30 results on '"Hao Ho"'
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2. Analysis of Capacitive Clamp Effect on Power Charging Cords and Plug with EFT Transient Burst Injection
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Han-Nien Lin, Tzu-Hao Ho, Wan-Yu Syu, Yu-Ming Wei, Yueh-Hsun Lee, Qain-Yu Ye, Cheng-Hao Huang, Liang-Yang Lin, Yuan-Fu Ku, and Jeffrey Yen-Ting Lin
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- 2022
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3. Investigation of Induced EFT Transient Noise and Effect on Chip and Package Level
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Han-Nien Lin, Tzu-Hao Ho, Wan-Yu Syu, Yu-Ming Wei, Yueh-Hsun Lee, Qain-Yu Ye, Cheng-Hao Huang, Yuan-Fu Ku, Liang-Yang Lin, and JeffreyYen-Ting Lin
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- 2022
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4. Development of Wearable Device and Clustering Based Method for Detecting Falls in the Elderly
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Po-Ting Lee, Wen-Ching Chiu, Yuan-Hao Ho, You-Cheng Tai, Chou-Ching K. Lin, and Chih-Lung Lin
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- 2021
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5. A Real-Time Customer Tracking System Based on Ultra-Wideband Sensors
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Yuan-Hao Ho, Wen-Yen Shieh, Pi-Shan Sung, and Chih-Lung Lin
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- 2021
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6. Switching Noise Analysis for Conducted Electromagnetic Interference from of Power Electronic Module
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Han-Nien Lin, Liang-Yang Lin, Tzu-Hao Ho, Po-Ning Ko, Yu-Lin Tsai, Jun-Sheng Lao, Jeffrey Yen-Ting Lin, Sung-Mao Wu, and Huei-Chun Hsiao
- Subjects
Conducted electromagnetic interference ,Noise ,Computer science ,Flyback converter ,EMI ,Power electronics ,Power module ,Electromagnetic compatibility ,Electronic engineering ,Electromagnetic interference - Abstract
The power electronics industry is now facing the higher power density design challenge to keep size shrunken but still meet the strict requirement for electromagnetic compatibility regulation. In this study, we investigated the conducted emission from a high-efficiency and compact size ac-dc switching power adaptor with flyback converter topology, and analyzed the root cause of EMI problem to further apply mitigation techniques for achieving regulation compliance. We first performed conduction emission test to obtain the emission profile for later result comparison and validation, and then utilized the ANSYS Simplorer and Q3D simulation tools to establish the analysis model for the fly-back switching power adaptor. After the simulation of the power module model being validated for effectiveness, we finally implemented the filtering scheme and PCB layout modification to effectively reduce the conducted noise and meet the product standard requirement.
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- 2021
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7. Model for Surge Generator Transient Analysis and Immunity Improvement Investigation on Power Grid System
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Wan-Yu Syu, Liang-Yang Lin, Yu-Ming Wei, Jie-Kuan Li, Yueh-Hsun Lee, Tzu-Hao Ho, Yu-Lin Tsai, Han-Nien Lin, and Jun-Sheng Lao
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Coupling ,Generator (circuit theory) ,Electric power system ,Electric power transmission ,Computer science ,business.industry ,Electrical engineering ,Waveform ,Inverter ,Transient (oscillation) ,Surge ,business - Abstract
The micro-grid power system is a world-wide trend for green energy demanding as part of smart-grid, and the most popular solar-cell inverter is possible suffering the surge transient disturbance from connected power system. This study investigates the electromagnetic model establishment for surge transient immunity protection analysis with ANSYS simulation tool. We first verify the simulated output of surge generator meets the waveform requirement for IEC61 000-4-5, and then investigate the possible scheme for circuit protection with proper TVS devices and placement location. We also try to investigate the possible intruding surge monitoring mechanism by analyzing the spectrum characteristics via coupling device for power system alarm implementation.
