• Title/Summary/Keyword: SCIENCE

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Transfer Learning for Caladium bicolor Classification: Proof of Concept to Application Development

  • Porawat Visutsak;Xiabi Liu;Keun Ho Ryu;Naphat Bussabong;Nicha Sirikong;Preeyaphorn Intamong;Warakorn Sonnui;Siriwan Boonkerd;Jirawat Thongpiem;Maythar Poonpanit;Akarasate Homwiseswongsa;Kittipot Hirunwannapong;Chaimongkol Suksomsong;Rittikait Budrit
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.18 no.1
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    • pp.126-146
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    • 2024
  • Caladium bicolor is one of the most popular plants in Thailand. The original species of Caladium bicolor was found a hundred years ago. Until now, there are more than 500 species through multiplication. The classification of Caladium bicolor can be done by using its color and shape. This study aims to develop a model to classify Caladium bicolor using a transfer learning technique. This work also presents a proof of concept, GUI design, and web application deployment using the user-design-center method. We also evaluated the performance of the following pre-trained models in this work, and the results are as follow: 87.29% for AlexNet, 90.68% for GoogleNet, 93.59% for XceptionNet, 93.22% for MobileNetV2, 89.83% for RestNet18, 88.98% for RestNet50, 97.46% for RestNet101, and 94.92% for InceptionResNetV2. This work was implemented using MATLAB R2023a.

High Speed and Sensitive X-ray Analysis System with Automated Aberration Correction Scanning Transmission Electron Microscope

  • Inada, Hiromi;Hirayama, Yoichi;Tamura, Keiji;Terauchi, Daisuke;Namekawa, Ryoji;Shichiji, Takeharu;Sato, Takahiro;Suzuki, Yuya;Ohtsu, Yoshihiro;Watanabe, Keitaro;Konno, Mitsuru;Tanaka, Hiroyuki;Saito, Koichiro;Shimoyama, Wataru;Nakamura, Kuniyasu;Kaji, Kazutoshi;Hashimoto, Takahito
    • Applied Microscopy
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    • v.45 no.1
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    • pp.1-8
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    • 2015
  • We have developed a new HD-2700 (Hitachi High-Technologies Corp., Japan) scanning transmission electron microscope (STEM) that includes an automatic aberration correction function, and a large-solid-angle energy-dispersive X-ray spectroscopy detector that enables high-resolution and sensitive analysis. For observation with atomic resolution, using spherical-aberration-corrected STEM, in order that satisfactory performance of the device can be achieved readily, and within a short time, irrespective of the operator's skill level, a spherical-aberration-correction device with an automatic aberration-correction function was developed. This automatic aberration-correction function carries out the entire correction-related process (aberration measurement, selection and correction) automatically, with automatic selection of the aberrations that require correction, and automatic measurement of the appropriate corrections.

Relationship of Characteristics as a Learner to Perception of Pseudo-Science in Elementary School Students (학습자 특성에 따른 유사과학(Pseudo-Science)에 대한 초등학생들의 인식)

  • Woo, Jong-Pil;Shin, Young-Joon
    • Journal of Korean Elementary Science Education
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    • v.28 no.1
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    • pp.46-54
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    • 2009
  • The purpose of this study was to examine the perception of students about pseudo-science in consideration to their personality traits, cognitive style, and awareness of the nature of science, which might all have a great impact on their behavior and thinking. The subjects of this study were 129 sixth-grade school children in a small urban community in Gyeonggi province. The way they looked at pseudo-science was investigated after three kinds of traits were selected as variables, including personality traits, cognitive style, and awareness of the nature of science. Four different instruments were utilized, which respectively covered personality traits, cognitive style, awareness of the nature of science and perception of pseudo-science. The results of the study were as follows: First, the children with higher emotional stability and liveliness showed higher permeability towards pseudo-science, while made no significant difference on their view of pseudo-science. Second, their cognitive style made no significant difference to their outlook on pseudo-science. Third, as for link between awareness of the nature of science and pseudo-science, the students with a poor understanding of the nature of science were significantly different from those who had a better understanding of it in perception of pseudo-science(p<.05).

