• Title/Summary/Keyword: optimal experimental design

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Design and Implementation of a Smart Biological Cabinet using RFID (RFID 기반 스마트 생물학 실험실 캐비닛의 설계 및 구현)

  • Han, Youngwhan;Kim, Byungho;Eun, Seongbae
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.22 no.4
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    • pp.611-616
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    • 2018
  • RFID-based Smart cabinets can make a recognition error owing to the electromagnetic wave interference. This paper proposes and implements a smart cabinet system for inventory management using RFID, especially which can be applied to biological laboratories. We calculate the optimal value of partition distance for the higher recognition rate between RFID tags and the reader, and the optimal partition thickness for electromagnetic wave absorption to achieve the higher recognition rate, in which two kinds of the partitions have been tested, a pure steel partition with various thickness and a thin steel partition attached with electromagnetic waves absorber. The experimental results show that the most recommended partition structure for the smart cabinets is one with the partition distance of 30cm and the partition thickness of 1mm attached with the electromagnetic wave absorption tapes.

Design Space Exploration of Many-Core Processors for Ultrasonic Image Processing at Different Resolutions (다양한 해상도의 초음파 영상처리를 위한 매니코어 프로세서의 디자인 공간 탐색)

  • Kang, Sung-Mo;Kim, Jong-Myon
    • The KIPS Transactions:PartA
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    • v.19A no.3
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    • pp.121-128
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    • 2012
  • This paper explores the optimal processing element (PE) configuration for ultrasonic image processing at different resolutions ($256{\times}256$, $768{\times}1,024$, and $1,024{\times}1,280$). To determine the optimal PE configuration, this paper evaluates the impacts of a data-per-processing element (DPE) ratio that is defined as the amount of image data directly mapped to each PE on system performance and both energy and area efficiencies using architectural and workload simulations. This paper illustrates the correlation between DPE ratio and PE architecture for a target implementation in 130nm technology. To identify the most efficient PE structure, seven different PE configurations were simulated for ultrasonic image processing. Experimental results indicate that the highest energy efficiencies were achieved at PEs=1,024, 4,096, and 16,384 for ultrasonic images at $256{\times}256$, $768{\times}1,024$, $1,024{\times}1,280$ resolutions, respectively. Furthermore, the maximum area efficiencies were yielded at PEs=256 ($256{\times}256$ image) and 4,096 ($768{\times}1,024$ and $1,024{\times}1,280$ images), respectively.

A Design of 10bit current output Type Digital-to-Analog converter with self-Calibration Techique for high Resolution (고해상도를 위한 DAC 오차 보정법을 가진 10-비트 전류 출력형 디지털-아날로그 변환기 설계)

  • Song, Jung-Gue;Shin, Gun-Soon
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.12 no.4
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    • pp.691-698
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    • 2008
  • This paper describes a 3.3V 10 bit CMOS digital-to-analog converter with a divided architecture of a 7 MSB and a 3 LSB, which uses an optimal Thermal-to-Binary Decoding method with monotonicity, glitch energy. The output stage utilizes here implements a return-to-zero circuit to obtain the dynamic performance. Most of D/A converters in decoding circuit is complicated, occupies a large chip area. For these problems, this paper describes a D/A converter using an optimal Thermal-to-Binary Decoding method. the designed D/A converter using the CMOS n-well $0.35{\mu}m$ process0. The experimental data shows that the rise/fall time, settling time, and INL/DNL are 1.90ns/2.0ns, 12.79ns, and a less than ${\pm}2.5/{\pm}0.7\;LSB$, respectively. The power dissipation of the D/A converter with a single power supply of 3.3V is about 250mW.

A Genetic Algorithm Based Learning Path Optimization for Music Education (유전 알고리즘 기반의 음악 교육 학습 경로 최적화)

  • Jung, Woosung
    • Journal of the Korea Convergence Society
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    • v.10 no.2
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    • pp.13-20
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    • 2019
  • For customized education, it is essential to search the learning path for the learner. The genetic algorithm makes it possible to find optimal solutions within a practical time when they are difficult to be obtained with deterministic approaches because of the problem's very large search space. In this research, based on genetic algorithm, the learning paths to learn 200 chords in 27 music sheets were optimized to maximize the learning effect by balancing and minimizing learner's burden and learning size for each step in the learning paths. Although the permutation size of the possible learning path for 27 learning contents is more than $10^{28}$, the optimal solution could be obtained within 20 minutes in average by an implemented tool in this research. Experimental results showed that genetic algorithm can be effectively used to design complex learning path for customized education with various purposes. The proposed method is expected to be applied in other educational domains as well.

