (0.5-181.3 μmol/L).
RESULTS
Absolute differences between TcB meter outcomes increased with the measured TcB, from a difference of 5.0 μmol/L (TcB = 0.5 μmol/L phantom) up to 65.0 μmol/L (TcB = 181.3 μmol/L phantom).
CONCLUSION
The inter-device reproducibility of the examined TcB meters is substantial and exceeds the specified accuracy of the device (±25.5 μmol/L), as well as the clinically used TcB safety margins (>50 µmol/L below phototherapy threshold). Healthcare providers should be well aware of this additional uncertainty in the TcB determination, especially when multiple TcB meters are employed in the same clinic. We strongly advise using a single TcB meter per patient to evaluate the TcB over time.
IMPACT
Key message: The inter-device reproducibility of TcB meters is substantial and exceeds the clinically used TcB safety margins. What this study adds to existing literature: The inter-device reproducibility of transcutaneous bilirubin (TcB) meters has not been reported in the existing literature. This in vitro study systematically evaluates this inter-device reproducibility.
IMPACT
This study aids in a better interpretation of the measured TcB value from a patient and is of particular importance during patient monitoring when using multiple TcB meters within the same clinical department. We strongly advise using a single TcB meter per patient to evaluate the TcB over time.
Topics: Bilirubin; Diagnostic Tests, Routine; Equipment Design; Humans; Hyperbilirubinemia, Neonatal; Infant, Newborn; Infant, Newborn, Diseases; Infant, Premature; Monitoring, Physiologic; Neonatal Screening; Phantoms, Imaging; Reproducibility of Results; Skin Physiological Phenomena
PubMed: 32919392
DOI: 10.1038/s41390-020-01118-6 -
Nature Aug 2020Owing to their ultralow thermal conductivity and open pore structure, silica aerogels are widely used in thermal insulation, catalysis, physics, environmental...
Owing to their ultralow thermal conductivity and open pore structure, silica aerogels are widely used in thermal insulation, catalysis, physics, environmental remediation, optical devices and hypervelocity particle capture. Thermal insulation is by far the largest market for silica aerogels, which are ideal materials when space is limited. One drawback of silica aerogels is their brittleness. Fibre reinforcement and binders can be used to overcome this for large-volume applications in building and industrial insulation, but their poor machinability, combined with the difficulty of precisely casting small objects, limits the miniaturization potential of silica aerogels. Additive manufacturing provides an alternative route to miniaturization, but was "considered not feasible for silica aerogel". Here we present a direct ink writing protocol to create miniaturized silica aerogel objects from a slurry of silica aerogel powder in a dilute silica nanoparticle suspension (sol). The inks exhibit shear-thinning behaviour, owing to the high volume fraction of gel particles. As a result, they flow easily through the nozzle during printing, but their viscosity increases rapidly after printing, ensuring that the printed objects retain their shape. After printing, the silica sol is gelled in an ammonia atmosphere to enable subsequent processing into aerogels. The printed aerogel objects are pure silica and retain the high specific surface area (751 square metres per gram) and ultralow thermal conductivity (15.9 milliwatts per metre per kelvin) typical of silica aerogels. Furthermore, we demonstrate the ease with which functional nanoparticles can be incorporated. The printed silica aerogel objects can be used for thermal management, as miniaturized gas pumps and to degrade volatile organic compounds, illustrating the potential of our protocol.
PubMed: 32814885
DOI: 10.1038/s41586-020-2594-0