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- 2021
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8. Prediction of Time Series Data Based on Transformer with Soft Dynamic Time Wrapping
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Pei-Shu Huang, Feng-Jian Wang, Kuo-Hao Ho, and I-Chen Wu
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Early stopping ,Computer science ,Mean squared prediction error ,02 engineering and technology ,010501 environmental sciences ,01 natural sciences ,law.invention ,law ,0202 electrical engineering, electronic engineering, information engineering ,020201 artificial intelligence & image processing ,Time series ,Transformer ,Algorithm ,0105 earth and related environmental sciences ,Transformer (machine learning model) - Abstract
It is a challenge to predict the long-term future data from time series data. This paper proposes to use a Transformer with soft dynamic time wrapping for early stopping criteria, called a soft-DTW Transformer. Our experiment in an open-source dataset HouseTwenty shows that the average prediction error rate with soft-DTW Transformer is 27.79%, greatly reduced from 45.70% for using SVR, a common time series method.
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- 2020
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9. EFT Transient Noise Model and Protection Analysis from Chip to System Level on Power Distribution
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Jeffrey Yen-Ting Lin, Chia-Hung Su, Han-Nien Lin, Jia-Yu Huang, Jie-Kuan Li, Huei-Chun Hsiao, Yen-Tang Chang, Yu-Lin Tsai, Yu-Chun Huang, Po-Ning Ko, and Tzu-Hao Ho
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Transient noise ,Reliability (semiconductor) ,Product design ,Computer science ,System level ,Electronic engineering ,Residual ,Chip ,Energy (signal processing) ,Power (physics) - Abstract
This paper describes the utilization of ANSYS Designer with measurement validation to provide tool for analyzing, predicting and optimizing the EFT Burst transient noise suppression implementation and effectiveness to meet the requirement of IEC61000-4-4 [1] (EFT/B). In addition, the paper describes how electromagnetic simulations can provide chip-level immunity analysis for IEC 62215-3 [2]. The analysis of residual transient noise energy from transient noise suppressing devices can also provide significant benefits to EMS protection from chip, module, and all the way to board and system level. This study intends to provide an efficient simulation model to help electronic engineers enhancing their product design reliability.
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- 2020
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10. Design and Characteristic Calibration of TEM Cell for IC Radiation EMC Test
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Tzu-Hao Ho, Po-Ning Ko, Han-Nien Lin, Yu-Chun Huang, Huei-Chun Hsiao, and Jie-Kuan Li
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Digital electronics ,Measure (data warehouse) ,EMC problem ,business.industry ,EMI ,Computer science ,Automotive industry ,Calibration ,Common-mode signal ,business ,Flash memory ,Automotive engineering - Abstract
With the development of IC nano-meter technologies advancing toward higher operating frequencies and the trend of integrated various wireless communication systems for smart autonomous car, the self-driving system with highly integrated high-speed digital circuits and multi-radio modules are now facing the challenge from performance degradation by even more complicated platform EMI noisy environment. Thus the radiated EMC problem has become a crucial issue for IC adoption by automobile industry. Since TEM Cell could be used for EMI test (IEC 61967-2[1]) and EMS test (IEC 62132-2[2]) on chip or module level, we therefore design and investigate the structure of TEM cell and its characteristics for IC EMC test in this study. Finally, we will utilize the TEM cell designed in this study to measure the EMI emission generated from flash memory under different operation and working conditions.
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- 2019
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11. High-Sensitivity Magnetic Probe Design on EMI Measurement for Micro-Controller
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Jia-Yu Huang, Yu-Lin Tsai, Wei-Ding Tseng, Han-Nien Lin, and Tzu-Hao Ho
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Electronic control unit ,Microcontroller ,business.industry ,Computer science ,EMI ,Noise (signal processing) ,Automotive industry ,Electrical engineering ,Wireless ,business ,Chip ,Automotive electronics - Abstract
The trend of smart vehicle for ever increasing need on safe and comfortable driving environment, the more electronic equipment and electronic control unit (ECU) are implemented on automotive. Since the multi-purpose micro-controllers are widely adopted by automotive industry for advanced functional features, their EMI characteristics is crucial for safety issue because of possibly degraded communication signal due to EMI noise. There are also increasing RFI problem resulting from high-speed digital devices interfering wireless communication module on board. We therefore will investigate the EMI and RFI phenomena of micro-controller under different clock frequencies and operating voltages in this study. We will utilize the chip level EMI measurement methods IEC 61967-2[1] and IEC 61967-3[2] with self-designed high-sensitivity near-field probe. With the measured results and related EMI data analyzed, we can establish the EMI list of micro-controller and provide design reference for automotive electronics meeting EMI compliance requirement.
