• Title/Summary/Keyword: window cleaning

Search Result 35, Processing Time 0.023 seconds

Time Series Data Cleaning Method Based on Optimized ELM Prediction Constraints

  • Guohui Ding;Yueyi Zhu;Chenyang Li;Jinwei Wang;Ru Wei;Zhaoyu Liu
    • Journal of Information Processing Systems
    • /
    • v.19 no.2
    • /
    • pp.149-163
    • /
    • 2023
  • Affected by external factors, errors in time series data collected by sensors are common. Using the traditional method of constraining the speed change rate to clean the errors can get good performance. However, they are only limited to the data of stable changing speed because of fixed constraint rules. Actually, data with uneven changing speed is common in practice. To solve this problem, an online cleaning algorithm for time series data based on dynamic speed change rate constraints is proposed in this paper. Since time series data usually changes periodically, we use the extreme learning machine to learn the law of speed changes from past data and predict the speed ranges that change over time to detect the data. In order to realize online data repair, a dual-window mechanism is proposed to transform the global optimal into the local optimal, and the traditional minimum change principle and median theorem are applied in the selection of the repair strategy. Aiming at the problem that the repair method based on the minimum change principle cannot correct consecutive abnormal points, through quantitative analysis, it is believed that the repair strategy should be the boundary of the repair candidate set. The experimental results obtained on the dataset show that the method proposed in this paper can get a better repair effect.

Effects of Isothermal Stabilization Process and Ultrasonic Cleaning on the Characteristics of Rayon Fabrics (레이온직물의 특성에 미치는 등온 안정화공정 및 초음파세척의 영향)

  • Cho, Chaewook;Cho, Donghwan;Park, Jong Kyoo;Lee, Jae Yeol
    • Journal of Adhesion and Interface
    • /
    • v.14 no.1
    • /
    • pp.21-27
    • /
    • 2013
  • Cellulose-based rayon fibers or fabrics can be thermally decomposed very fast within a narrow temperature window during stabilization process. Therefore the stabilization stage is critically important for producing rayon-based carbon fibers. Consequently, in the present study the effects of isothermal stabilization and ultrasonic cleaning on the weight loss, chemical composition, microstructure, and fabric texture of cellulose-based rayon fabrics were explored. The temperature of the isothermal stabilization process performed in the range of $200{\sim}240^{\circ}C$ influenced the processing time, carbon and oxygen contents, cellulose structural change, and fabric texture. The ultrasonic cleaning, which was conducted prior to the stabilization process, played a role in shortening the stabilization time, increasing the carbon contents, decreasing the oxygen contents, and changing the XRD pattern. Also, it was considered that the ultrasonic cleaning contributed to retarding the weight loss, to reducing the thermal shrinkage, and further to reducing the fast physical change of rayon fabrics.

Germicidal Effect of Ozone Cleaning System for Pigpens Air (오존 정화시스템을 이용한 축사내 공기정화 효과)

  • Won, Seung-Ho;Kim, Young-Kwon
    • Journal of the Korean Solar Energy Society
    • /
    • v.30 no.1
    • /
    • pp.13-18
    • /
    • 2010
  • This research investigated the exhaust gas purification system of gaseous ozone for pigpens. This system is applied to exhaust the gas outside after purification with ozone. This is very effective for purification and simple. And because this is not set in the pigpens, this system is not influence of pollution gas. This is effected to extend the life time of this system and this system is applied for non-window pigpens which does not need the ventilation.

Effect of Occupants' Active Behaviour of Environmental Control on Indoor Environment in Summer's High School Classroom (하절기 고등학교 교실에서 재실자의 적극적 환경조절행동이 실내환경에 미치는 영향)

  • Kwak, Ro-Yeul
    • Journal of the Architectural Institute of Korea Structure & Construction
    • /
    • v.35 no.5
    • /
    • pp.181-190
    • /
    • 2019
  • In high school classrooms, it is reported that ventilation is often insufficient, increasing health risks among students. Therefore, indoor air quality in school classrooms is very important in terms of students' health and learning abilities. In this study, the effect of window opening, which is a control mechanism for air control in summer high school classrooms, on the change in air and indoor environment of the classroom was analyzed and physical conditions of indoor and air environment were observed during the classroom course, and satisfaction of the students and teachers was assessed with questionnaires. It was found that change rate of $CO_2$ concentration in classroom was effectively reduced by carrying out activity of opening the window by active environment control activity of occupants at break time, intermission time and cleaning time. And optimal window opening by students was presented to prevent unpleasantness and degradation of indoor air quality and the effects were analyzed.

