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A Method for Identifying Tubercle Bacilli using Neural Networks
Lin, Sheng-Fuu,Chen, Hsien-Tse The Korean Society of Medical and Biological Engin 2009 의공학회지 Vol.30 No.3
Phlegm smear testing for acid-fast bacilli (AFB) requires careful examination of tubercle bacilli under a microscope to distinguish between positive and negative findings. The biggest weakness of this method is the visual limitations of the examiners. It is also time-consuming, and mistakes may easily occur. This paper proposes a method of identifying tubercle bacilli that uses a computer instead of a human. To address the challenges of AFB testing, this study designs and investigates image systems that can be used to identify tubercle bacilli. The proposed system uses an electronic microscope to capture digital images that are then processed through feature extraction, image segmentation, image recognition, and neural networks to analyze tubercle bacilli. The proposed system can detect the amount of tubercle bacilli and find their locations. This paper analyzes 184 tubercle bacilli images. Fifty images are used to train the artificial neural network, and the rest are used for testing. The proposed system has a 95.6% successful identification rate, and only takes 0.8 seconds to identify an image.
The study of chip characteristics and tool wear in milling of SKD61 mold steel
Shao-Hsien Chen,Min-Sheng Gao 대한기계학회 2022 JOURNAL OF MECHANICAL SCIENCE AND TECHNOLOGY Vol.36 No.6
In recent years, many machining applications have used dry cutting for highspeed cutting, for which, tool life prediction and research are important issues. In this study, a tungsten carbide tool cutting steel SKD61 was used, and the actual value of the chip shooting and the wear of the flank were determined using an industrial camera. The chip type and chip color are also discussed. After color calibration and chromaticity conversion, the model was trained through the neural network and the results were predicted. The tool wear curve and the theoretical curve were found to be closely related, and the chip color changed regularly. In the CIE XY chromaticity coordinate value, when the initial cutting was observed, the chip chromaticity coordinate point range was small, but as the wear amount increased, the chip chromaticity coordinate point range expanded gradually. The tool wear prediction established in this study was determined from the experimental results. The maximum errors of the test and verification were 0.031 mm and 0.022 mm. After calculation, the mean absolute percentage error (MAPE) was within 3 % and the accuracy level is MAPE is less than 10 %, so it has a high accurate prediction ability. Established tool wear predictions are also provided.
Lin Feng-Sheng,Shih Po-Yuan,Sung Chao-Hsien,Chou Wei-Han,Wu Chun-Yu 대한마취통증의학회 2024 Korean Journal of Anesthesiology Vol.77 No.1
Background: The bispectral index (BIS) may be unreliable to gauge anesthetic depth when dexmedetomidine is administered. By comparison, the electroencephalogram (EEG) spectrogram enables the visualization of the brain response during anesthesia and may prevent unnecessary anesthetic consumption. Methods: This retrospective study included 140 adult patients undergoing elective craniotomy who received total intravenous anesthesia using a combination of propofol and dexmedetomidine infusions. Patients were equally matched to the spectrogram group (maintaining the robust EEG alpha power during surgery) or the index group (maintaining the BIS score between 40 and 60 during surgery) based on the propensity score of age and surgical type. The primary outcome was the propofol dose. Secondary outcome was the postoperative neurological profile.Results: Patients in the spectrogram group received significantly less propofol (1585 ± 581 vs. 2314 ± 810 mg, P < 0.001). Fewer patients in the spectrogram group exhibited delayed emergence (1.4% vs. 11.4%, P = 0.033). The postoperative delirium profile was similar between the groups (profile P = 0.227). Patients in the spectrogram group exhibited better in-hospital Barthel’s index scores changes (admission state: 83.6 ± 27.6 vs. 91.6 ± 17.1; discharge state: 86.4 ± 24.3 vs. 85.1 ± 21.5; group–time interaction P = 0.008). However, the incidence of postoperative neurological complications was similar between the groups.Conclusions: EEG spectrogram–guided anesthesia prevents unnecessary anesthetic consumption during elective craniotomy. This may also prevent delayed emergence and improve postoperative Barthel index scores.