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- 2019
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12. High-Precision UWB Indoor Positioning System for Customer Pathway Tracking
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Pi Shan Sung, Chieh-Hsu Chen, Fu-Hsing Chen, Yuan-Hao Ho, Meng-Hsuan Wu, Chih-Lung Lin, and Guan-Hao Hou
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0203 mechanical engineering ,Indoor positioning system ,Position (vector) ,Computer science ,020208 electrical & electronic engineering ,Real-time computing ,MathematicsofComputing_NUMERICALANALYSIS ,0202 electrical engineering, electronic engineering, information engineering ,Ultra-wideband ,020302 automobile design & engineering ,02 engineering and technology ,Tracking (particle physics) - Abstract
This work presents an Ultra-wideband (UWB) indoor positioning system for tracking customer pathway. The position is located by the triangulation method and the Gauss-Newton method is utilized to ameliorate the location accuracy. Experimental results indicate that the Gauss-Newton method decreases the measured positioning errors at different distances. Consequently, this indoor positioning system can provide a high precision positioning performance in tracking customer pathway and determine which commodity is the nearest one to the customers.
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- 2019
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13. Analysis of PCB return path configuration effect on Transient ESD Suppression
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Chia-Hung Su, Tzu-Hao Ho, Yu-Chun Huang, Min-Shang Lin, Han-Nien Lin, and Jia-Yu Huang
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business.industry ,Computer science ,Electrical engineering ,Hardware_PERFORMANCEANDRELIABILITY ,Integrated circuit ,Chip ,law.invention ,On board ,Generator (circuit theory) ,law ,Component (UML) ,Path (graph theory) ,Hardware_INTEGRATEDCIRCUITS ,Transient (oscillation) ,business ,Hardware_LOGICDESIGN ,Ground plane - Abstract
Since system level ESD testing is today applied to a wider range of products than ever before. Designing ESD robust systems can be very challenging, especially for systems which integrate advanced technology integrated circuit (IC) components. Solving ESD problems can lead to other complications on layout of chip and board level with verification. Since the ESD stress current makes its own path from injection spot to pins of IC under test or adjacent metal parts, such as trace or ground, we need to investigate those possible current paths forming a propagating chain on PCB of mounted component devices. A key finding of ESD design for sensitive IC mounted PCB is the analysis of the stress reaching IC / module/system level circuit so that best practice ESD protection and controls can be achieved. In this paper, we investigate the effect of different return paths on various ground plane configurations on board level ESD problem with the utilization of ESD generator model previously validated.
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- 2019
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14. Root Cause Analysis and Defect Ground Effect of EMI Problem for Power Electronics
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Wei-Ding Tseng, Ting-Hao Yeh, Han-Nien Lin, Cheng-Hau Wu, and Tzu-Hao Ho
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Ground effect (cars) ,Computer science ,business.industry ,Time to market ,020208 electrical & electronic engineering ,Electrical engineering ,020206 networking & telecommunications ,02 engineering and technology ,Root cause ,Electromagnetic interference ,Electronic modules ,EMI ,Power electronics ,0202 electrical engineering, electronic engineering, information engineering ,Root cause analysis ,business - Abstract
The DC-DC converter is a crucial component of electronic modules or systems, and thus making electromagnetic interference issue essential. Even though power IC manufacturer often provides useful PCB design guidelines, but power electronic engineer sometimes ignores the design rules because of his own application concerned or cost issue. This usually leads the converter to a poor EMI performance in the first time, thus requiring additional engineering resources, greater time to market, as well as higher EMI filter costs to comply with related EMI regulations. In this paper, we'll analyze the root cause of EMI problem on a DC-DC converter module built with single layer-double side PCB, and point out some factors of PCB ground design that will affect the EMI performance. Since there is no complete pair for power-ground plane, the plane resonance issue will not be discussed in this paper.