Sensor-based Motion Planning Algorithm for High-rise Building Facade Cleaning of Built-in Guide Type Multi-Robot (Built-in guide 타입 다중 로봇의 고층 빌딩 외벽 청소를 위한 센서 기반 운동 계획 알고리즘)

  • Lee, Seung-Hoon;Kim, Dong-Hyung;Kang, Min-Sung;Gil, Myung-Soo;Kim, Young-Soo;Back, Sung-Hoon;Han, Chang-Soo
    • Journal of Institute of Control, Robotics and Systems
    • /
    • v.18 no.5
    • /
    • pp.445-452
    • /
    • 2012
  • With the increasing number of high-rise and large-scale buildings, modern buildings are becoming intelligent, and are incurring high construction costs and requiring careful maintenance. Maintenance works for high-rise buildings significantly depend on human labor, unlike other construction processes that are gradually being automated. The resulting accidents may produce very high social and economic losses. To address this problem, herein, this paper proposes robotic building maintenance system using multi-robot concept, in specific, cleaning a building facade which is directly subjected to minimize human labor; that improves the process efficiency and economic feasibility. The sensor for detecting contamination of building's outer-wall glass is proposed; Kalman filter was used for estimating robots' status with the contamination of the window glass. Task allocation of the sensor based multi-robots for an effective way of task execution is introduced and the feasibility was verified through the simulations.

A Study on the Combustion Optimization of a Common Rail Direct Injection Diesel Engine for Regeneration of the Diesel Particulate Filter (매연여과장치 재생을 위한 커먼레일 디젤엔진의 연소 최적화에 관한 연구)

  • Kang Jung Whun;Kim Man Young;Youn Gum Joong
    • Transactions of the Korean Society of Automotive Engineers
    • /
    • v.13 no.4
    • /
    • pp.167-173
    • /
    • 2005
  • Thermal regeneration means burning-off and cleaning-up the particulate matters piled up in DPF(diesel particulate filter), and it requires both high temperature $(550\~600^{\circ}C)$ and appropriate concentration of oxygen at DPF entrance. However, it is not easy to satisfy such conditions because of the low temperature window of the HSDI(high speed direct injection) diesel engine(approximately $200\~350^{\circ}C$ at cycle). Therefore, this study is focused on the method to raise temperature using the trade-off relation between temperature, oxygen concentration, and the influence of many parameters of common rail injection system including post injection. After performing an optimal mapping of the common rail parameters for regeneration mode, the actual cleaning process during regeneration mode is investigated and evaluated the availability of the regeneration mode mapping through regenerating soot trapped in the DPF.

Flat-type 와이퍼 블레이드의 내구 신뢰성 향상을 위한 연구

  • Jeong, Won-Seon;Seo, Yeong-Gyo;Kim, Hong-Jin;Jeong, Do-Hyeon
    • Proceedings of the Korean Reliability Society Conference
    • /
    • 2011.06a
    • /
    • pp.107-113
    • /
    • 2011
  • The windshield wiper consists of 4 parts: a blade, an arm, a linkage and a motor. The wiper blade makes contact with the windshield and is designed to be operated normally at an angle of 30~50 degrees to the front glass. If the contact pressure between the wiper blade and windshield surface is too high, noise and wear of the rubber will result. On the other hand, if the contact pressure is too low, the performance will do badly, since foreign substances such as dust and stains will not be removed well. The pressure and friction of the wiper blade has a great influence on its effectiveness in cleaning the front window. This is due to the contact of the rubber with the window. This paper presents the dynamic analysis method to estimate the performance of the flat type blade of the wiper system. The blade has a nonlinear characteristic since the rubber is an incompressible hyper-elastic and visco-elastic material. Thus, Structural dynamic analysis using a complex contact model for the blade is performed to find the characteristics of the blade. The flexible multi-body dynamic model is verified by the comparison between test and analysis result. Also, the optimization using the central composite design table is performed.