Penetration Processes of Soft Solid Materials by Needle-Free Micro-Injections
( Muh Rong Wang ),( Chun Hsien Chiu ),( Chien Chih Huang ),( Li Jay Cheng ),( Yang Sheng Huang ),( Min Chen ) 한국액체미립화학회 2010 한국액체미립화학회 학술강연회 논문집 Vol.2010 No.-
Penetration characteristics of the single pulse micro-jets into the soft solid materials of gelatin gels and porcine colons are investigated in this paper. The images of penetration processes were taken by IDT high-speed digital camera at the sampling rate of 2500 frames per second. The evolution of the penetration process, penetration depth, volume of infection and penetration rate is investigated. Gelatin gel is a good model material for the observation of the penetration processes because of the translucent property. In vitro penetrations of porcine colons were also tested for the prior study of endoscopic needle-free injection. The penetration test was performed under the single-pulsed mode at injection time of 0.1, 0.25 and 0.5 seconds. The injection pressure was in the range of 50 to 125 bar. The diameter of the injectors, do, is 250 and 300 m. According to the high-speed photos of the gel penetration, the injection processes can be described as four steps: 1. Initial compression period: the elastic compression of the soft solid material at the penetration site and the neighborhood. 2. Material failure period: the jet penetrates inside the gelatin gel including the initial surface crack and growth of the injected volume. 3. Elastic rebounding period: It takes place when the injection is stopped. The injected water starts to be squeezed out of the gelatin gel under the compression of the gelatin gel during the elastic relaxation processes until the final penetration depth and width. 4. Final stable period: the penetration depth and width inside the gelatin gel are fixed afterward. Furthermore, the injection tests on the porcine colon show the penetration into submucosal layer is possible under the injection pressure less than 60 bar with the orifice of 300 m and injection time of 0.1 sec. The injection power is 16 W under this condition. However, higher injection power is needed for the punch through injection of porcine colon. The failure stress of the porcine colon is 1.077 0.333 MPa by the deep penetration test.
Grey Neural Network-Based Forecasting System for Vision-Guided Robot Trajectory Tracking
Shih-Hung Yang,Chung-Hsien Chou,Chen-Fang Chung,Wen-Pang Pai,Tse-Han Liu,Yung-Sheng Chang,Jung-Che Li,Huan-Chan Ting,Yon-Ping Chen 제어로봇시스템학회 2011 제어로봇시스템학회 국제학술대회 논문집 Vol.2011 No.10
This paper presents a grey neural network-based forecasting system (GNNFS) in solving the prediction problem. GNNFS adopts a grey model to predict the signal and a neural network (NN) to forecast the prediction error of the grey model. A sequential batch learning (SBL) is developed to adjust the weights of the NN. The proposed GNNFS is applied to a binocular robot, called an Eye-Robot, for human-robot interaction which involved predicting the trajectory of a participant’s hand and tracking the hand. By applying the SBL, the GNNFS can gradually learn to predict the trajectory of the hand and track it well. The experimental results show that the GNNFS can carry out the SBL in real-time for vision-guided robot trajectory tracking.
Feasibility of utilizing oven-drying test to estimate the durability performance of concrete
How-Ji Chen,Hsien-Sheng Peng,Chao-Wei Tang 사단법인 한국계산역학회 2011 Computers and Concrete, An International Journal Vol.8 No.4
The increasing concern for reinforced concrete structure durability has been justifying in many ways in the last few decades. However, there is no perfect durability test method till now. In this research an alternative method, which is based on the cumulative moisture loss percent of the concrete specimens after oven-drying, was proposed to estimate the durability performance of the concrete. Two temperatures were considered for the oven-drying tests: 100°C and 200°C. Test results showed that oven-drying at 200°C was obviously an unsuitable procedure to preserve the fragile microstructure of cement-based materials. By contrast, experimental results through oven-drying at 100°C allowed estimating the moisture loss percent of cement-based materials in a more rational manner. Moreover, the magnitudes of the cumulative moisture loss percent obtained from oven-drying tests at 100°C for 48 hours have good correlations with the data of other well-known methods, namely, electrical resistance test, water permeability test, and mercury intrusion porosimetry test. This investigation established that regarding the oven-drying test as one of the tests for evaluating the potential durability of concrete is considerably practicable.
Conjugation of mono-sulfobetaine to alkyne-PPX films via click reaction to reduce cell adhesion
Chien, Hsiu-Wen,Keng, Ming-Chun,Chen, Hsien-Yeh,Huang, Sheng-Tung,Tsai, Wei-Bor Techno-Press 2016 Biomaterials and biomedical engineering Vol.3 No.1
A surface resisting protein adsorption and cell adhesion is highly desirable for many biomedical applications such as diagnostic devices, biosensors and blood-contacting devices. In this study, a surface conjugated with sulfobetaine molecules was fabricated via the click reaction for the anti-fouling purpose. An alkyne-containing substrate (Alkyne-PPX) was generated by chemical vapor deposition of 4-ethynyl-[2,2]paracyclophane. Azide-ended mono-sulfobetaine molecules were synthesized and then conjugated on Alkyne-PPX via the click reaction. The protein adsorption from 10% serum was reduced by 57%, while the attachment of L929 cells was reduced by 83% onto the sulfobetaine-PPX surface compared to the protein adsorption and cell adhesion on Alkyne-PPX. In conclusion, we demonstrate that conjugation of mono-sulfobetaine molecules via the click chemistry is an effective way for reduction of non-specific protein adsorption and cell attachment.