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- 2019
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15. Establishment of ESD Generator Model for Transient Susceptibility Analysis from Chip to System Level
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Jeffrey Yen-Ting Lin, Han-Nien Lin, Chia-Hung Su, Bo-Ning Ko, Min-Shang Lin, and Tzu-Hao Ho
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law ,Robustness (computer science) ,Computer science ,Hardware_INTEGRATEDCIRCUITS ,System level ,Hardware_PERFORMANCEANDRELIABILITY ,Integrated circuit ,Electronics ,Chip ,Hardware_LOGICDESIGN ,Reliability engineering ,law.invention - Abstract
There is a growing awareness in the electronics manufacturer that system level ESD robustness is an important requirement for reliable products. System level ESD testing is today applied to a wider range of products than ever before. Designing ESD robust systems can be very challenging, especially for systems which integrate advanced technology integrated circuit (IC) components. While IC level ESD design and the necessary protection levels are well understood with reliability test from CDM or HBM model, system ESD protection strategy and design efficiency have only been dealt with in an ad hoc manner. We wish to explore realistic system or chip ESD protection requirements and strategies for normal operating IC chip or system, and therefore we have to establish the realistic ESD generator model to be incorporated with chip or system under investigation. Many of the most severe system level ESD design problems can be then traced to the affected location of system or chip with analyzing the residual ESD stress after injection and propagation. With this help, we can then adopt a consolidated approach to system level ESD design, and validate future success in building ESD robust systems through simulation in advance.
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- 2019
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16. Parallel order ATPG for test compaction
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Yu-Hao Ho, Kai-Chieh Yang, Yu-Wei Chen, Chih-Ming Chang, James Chien-Mo Li, and Ming-Ting Li
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010302 applied physics ,Test compaction ,Computer science ,Compaction ,02 engineering and technology ,Automatic test pattern generation ,01 natural sciences ,020202 computer hardware & architecture ,Single test ,Test (assessment) ,Parallel processing (DSP implementation) ,0103 physical sciences ,0202 electrical engineering, electronic engineering, information engineering ,Order (group theory) ,Algorithm ,Dynamic testing - Abstract
In this paper, we proposed a novel test compaction algorithm, called Parallel Order Dynamic Test Compaction (PO-DTC). We show that the order of secondary faults within a single test generation is important for test compaction. We launch parallel ATPG with different orders of secondary faults and choose the best test pattern with the largest number of detected faults. Experimental results show that our test length is 48% shorter than that of a highly compacted commercial ATPG. Our test length is the smallest among all previous work published so far. Our test length for N-detect test sets is at least 1/4 shorter than that of the commercial ATPG.
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- 2018
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17. Robust test pattern generation for hold-time faults in nanometer technologies
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James Chien-Mo Li, Yu-Hao Ho, Kai-Chieh Yang, Yo-Wei Chen, and Chih-Ming Chang
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010302 applied physics ,Engineering ,010308 nuclear & particles physics ,business.industry ,Real-time computing ,Hardware_PERFORMANCEANDRELIABILITY ,Automatic test pattern generation ,01 natural sciences ,Fault indicator ,Process variation ,Stuck-at fault ,Computer engineering ,Robustness (computer science) ,Logic gate ,0103 physical sciences ,Fault coverage ,Hardware_INTEGRATEDCIRCUITS ,Fault model ,business ,Hardware_LOGICDESIGN - Abstract
Hold-time faults are gaining attention in modern technologies because of process variation, power supply noise, and etc. A path-based hold-time fault model is proposed to cover short paths to and from every flip-flop. In addition, the number of faults is linear to the number of flip-flops in the circuit. Two-timeframe circuit models are proposed for ATPG and fault simulation. We show that traditional path delay fault ATPG is not sufficient for hold-time faults. A hold-time fault ATPG is presented to generate robust test patterns. Experiments on large benchmark show that our test patterns are 42% shorter while 38% better in robust fault coverage than 1-detect stuck-at fault test sets. The results justify the need for hold-time fault ATPG.