  • PDF

Optimization of Selective Epitaxial Growth of Silicon in LPCVD

  • Cheong, Woo-Seok
    • ETRI Journal
    • /
    • v.25 no.6
    • /
    • pp.503-509
    • /
    • 2003
  • Selective epitaxial growth (SEG) of silicon has attracted considerable attention for its good electrical properties and advantages in building microstructures in high-density devices. However, SEG problems, such as an unclear process window, selectivity loss, and nonuniformity have often made application difficult. In our study, we derived processing diagrams for SEG from thermodynamics on gas-phase reactions so that we could predict the SEG process zone for low pressure chemical vapor deposition. In addition, with the help of both the concept of the effective supersaturation ratio and three kinds of E-beam patterns, we evaluated and controlled selectivity loss and non-uniformity in SEG, which is affected by the loading effect. To optimize the SEG process, we propose two practical methods: One deals with cleaning the wafer, and the other involves inserting dummy active patterns into the wide insulator to prevent the silicon from nucleating.

  • PDF

An Analysis about the Behavior of the Wiper Blade Including Incompressibility (비압축성을 고려한 와이퍼 블레이드의 거동 해석)

  • Chung, Won-Sun;Song, Hyun-Seok;Park, Tae-Won;Jung, Sung-Pil;Kim, Wook-Hyeon
    • Transactions of the Korean Society of Automotive Engineers
    • /
    • v.18 no.2
    • /
    • pp.83-90
    • /
    • 2010
  • The windshield wiper consists of 4 parts: a blade, an arm, a linkage and a motor. The wiper blade makes contact with the windshield and is designed to be operated normally at an angle of 30~50 degrees to the front glass. If the contact pressure between the wiper blade and windshield surface is too high, noise and wear of the rubber will result. On the other hand, if the contact pressure is too low, the performance will do badly, since foreign substances such as dust and stains will not be removed well. The pressure and friction of the wiper blade has a great influence on its effectiveness in cleaning the front window. This is due to the contact of the rubber with the window. This paper presents the dynamic analysis method to estimate the performance of the flat type blade of the wiper system. The blade has a nonlinear characteristic since the rubber is an incompressible hyper-elastic and visco-elastic material. Thus, Structural dynamic analysis using a complex contact model for the blade is performed to find the characteristics of the blade. The flexible multi-body dynamic model is verified by the comparison between test and analysis result. Also, the optimization using the central composite design table is performed.

Instrument of building outer wall window cleaning robot and controller layout that use vacuum adsorption technology (진공흡착 기술을 사용한 건물외벽 유리창 청소 로봇의 구현)

  • Lee, Dong-Kwang;Kim, Myung-Jong;Kwon, Soon-Won;Choi, Mun-Sik;Im, Young-Hoon;Kong, Jung-Shik;Jang, Mun-Suk;Kwon, Oh-Sang;Lee, Eung-Hyuk
    • Proceedings of the KIEE Conference
    • /
    • 2007.10a
    • /
    • pp.259-260
    • /
    • 2007
  • 본 논문은 건물 외면의 유리창 청소로봇에 관한 것으로, 더욱 세부적으로는 청소 시스템을 갖춘 로봇을 사람이 닦기 힘들거나 위험한 고층건물이나 아파트 둥의 실외 유리창에 흡착시켜 청소로봇을 이용하여 실외 유리창을 자동으로 닦을 수 있게 하는 건물 외면의 유리창 청소로봇에 관한 것이다. 진공펌프를 사용하여 유리창에 안정적으로 흡착할 수 있도록 하였고, 블루투스를 이용하여 무선 조종이 가능하도록 하여 사용자가 원거리에서 로봇의 청소를 제어할 수 있도록 하였다.

  • PDF