• Title/Summary/Keyword: Observation manipulation

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ROV Manipulation from Observation and Exploration using Deep Reinforcement Learning

  • Jadhav, Yashashree Rajendra;Moon, Yong Seon
    • Journal of Advanced Research in Ocean Engineering
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    • v.3 no.3
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    • pp.136-148
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    • 2017
  • The paper presents dual arm ROV manipulation using deep reinforcement learning. The purpose of this underwater manipulator is to investigate and excavate natural resources in ocean, finding lost aircraft blackboxes and for performing other extremely dangerous tasks without endangering humans. This research work emphasizes on a self-learning approach using Deep Reinforcement Learning (DRL). DRL technique allows ROV to learn the policy of performing manipulation task directly, from raw image data. Our proposed architecture maps the visual inputs (images) to control actions (output) and get reward after each action, which allows an agent to learn manipulation skill through trial and error method. We have trained our network in simulation. The raw images and rewards are directly provided by our simple Lua simulator. Our simulator achieve accuracy by considering underwater dynamic environmental conditions. Major goal of this research is to provide a smart self-learning way to achieve manipulation in highly dynamic underwater environment. The results showed that a dual robotic arm trained for a 3DOF movement successfully achieved target reaching task in a 2D space by considering real environmental factor.

The Effect of Action Observation Training on Affected Side Upper Limb Dexterity in Stroke Patient : Single-subject research design (동작관찰이 뇌졸중 환자의 환측 상지 기민성에 미치는 영향 : 단일사례연구)

  • Yang, Yong-Pil;Kim, Ji-Hyun;Han, Mi-Ran;Kim, Eun-Bi
    • Journal of the Korean Society of Physical Medicine
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    • v.7 no.1
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    • pp.111-118
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    • 2012
  • Purpose : The purpose of present study was to determine effects of action observation training on upper limb function after stroke. Training was progressed to imitation and intensive training after observation to required action in ADL. Methods : Among the single case study was used to ABA design. pre base line(A) was only collected participant information without intervention in 5 times. action observation intervention(B) was carried out 10 times and 5 times to base lime(A) after intervention. Results : Results indicated that 10-second test, box and block test, manual function test was increased when compared action observation intervention(B) to pre base line(A). Conclusion : To stroke action observation training was evaluated gross manipulation, dexterity and upper limb function in related with ADL. action observation training benefits were maintained after intervention(B) and showed improvement on upper limb function of stroke.

Design and Implementation of Observation Manipulation Model for Creating Kids Contents Based on Augmented Reality (증강현실 기반의 키즈 콘텐츠 제작을 위한 관찰 조작형 모델의 설계 및 구현)

  • Oh, Am-Suk
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.25 no.3
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    • pp.339-345
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    • 2021
  • With the development of online education due to COVID-19, the EduTech market, which combines new technologies such as AI and AR/VR in education is rapidly growing. In addition, the children's industry is steadily growing despite the decreasing birth rate every year as more and more families with one child per household are investing in their children. However, supply of contents to EduTech market is slow compared to demands that are increasing. Therefore, the purpose of this paper is to help solve these problems by developing and supporting AR kids contents with convenience, practicality, and efficiency using AR technology. AR content for supporting vocabulary learning for infants is not just an end to watching and listening, but an observation-driven model that can manipulate content directly, which attracts children's interest and helps children learn words. This paper is intended for infants from 15 months to 36 months old when full-fledged language development occurs.

Vision-based hand gesture recognition system for object manipulation in virtual space (가상 공간에서의 객체 조작을 위한 비전 기반의 손동작 인식 시스템)

  • Park, Ho-Sik;Jung, Ha-Young;Ra, Sang-Dong;Bae, Cheol-Soo
    • Proceedings of the IEEK Conference
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    • 2005.11a
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    • pp.553-556
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    • 2005
  • We present a vision-based hand gesture recognition system for object manipulation in virtual space. Most conventional hand gesture recognition systems utilize a simpler method for hand detection such as background subtractions with assumed static observation conditions and those methods are not robust against camera motions, illumination changes, and so on. Therefore, we propose a statistical method to recognize and detect hand regions in images using geometrical structures. Also, Our hand tracking system employs multiple cameras to reduce occlusion problems and non-synchronous multiple observations enhance system scalability. Experimental results show the effectiveness of our method.