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- 2017
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18. PNCS: Pixel-Level Non-Local Method Based Compressed Sensing Undersampled MRI Image Reconstruction
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Hao Hou, Yuchen Shao, Yang Geng, Yingkun Hou, Peng Ding, and Benzheng Wei
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Pixel-level non-local ,compressed sensing ,undersampled MRI image reconstruction ,Electrical engineering. Electronics. Nuclear engineering ,TK1-9971 - Abstract
Compressed sensing magnetic resonance imaging (CS-MRI) has made great progress in speeding up MRI imaging. The existing non-local self-similarity (NSS) prior based CS-MRI models mainly take similar image patches as the processing objects, this patch-level non-local sparse representation method can not make full use of the self-similarity among pixels in the image, so it can not recover the weak edge information in the undersampled MRI image well and there will still be some artifacts. In this paper, a pixel-level non-local method based compressed sensing undersampled MRI image reconstruction method is introduced. First, zero filling is performed on the undersampled k-space data to obtain a full-size 2D signal, and IFFT is performed to obtain a preliminary reconstructed MRI image. Block-matching and row-matching are successively performed on the reconstructed image in turn to obtain similar pixel groups, so as to establish a better sparse representation under the non-local self-similarity (NSS) prior. The separable Haar transform is performed on similar pixel groups, and the hard threshold of the transform coefficients and Wiener filtering can effectively remove the artifacts introduced in the undersampled reconstructed MRI images. The proposed pixel-level non-local iterative thinning model based on compressed sensing theory can ensure the removal of artifacts and better restore the details in the image. The qualitative and quantitative results under different undersampling modes and undersampling rates prove the advantages of the proposed method in subjective visual quality and objective evaluation (peak signal to noise ratio and structure similarity index). The performance of this method is not only superior to the existing traditional CS-MRI methods, but also competitive with the existing deep neural network (DNN) based models. The code will be released at https://github.com/HaoHou-98/PNCS.
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- 2023
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19. Fault Simulation and Test Pattern Generation for Cross-gate Defects in FinFET Circuits
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Cheng-Sheng Pan, Yo-Wei Chen, Yu-Hao Ho, Kuan-Ying Chiang, and James Chien-Mo Li
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Stuck-at fault ,Computer science ,Logic gate ,Benchmark (computing) ,Electronic engineering ,Hardware_PERFORMANCEANDRELIABILITY ,Fault model ,Automatic test pattern generation ,Pattern generation ,Fault (power engineering) ,Electronic circuit - Abstract
A FAST fault model is proposed for small delay faults induced by cross-gate defects in FinFET. FAST ATPG, fault simulation, and test selection are presented to generate and select test patterns to detect FAST faults. Experiments on large benchmark circuits show that our pattern sets have approximately 29% and 4% better FAST coverage and FAST SDQL respectively than those of commercial tool timing-unaware 1-detect pattern sets.
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- 2015
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20. Effects of Se flux on the properties of the quaternary-sputtered CIGS thin film solar cells
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Chia-Hao Hsu, Wei-Hao Ho, and Chih-Huang Lai
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Materials science ,business.industry ,Sputtering ,Optoelectronics ,Flux ,Device Properties ,Thin film solar cell ,business ,Copper indium gallium selenide solar cells ,Deposition (law) - Abstract
Sputtering from a single CIGS compound target is a promising process to fabricate CIGS absorbers for mass production. However, only few reports demonstrate efficient CIGS cells without post-selenization. The need for the additional post-selenization step may be possibly due to the low Se supply during deposition, which originates from the low Se content in the target. In this study, we proposed a method to supply extra Se, sputtering from a Se target. With this, the Se supply during the quaternary sputtering process is adjusted nominally from 1 to 1.24. The effects of Se supply during the quaternary sputtering process on the film and device properties were studied. Efficiency of 11% was obtained with medium Se flux.