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Differences in Conception of Science Learning in Accordance with the Science-giftedness, Gender and Subject Preference (과학영재성, 성별, 과목 선호도에 따른 과학학습에 대한 개념의 차이)

  • Park, Ji-Yeon;Jeon, Dong-Ryul
    • Journal of The Korean Association For Science Education
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    • v.31 no.4
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    • pp.491-504
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    • 2011
  • We investigated science-gifted students' conceptions on science learning. The inventory instruments used for our study were a questionnaire on the conceptions of learning science (COLS) and a questionnaire on the approaches to learning science (ALS). Our analysis of the questionnaires showed that there are differences in the conceptions of science learning between the science-gifted and ordinary students. Science-gifted students perceive science learning as storing up of scientific knowledge, expansion of knowledge structure and achievement of a new view. There are no differences in the conceptions of science learning between male and female science-gifted students. There are also no differences in the conceptions of science learning in terms of subject preference such as physics, chemistry, biology and earth science. Our analysis offer assistance to teaching material and teaching method for science courses.

New Spray Chrysanthemum Cultivar, 'Prima Donna', Large and Vigorous Single Type with Pink Petals for Cut Flower

  • Lim, Jin-Hee;Shin, Hak-Ki;Park, Sang Kun;Cho, Hae-Ryong;Rhee, Hye-Kyung;Kim, Mi-Seon;Joung, Hyang Young;Yae, Byeong Woo
    • Korean Journal of Breeding Science
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    • v.42 no.6
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    • pp.595-599
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    • 2010
  • A new spray chrysanthemum cultivar 'Prima Donna' was released by National Institute of Horticultural and Herbal Science (NIHHS), Rural Development Administration (RDA), in 2008. The cross was made between 'Plano' and 'Yeonja' in 2005. Trials were conducted from 2006 to 2008 for the evaluation and selection of this cultivar, including shading cultures in summer and retarding cultures in spring. The natural flowering time of 'Prima Donna' is late October, but year-round flowering is possible by photo-periodic control. The cultivar has single type flowers with pink petals, green center and good inflorescence. The growth of plant is very vigorous. The diameter of flower is 7.0cm. The number of flowers per stem and petals per flower are 13 and 42, respectively. Days to flowering under the short day treatment is about 59 and its vase life is 26.1 days in autumn season.

The Effects of Writing Science Diary on Science Learning Motivation, Science Academic Achievement and Ecological Sensitivity of Elementary Students - Focused on the Unit of the Structure and Function of Plants - (과학일기 쓰기가 초등학생의 과학학습 동기, 과학 학업성취도, 생태적 감수성에 미치는 효과 - "식물의 구조와 기능" 단원을 중심으로 -)

  • Lee, Seung-hwa;Lee, Hyeong-cheol
    • Journal of Korean Elementary Science Education
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    • v.38 no.3
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    • pp.387-394
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    • 2019
  • The purpose of this study was to investigate the effects of writing science diary on science learning motivation, science academic achievement and ecological sensitivity of elementary students. Teaching unit was focused on 'The structure and function of plants' in 6th grade science text book. The subjects of study were 51 students of two classes. One class of 25 students, experimental group, wrote science diaries as homework. While the other class of 26 students, comparative group, performed homeworks with fill-in-the-blank worksheets. The results of this study can be summarized as follows: First, writing science diary had a meaningful effect on improvement of science learning motivation. Second, writing science diary had a meaningful effect on improvement of science academic achievement. Third, writing science diary had a meaningful effect on improvement of ecological sensitivity. And we could find that students had a favorable impression and high satisfaction level about writing science diary from the questionnaire.

Exploration of High School Science Teachers' Perceptions on Instruction and Assessment of Science II Elective Courses in the 2015 Revised Curriculum

  • Kwak, Youngsun
    • Journal of the Korean earth science society
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    • v.43 no.4
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    • pp.557-566
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    • 2022
  • The purpose of this study was to examine the status of the field application of the Science II career electives with the application of the 2015 revised curriculum up to the 3rd year of high school. This study focused on examining high school science teachers' perceptions of the student-participatory class and process-centered assessment in Science II subjects, which are career-intensive high school science electives. A total of 192 science teachers responded to the survey questionnaire, and 12 teachers participated in interviews. In the in-depth interviews conducted to supplement the survey results, questions were asked about changes in the overall class, the status of student-participatory classes, and changes in the assessment of Science II subjects due to the emphasis on process-centered assessment. The main research results included teachers' perceptions of changes in teaching and assessment methods with the application of the revised curriculum, the degree to which the eight skills used in Science II classes develop the key competencies of science, and the teaching and assessment methods commonly used in Science II classes. Science teachers generally agreed with the purpose and necessity of introducing student-participatory classes and process-centered assessment, which are the core purpose of the 2015 revised curriculum. However, they had difficulties in practice due to the excessive content of Science II subjects. Problems were also encountered with securing objectivity and fairness during assessments and the operation of online science classes due to COVID-19.