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Patterns of Observation Type of Elementary Science-gifted Students in Visit Activities of the Science Museum (과학박물관 탐방활동에서 나타난 초등 과학 영재 학생들의 관찰 유형 분석)

  • Kim, Mimoa;Jeong, Jinwoo;Kim, Hyoungbum
    • The Journal of the Korea Contents Association
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    • v.15 no.3
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    • pp.57-67
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    • 2015
  • The aim of this study was to categorize and analyze the patterns of the observation type in the experiential learning through the science museum for elementary gifted students in science. Ten science-gifted students were included and analyzed in this study and during experiential learning in the science museum, the participants freely expressed their observation of their own languages and all observations and dialogue were recorded. The results are listed below. The cognitive aspect, especially question and response activity without their personal opinion, was the most frequently used item. Among the affective aspects, item for 'recommendation' was often used. In accordance to observation type, most participants overall observed single object independently of time. Also, participants mostly observed objects visually using qualitative method without manipulation. Therefore verbal interaction through question might have a positive effect on frequency and diversity of observation. Project learning, such as particular exhibition hall, exploratory time of concentration by students, or study paper will be capable of creating a effective observation learning in order to induce a variety of observation of science gifted students in the experiential learning through the science museum.

The Relationship of Young Children's Play Preferences to Peer Competence and Peer Acceptance (유아의 놀이 선호 유형과 또래유능성 및 또래수용도의 관계)

  • Jo, Gyeong-Ja
    • Korean Journal of Human Ecology
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    • v.20 no.3
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    • pp.611-623
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    • 2011
  • The purpose of this study was to investigate young children's play preferences through observation at their classrooms and to examine the relationship between children's play preferences and their peer competence and peer acceptance. The subjects were 55 four-year-old children from a kindergarten in C city of Chungnam province. The data was analyzed by MANOVA, t-test, and Pearson's correlation. The results were as follows: first, boys and girls showed different play preferences except for language play and science play. Boys were better liked by same-sex peers while girls were better liked by other-sex peers. Second, there were significant correlations among certain play preferences. Block play preferences were negatively correlated with other play preferences. Third, some play preferences were significantly associated with some sub-dimensions of peer competence. Language play displayed a positive relationship to pro-social behavior, but art play showed a negative relationship to leadership. Finally, peer acceptance was positively correlated only with number/manipulation play preferences. Other-sex peer acceptance was positively correlated with number/manipulation play preferences and art play preferences but negatively with block play preferences.

State-selective Dissociation of Water Molecules on MgO Films Using LT-STM

  • Shin, Hyung-Joon;Jung, J.;Motobayashi, K.;Kim, Y.;Kawai, M.
    • Proceedings of the Korean Vacuum Society Conference
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    • 2011.08a
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    • pp.112-112
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    • 2011
  • The interaction of water molecules with solid surfaces has been a subject of considerable interests, due to its importance in the fields from atmospheric and environmental phenomena to biology, catalysis and electrochemistry [1,2]. Among various kinds of surfaces, a lot of theoretical and experimental studies have been performed regarding water on MgO(100), however, to date, there has been no direct observation of water molecules on MgO by scanning tunneling microscope (STM) as compared with those on metal surface. Here, we will present the direct observation and manipulation of single water molecules on ultrathin MgO(100) films using low-temperature scanning tunneling microscope (LT-STM) [3]. Our results rationalize the previous theoretical predictions of isolated water molecules on MgO including the optimum adsorption sites and non-dissociative adsorption of water. Moreover, we were able to dissociate a water molecule by exciting the vibrational mode of water, which is unattainable on metal surfaces. The enhanced residual time of tunneling electrons in molecules on the insulating film is responsible for this unique pathway toward dissociation of water.