Finite Element Analysis for the Development of Bone Surgery Piezoelectric Ultrasonic Medical Device and its Experimental Verification (골수술용 압전형 초음파 의료기기 개발을 위한 유한요소해석 및 이의 실험적 검증)

  • Song, Tae-Ha;Lee, Jung-Ho;Choi, Jong Kyun;Lee, Hee Won
    • Journal of Biomedical Engineering Research
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    • v.43 no.5
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    • pp.319-330
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    • 2022
  • In this study, the optimal driving frequency was derived through finite element analysis (FEA) to optimize the developed piezoelectric ultrasonic medical devices(PUMD) for bone surgery. The core of the PUMD is the piezoelectric ceramic (PZT), which is a vibrator that generates vibration energy. The piezoelectric ceramic shows the maximum current value with respect to the input voltage at the resonance frequency, which generates the maximum mechanical vibration. In the past, various studies have been conducted related to the analysis of PUMD, but most of the research so far has been limited to free vibration analysis. However, in order to derive the accurate resonant frequency, the initial stress generated by bolt tightening in the bolt-clamped Langevin type transducer (BLT) must be considered. In this study, after designing a PUMD, the driving performance according to the bolt tightening value was analyzed through FEA, and this was experimentally verified. First, the resonance mode and frequency response were confirmed through modal and harmonic analysis at 20-40 kHz, which is known as the optimal driving frequency band of PUMD for bone surgery. In addition, the design of the PUMD was confirmed by checking the mechanical behavior of the tip and the piezoelectric ceramic at the resonant frequency. Consequentially, the characteristic evaluation was performed, and it was confirmed that the resonant frequency result derived through the FEA was reasonable. Through this study, we presented a more rational FEA method than before for BLT transducers. We expect that this will shorten the time and cost of developing a PUMD, and will enable the development of more stable and high-quality products.

Thermodynamic Process Design of CaF2 Single Crystal Growth for Optical Applications (광학응용 CaF2 단결정성장을 위한 열역학적 공정설계)

  • Seong-Min Jeong;Hae-Jin Jeon;Yun-Ji Shin;Hyoung-Seuk Choi;Si-Young Bae
    • Journal of the Korean Institute of Electrical and Electronic Material Engineers
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    • v.36 no.2
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    • pp.197-202
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    • 2023
  • Calcium fluoride (CaF2) single crystal is applied to numerous industrial applications, especially for optical uses. To have excellent optical transmission properties, however, CaF2 crystals should be carefully fabricated through liquid-phase crystal growth techniques. In this study, as one of the early stage research activities to grow CaF2 crystals with a good transmittance at the ultraviolet wavelength range, computational thermodynamic models were provided to deepen the understanding of the crystal growing processes of CaF2 under various conditions. To remove point defects and oxygen impurities in the grown CaF2 crystals, the system was thermodynamically evaluated to get optimal process conditions. From the reviews of previous experimental studies, computational thermodynamic approaches were found to be an effective and powerful tool to understand the meaning of the crystal growth processes and to obtain optimal process conditions.

Research on Unmanned Aerial Vehicle Mobility Model based on Reinforcement Learning (강화학습 기반 무인항공기 이동성 모델에 관한 연구)

  • Kyoung Hun Kim;Min Kyu Cho;Chang Young Park;Jeongho Kim;Soo Hyun Kim;Young Ghyu Sun;Jin Young Kim
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.23 no.6
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    • pp.33-39
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    • 2023
  • Recently, reinforcement learning has been used to improve the communication performance of flying ad-hoc networks (FANETs) and to design mobility models. Mobility model is a key factor for predicting and controlling the movement of unmmaned aerial vehicle (UAVs). In this paper, we designed and analyzed the performance of Q-learning with fourier basis function approximation and Deep-Q Network (DQN) models for optimal path finding in a three-dimensional virtual environment where UAVs operate. The experimental results show that the DQN model is more suitable for optimal path finding than the Q-learning model in a three-dimensional virtual environment.