A Survey of Primary and Secondary School Students' Views in Relation to a Career in Science (과학 진로와 관련된 초중등 학생들의 인식 조사)

  • Yoon, Jin;Pak, Sung-Jae;Myeong, Jeon-Ok
    • Journal of The Korean Association For Science Education
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    • v.26 no.6
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    • pp.675-690
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    • 2006
  • This study investigated students' views in relation to a career in science as a first step towards developing science career education programs and materials. The instrument was developed through preliminary surveys. The questionnaire was sent to, administered and returned by 3608 students including 1036 primary, 1137 middle, and 1435 high school students, who were selected through stratified cluster sampling from all over the country. The results were analyzed using statistical package program. The students' image view of science, preference for science and science learning, perception of science achievement, career hope for oneself, degree of hope in getting science-related job, perception about science-related career, important factors of science career choice, and their hope for science/non-science career and the reason for their choice in the past and present were investigated. The results show that "science as an experimentation activity" was the most frequent image view of science. The preference for science and science learning was more positive than the perception of science achievement. The percentage of total students who want to have science career was 21%, and this percentage of middle school students was especially low. The most frequent answers for advantages of science career were 'useful for national development', 'possible to get new knowledge', and those for disadvantages were 'dangerous', and 'too much to study'. The most frequent reason for students' choice of a science career was 'interest in science and science learning'. Judging from these results, the basic direction for science career education should be in raising the students' preference for and interest in science learning. The positive awareness for a career in science and vision for a science job in the future should be given through a science career education and science career education proper to the students' developmental stage and characteristics is more important.

The Effect of the Science Process Skills and Science Related Attitude on the Science-play through the Science Class (과학 놀이를 이용한 과학수업이 과학 탐구 능력과 과학 관련 태도에 미치는 영향)

  • Heo, Kwi-Hee;Lee, Ji-Hwa;Moon, Seong-Bae
    • Journal of the Korean Society of Earth Science Education
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    • v.7 no.1
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    • pp.1-10
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    • 2014
  • The purpose of this study is to introduce the science-play in the regular class, stimulate the student's curiosity, motivate them and take active part in their science class. To make an effective science class, we developed the science-play activity instead of experiments in the text, and applied it to the class. The experimental group has statistically meaningful results in the science process skills, expecially in subordinate elements such as observation, deduction, expectation, data analysis and assumption establishments(p<.01). However, the comparative group has no meaningful results in the science process skills. Though the average value of the science related attitude in the experimental group had only a little increase and had no statistically meaningful results, that in the comparative group has decreased during the same period. As for the experimental group, the science-play activities were repeated and their science related attitude has increased a little. Even though there were no meaningful statistic results(p>.05), the science-play activity was effective in the science related attitude. As a result of this research, it could be said that the science-play activity can improve the student's science process skills and the science related attitude, and the science-play program should be further developed and applied to make easy and effective science classes.

Perception of Science Educators about Invention Education in Science Education (과학교육에서 발명교육에 관한 과학교육자의 인식 조사)

  • Lee, Bongwoo;Shim, Kew-Cheol;Kim, Hui-Baek
    • Journal of The Korean Association For Science Education
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    • v.37 no.1
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    • pp.17-24
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    • 2017
  • The purpose of this study is to examine the perception of science educators (science research experts and science teachers) about invention education in science education. The instrument in surveying their perception consisted of the necessity of invention education in science education, the connection between invention and science education, and the demand for in-service invention education for science teachers. Subjects were 119 science educators (67 science teachers and 52 science research experts). They perceived positively about including invention educational content in school science education. They perceived that invention education was highly related to science education. Even though science educators have almost average level of understanding invention education, they demand in-service invention education for science teachers. Most of them referred informal courses to formal ones for school science education. Considering real life, engineering design, creative thinking in science education, invention method, and educational strategies can be effective for science education.