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Research on the Perception of Pre-service Teachers on Effective Seasonal Constellation Experiment according to School Level (학교 급별에 효과적인 계절별 별자리 실험에 대한 예비교사의 인식 연구)

  • Han, Je-Jun
    • Journal of the Korean Society of Earth Science Education
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    • v.14 no.3
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    • pp.267-276
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    • 2021
  • The purpose of this study is to research seasonal constellation experiments and to find out what are effective seasonal constellation experiments according to school salary. we organized seasonal constellation experiments with 24 elementary preparatory teachers and asked them to what effective experiments are for each school class. As a result, constellation learning through direct experience activities through role play is the most effective in elementary school, and in middle and high schools, using the stellarium program to realistically observe and reason about seasonal changes in constellations was selected as an effective experiment. Pre-service teachers recognized that experiments in which direct experience and specific manipulation activities were emphasized in elementary school, and experiments in which observation of realistic natural phenomena and reasoning activities were emphasized were effective in middle and high schools.

An Analysis of Types of Science Museum Worksheets developed by Elementary Pre-service Teachers and Their Perspectives on the Requirements and Necessity (초등 예비교사들이 개발한 과학관 활동지의 유형 및 요건, 필요성에 대한 관점 분석)

  • Kim, Dong-Ryeul
    • Journal of Korean Elementary Science Education
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    • v.35 no.2
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    • pp.150-165
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    • 2016
  • This study aims to analyze types of science museum worksheets developed by elementary pre-service teachers and their perspectives on the requirements and necessity of science museum worksheets. As analysis subjects, this study selected 38 kinds of worksheets and reports developed by 114 elementary pre-service teachers who were in the third year of university of education. In this study, the science museum selected for elementary pre-service teachers to develop worksheets was a national science museum, composed of 'Nature and Discovery Museum', 'Science Technology and Industry Museum' and 'Children's Museum', which was located in a metropolitan city and opened in 2013. The results of this study can be summarized as follows; Firstly, as a result of analyzing the science museum worksheets developed by elementary pre-service teachers, this study found out that the experience type with hands-on and observation techniques applied was most, and as an approach method, direct manipulation, look-in observation and close observation were most. However, although these science museum worksheets were experience-oriented, many of them were survey-oriented ones that suggested too many questions through various exhibits. Secondly, as a result of analyzing requirements of science museum worksheets elementary pre-service teachers thought and described through the word tree of NVivo 10, this study extracted 10 kinds of main themes, out of which the requirement, 'A limited amount of activity should be required', showed the highest frequency. Thirdly, as a result of analyzing the necessity of science museum worksheets elementary pre-service teachers thought and described through the word tree of NVivo 10, this study extracted 9 kinds of main themes, out of which the opinion, 'It is required to help students check an exhibit which may be passed by', was most.

A Study of Exercise treatment based on Schroth method of Idiopathic Scoliosis (특발성 척추 측만증(Idiopathic Scoliosis)애 대한 Schroth 운동요법에 대한 고찰)

  • Yeom, Do-Sung;Song, Yun-Kyung;Lim, Hyung-Ho
    • The Journal of Churna Manual Medicine for Spine and Nerves
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    • v.5 no.2
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    • pp.181-191
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    • 2010
  • Current treatment for adolescent idiopathic scoliosis(AIS) consists of three phases: observation, bracing, and surgery. Although there are many nonsurgical treatment(bracing, electrical stimulation, exercise, manipulation, acupuncture, etc), their effect is still controversial. In many paper, Schroth method was reported good immediate response to conservative care, which could be considered a sign of good prognosis. Schroth method became effective thai specialists in physiotherapy for spinal deformities teach the patient how to perform a routine of 'curve pattern' specific exercises with the purpose to facilitate the correction of the asymmetric posture and to teach the patient to maintain the corrected posture in dally activities. This Principles of correction exercise treatment are based on those developed by the German physiotherepist K. Schroth.

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