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- 2015
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21. Effect of injection rate on the growth of Cu2ZnSnS4 nanoparticles synthesized by hot injection method
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Wei-Hao Ho, Chih-Huang Lai, Yue-Shun Su, Shih-Yuan Wei, Chia-Hao Hsu, and Mao-Cheng Huang
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Materials science ,Mineralogy ,Nanoparticle ,symbols.namesake ,chemistry.chemical_compound ,Crystallinity ,Chemical engineering ,Nanocrystal ,chemistry ,Transmission electron microscopy ,symbols ,CZTS ,Dispersion (chemistry) ,Raman spectroscopy ,Stoichiometry - Abstract
In this study, we have obtained uniform and high quality Cu2ZnSnS4 (CZTS) nanocrystals which were synthesized by using the hot injection method. The effect of injection rate on growth mechanism was investigated. The injection rates were varied from 2.5 to 20mL/h. The CZTS nanocrystals were characterized by TEM, XRD, and Raman. The Raman spectrum revealed good crystallinity, and TEM images showed uniform dispersion. As the injection rates increased, the CZTS particles size become larger and less uniform, which was consistent with LaMer model. The composition of CZTS nanocrystals was almost close to stoichiometry, and we obtained the CZTS nanoparticles with good crystallinity for the case injected at 10mL/h.
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- 2013
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22. The comparison of different chemical reaction routes for CBD-ZnS applied on Cu(In, Ga)Se2 solar cells
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Chia-Hao Hsu, Shi-Yuan Wei, Jen-Hao Lin, Wei-Hao Ho, Chih-Huang Lai, and Tzu-Ying Lin
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Chemical process ,chemistry.chemical_compound ,chemistry ,Etching (microfabrication) ,Inorganic chemistry ,Hydroxide ,Chemical vapor deposition ,Chemical reaction ,Copper indium gallium selenide solar cells ,Zinc sulfide ,Chemical bath deposition - Abstract
The most high efficiency cadmium-free CIGS solar cell is zinc sulfide fabricated by chemical bath deposition. However, on account of the presence of Zn(OH)2 phase during chemical reaction, it leads to poor cell performance attributed in low fill factor and shows distorted I-V curve. The cell performance can be enhanced by continuous illumination, which has been found by many groups called light-soaking effect. In this paper, we compared two different chemical processes with and without ammonia hydroxide etching. The well-known ammonia etching effect for removing Zn(OH)2 phase has also been observed in this work. By comparing the different chemical processes with ammonia etching, we noticed the difference of compositions due to chemical reaction routes. Based on the research for chemical routes, we further to optimize CBD-ZnS process deposited on CIGS substrates. Owing to the decrease of Zn(OH)2 concentration by optimized CBD-ZnS, the cell efficiency can be improved in Voc and FF. Moreover, the time for lightsoaking treatment can be shortened to less than 20 minutes.
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- 2013
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23. Selenium treatment on the polycrystalline CuIn1−xGaxSe2 thin films sputtered from a quaternary target
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Shih-Yuan Wei, Wei-Hao Ho, Chih-Huang Lai, Chuan Chang, Yue-Shun Su, and Chia-Hao Hsu
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symbols.namesake ,Materials science ,Passivation ,Open-circuit voltage ,Analytical chemistry ,symbols ,Graphite ,Crystallite ,Sputter deposition ,Thin film ,Raman spectroscopy ,Copper indium gallium selenide solar cells - Abstract
In this work, selenium treatment at 250-350°C on the polycrystalline CuIn1-xGaxSe2 (CIGS) thin films sputtered from a quaternary target has been investigated in order to passivate anionic defects which induce the current-blocking behavior and lowering open circuit voltage. The CIGS thin films were selenized in a closed-space graphite container. The result of selenization was characterized by Raman spectroscopy, EQE and the current-voltage-temperature measurement. After selenization at 350°C, the current-blocking behavior is inhibited and Voc increases from 310mV to 640mV. Until now, the efficiency near 9% can be obtained by an optimized selenization process.