Preparation of Natural Sunscreen Cream Using Refined Sea Buckthorn Oil (정제된 시벅턴오일을 이용한 천연 자외선차단 크림의 제조)

  • Dong Hwan Kim;Zhengyuan Ping;Seung Bum Lee
    • Applied Chemistry for Engineering
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    • v.35 no.4
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    • pp.329-334
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    • 2024
  • To improve the UV absorbance and emulsion stability of sunscreen creams prepared using refined seabuckton oil, experimental conditions were designed utilizing the central composite design model-response surface methodology (CCD-RSM). The amount of surfactant, emulsification time, and thickener amount were chosen as independent variables, and the experiment was carried out after the reaction values of ESI, MDS, and UV absorbance at 290 nm were determined. The main effect and interaction effect, which have the most influence on the response value, were analyzed through the F-value and P-value of the regression equation coefficient calculated through RSM, and the statistical significance of the coefficient was evaluated through the P-value. The optimal emulsification conditions using RSM were calculated as follows: amount of surfactant (4.39 wt%), emulsification time (25.42 min), and amount of thickener (1.24 wt%). At these conditions, the reaction value was calculated as ESI (98.5%), MDS (32.9 nm), and UV absorbance (2.73). As a result of conducting an actual experiment under the calculated optimal conditions, the average error rate was measured as ± 2.7%

Optimization Condition of Trace Analysis of Fuel Oxygenated Compounds Using The Design of Experiment (DOE) in Solid-Phase Microextraction with GC/FID (고체상미량분석법(SPME-GC/FID)에서 실험계획법을 이용한 연료첨가제 미량분석의 최적조건)

  • An, Sang-Woo;Lee, Si-Jin;Chang, Soon-Woong
    • Journal of Soil and Groundwater Environment
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    • v.15 no.1
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    • pp.9-18
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    • 2010
  • In this study, Solid-phase micro-extraction (SPME) with Gas Chromatograph using Flame Ionization Detector (GC/FID) was studied as a possible alternative to liquid-liquid extraction for the analysis of Methyl tert-butyl ether (MTBE) and Tertiary-butyl ether (TBA) in water and an optimization condition of trace analysis of MTBE and TBA using the design of experiment (DOE) was described. The aim of our research was to apply experimental design methodology in the optimization condition of trace analysis of fuel oxygenated compounds in soil-phase microextraction with GC/FID. The reactions of SPME were mathematically described as a function of parameters of Temp ($X_1$), Volume ($X_2$), Time ($X_3$) and Salt ($X_4$) being modeled by the use of the partial factorial designs, which was used for fitting 2nd order response surface models and was alternative to central composite designs. The model predicted agreed with the experimentally observed result ($Y_1$(MTBE, $R^2$ = 0.96, $Y_2$ (TBA, $R^2$ = 0.98)). The estimated ridge of the expected maximum responses and optimal conditions for MTBE and TBA were 278.13 and (Temp ($X_1$) = $48.40^{\circ}C$, Volume ($X_2$) = 73.04 mL, Time ($X_3$) = 11.51 min and Salt ($X_4$) = 12,50 mg/L), and 127.89 and (Temp ($X_1$) = $52.12^{\circ}C$, Volume ($X_2$) = 88.88mL, Time ($X_3$) = 65.40 min and Salt ($X_4$) = 12,50 mg/L), respectively.

Electrical Properties of Photovoltaic cells depending on Simulated design (모의 설계에 따른 Photovoltaic cells의 전기적 특성)

  • Choi, Hyun-Min;Jeong, In-Bum;Kim, Gwi-Yeol;Kim, Tae-Wan;Hong, Jin-Woong
    • Proceedings of the Korean Institute of Electrical and Electronic Material Engineers Conference
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    • 2010.06a
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    • pp.36-36
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    • 2010
  • Currently, there are several newly developed energy resources for the future to replace petroleum resources such as hydrogen fuel cell, solar cell, wind power, and etc. Among them, solar cell has attracted a worldwide concern, because it has an enormous amount of resources. In general, a study of solar cells can be classified in to an area of bulk type and thin-film type. Inorganic solar cells based on silicon have been tremendously developed in technology and efficiency. However, since there are many lithographic steps, high processing temperature approximately $1000^{\circ}C$, and expensive raw materials, a manufacturing cost of device are nearly reaching a limit. Contrary to those disadvantages, organic solar cells can be manufactured at room temperature. Also, it has many advantages such as a low cost, easy fabrication of thin film, and possible manufacture to a large size. Because it can be made to be flexible, research and development on solar cells are actively in progress for the next generation. ever though an efficiency of the organic solar cell is low compared to that of inorganic one, a continuous study is needed. In this paper, we report optimal device structure obtained by a program simulation for design and development of highly efficient organic photovoltaic cells. we have also compared simulated results to experimental ones.

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