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- 2013
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24. A pseudo-Gaussian-based compensatory neural fuzzy system
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Cheng-Jian Lin and Wen-Hao Ho
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Adaptive neuro fuzzy inference system ,Fuzzy classification ,Neuro-fuzzy ,business.industry ,Defuzzification ,Fuzzy logic ,ComputingMethodologies_PATTERNRECOGNITION ,Fuzzy set operations ,Fuzzy number ,ComputingMethodologies_GENERAL ,Artificial intelligence ,business ,Membership function ,Mathematics - Abstract
In this paper, a new pseudo-Gaussian-based compensatory neural fuzzy system (PGCNFS) is proposed. The characteristic of compensatory neural fuzzy system is building exact fuzzy reasoning and converging quickly. Besides, the pseudo-Gaussian membership function can provide the compensatory neural fuzzy system which owns a higher flexibility and can approach the optimized result more accurately. An on-line learning algorithm is proposed to automatically construct the PGCNFS. It consists of structure learning and parameter learning that would create adaptive fuzzy logic rules. Experimental results show that the proposed algorithm converges quickly and the obtained fuzzy rules are more precise.
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- 2004
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25. Effects of Se flux on the properties of the quaternary-sputtered CIGS thin film solar cells.
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Hsu, Chia-Hao, Wei-Hao Ho, and Lai, Chih-Huang
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- 2015
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26. On-Chip system ESD protection design for STN LCD drivers.
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Tai-Ho Wang, Wen-Hao Ho, and Lin-Chien Chen
- Published
- 2005
27. Multispectral Imaging-Based System for Detecting Tissue Oxygen Saturation With Wound Segmentation for Monitoring Wound Healing
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Chih-Lung Lin, Meng-Hsuan Wu, Yuan-Hao Ho, Fang-Yi Lin, Yu-Hsien Lu, Yuan-Yu Hsueh, and Chia-Chen Chen
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Multispectral imaging ,principal component analysis ,tissue oxygen saturation ,wound healing ,wound segmentation ,Computer applications to medicine. Medical informatics ,R858-859.7 ,Medical technology ,R855-855.5 - Abstract
Objective: Blood circulation is an important indicator of wound healing. In this study, a tissue oxygen saturation detecting (TOSD) system that is based on multispectral imaging (MSI) is proposed to quantify the degree of tissue oxygen saturation (StO2) in cutaneous tissues. Methods: A wound segmentation algorithm is used to segment automatically wound and skin areas, eliminating the need for manual labeling and applying adaptive tissue optics. Animal experiments were conducted on six mice in which they were observed seven times, once every two days. The TOSD system illuminated cutaneous tissues with two wavelengths of light - red ( $\mathrm {\lambda } = 660$ nm) and near-infrared ( $\mathrm {\lambda } = 880$ nm), and StO2 levels were calculated using images that were captured using a monochrome camera. The wound segmentation algorithm using ResNet34-based U-Net was integrated with computer vision techniques to improve its performance. Results: Animal experiments revealed that the wound segmentation algorithm achieved a Dice score of 93.49%. The StO2 levels that were determined using the TOSD system varied significantly among the phases of wound healing. Changes in StO2 levels were detected before laser speckle contrast imaging (LSCI) detected changes in blood flux. Moreover, statistical features that were extracted from the TOSD system and LSCI were utilized in principal component analysis (PCA) to visualize different wound healing phases. The average silhouette coefficients of the TOSD system with segmentation (ResNet34-based U-Net) and LSCI were 0.2890 and 0.0194, respectively. Conclusion: By detecting the StO2 levels of cutaneous tissues using the TOSD system with segmentation, the phases of wound healing were accurately distinguished. This method can support medical personnel in conducting precise wound assessments. Clinical and Translational Impact Statement—This study supports efforts in monitoring StO2 levels, wound segmentation, and wound healing phase classification to improve the efficiency and accuracy of preclinical research in the field.
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- 2024
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28. Residual Scheduling: A New Reinforcement Learning Approach to Solving Job Shop Scheduling Problem
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Kuo-Hao Ho, Jui-Yu Cheng, Ji-Han Wu, Fan Chiang, Yen-Chi Chen, Yuan-Yu Wu, and I-Chen Wu
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Deep reinforcement learning (DRL) ,flexible job-shop scheduling problem (FJSP) ,graph neural network (GNN) ,job-shop scheduling problem (JSP) ,Electrical engineering. Electronics. Nuclear engineering ,TK1-9971 - Abstract
Job-shop scheduling problem (JSP) is a mathematical optimization problem widely used in industries like manufacturing, and flexible JSP (FJSP) is also a common variant. Since they are NP-hard, it is intractable to find the optimal solution for all cases within reasonable times. Thus, it becomes important to develop efficient heuristics to solve JSP/FJSP. A kind of method of solving scheduling problems is construction heuristics, which constructs scheduling solutions via heuristics. Recently, many methods for construction heuristics leverage deep reinforcement learning (DRL) with graph neural networks (GNN). In this paper, we propose a new approach, named residual scheduling, to solving JSP/FJSP. In this new approach, we remove irrelevant machines and jobs such as those finished, such that the states include the remaining (or relevant) machines and jobs only. Our experiments show that our approach reaches state-of-the-art (SOTA) among all known construction heuristics on most well-known open JSP and FJSP benchmarks. In addition, we also observe that even though our model is trained for scheduling problems of smaller sizes, our method still performs well for scheduling problems of large sizes in terms of makespan. Interestingly in our experiments, our approach even reaches zero makespan gap for 49 among 60 JSP instances whose job numbers are more than 100 on 15 machines.
- Published
- 2024
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29. A pseudo-Gaussian-based compensatory neural fuzzy system.
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Cheng-Jian Lin and Wen-Hao Ho
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- 2003
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30. AM PWM Driving Circuit for Mini-LED Backlight in Liquid Crystal Displays
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Chih-Lung Lin, Sung-Chun Chen, Ming-Yang Deng, Yuan-Hao Ho, Chieh-An Lin, Chia-Ling Tsai, Wei-Sheng Liao, Chih-I Liu, Chia-En Wu, and Jia-Tian Peng
- Subjects
Active-matrix display ,LCD backlight ,high dynamic range ,mini-LED ,pulse-width modulation ,power consumption ,Electrical engineering. Electronics. Nuclear engineering ,TK1-9971 - Abstract
This work proposes a mini-LED driving circuit that adopts the pulse-width modulation (PWM) driving method for use in a liquid-crystal display (LCD) backlight. The proposed circuit can compensate for the threshold voltage ( $\text{V}_{\mathrm{ TH}}$ ) variation in a low-temperature poly-crystalline silicon thin-film transistor (LTPS TFT) and a VSS current-resistance (I-R) rise, to generate a stable driving current to power the mini-LED. Since the proposed circuit uses the PWM method, the mini-LED can be operated at the best luminance-efficacy point, minimizing the power consumption of the circuit. The electrical characteristic of fabricated LTPS TFTs are measured to establish a simulation model to demonstrate the feasibility of the proposed circuit. Simulation results demonstrate that the relative mini-LED current error rates are below 9% when the $\text{V}_{\mathrm{ TH}}$ varies ± 0.3 V and VSS rises by 1 V. With respect to precise control of the gray level, the time shifts of current pulses are within 11.48 us over the whole grayscale. The improvement in the power consumption of the proposed circuit is more than 21% than that of a circuit that is driven by pulse amplitude modulation.
- Published
- 2021
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