• Title/Summary/Keyword: learning difficulties

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A new Mada-CenterNet based on Dual Block to improve accuracy of pest counting (해충 카운팅의 정확성 향상을 위한 Dual Block 기반의 새로운 Mada-CenterNet)

  • Hee-Jin Gwak;Cheol-Hee Lee;Chang-Hwan Son
    • Journal of IKEEE
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    • v.28 no.3
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    • pp.342-351
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    • 2024
  • Effective pest control in the agricultural field is essential for improving crop productivity. To do so, information on the type and timing of pests, as well as the amount of pests generated, is required. Mada-CenterNet, a prior study on pest counting, which is a method of identifying the amount of pest occurrence, has improved the accuracy of pest counting by utilizing transformable convolution and multiscale attention fusion and is reported to be the best in the field. In this study, a new transformer structure with a dual block was applied instead of multiscale attention, which is the transformer structure of Mada-CenterNet. More sophisticated feature maps were extracted through cross-attention of pixel path and semantic path. As a result of the experiment, the proposed model has improved the accuracy of pest counting. It is better than the existing Mada-CenterNet and effectively alleviates obstruction problems, damage to pests' bodies, and detection difficulties caused by various appearances. Unlike conventional pest counting methods, it can secure the advantage of reducing manpower and time costs, and it is expected that it can be used in other agricultural fields that require counting of objects.

The Development and Effects Analysis of the SMART Instructional Modules about Mineral Resource (광물자원에 관한 스마트수업 모듈 개발 및 효과 분석)

  • Park, Su-Kyeong;Jung, Areum;Lee, Sang-Won
    • Journal of the Korean earth science society
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    • v.36 no.3
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    • pp.246-257
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    • 2015
  • The purpose of this study was to develop and apply three types SMART instructional modules about the mineral resources and investigate its effect. One hundred students in the experimental group and 111 students in the control group from 6 classes in the $1^{st}$ year of a girl's high school participated in this study. One unit of tablet PC was provided to every two students in the experimental group and three types of SMART classes were implemented in class. Teacher-centered traditional classes were carried out for the control group. The instrument designed to assess the level of students' interest in mineral resources consisted of 10 items using 5-point Likert scale. To investigate the level of students' understanding, 15 items were developed on the mineral, mineral deposits, and the development of mineral resources. In addition, the participants were asked to describe advantages and disadvantages of the classes using the SMART modules. Results are as follows. First, participants in the experimental group showed a significantly higher level of interest on the mineral and the mineral learning than those in the control group. However, there was no significant difference between the two groups in terms of the desire to observe minerals and rocks. Second, students in the experimental group showed a higher level of understanding than the control group. The students with higher learning ability showed a significantly higher level of understanding than the lower group students. Third, the participants pointed out that the advantage of the SMART instructional modules was their experience in searching the relevant information and producing diverse outputs about mineral resource. On the contrary, the difficulties in coordinating opinions and decision making due to the excessive quantity of information were perceived as the disadvantage.

Analysis of High School Students' Conceptual Differentiation Patterns using Concept map (개념도를 이용한 고등학생의 개념 분화 유형 분석)

  • Sim, Jae-Ho;Chung, Wan-Ho;Lee, Kil-Jae;Hong, Jun-Euy
    • Journal of The Korean Association For Science Education
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    • v.24 no.2
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    • pp.246-257
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    • 2004
  • The purpose of this qualitative study was to identify high school students' conceptual differentiation patterns on human digestion system. The subjects were 124 high school students and this group was guided to independently construct concept maps. Among them, 19 were selected for an in-depth interview and a short test. The concept maps, interview transcripts and the results of short-test were analyzed to identify conceptual differentiation patterns. The results were as follows. Mainly three distinct conceptual differentiation patterns were identified. The first pattern can be named as an 'Free-flow type'. The group belongs to this pattern expressed numerous examples than meaningful concepts with unclear understanding of hierarchial relation between each concepts. Also, this group had difficulties in grasp interrelations of different concepts. The second pattern can be identified as 'Sequence type'. This group constructed concept maps by featuring conceptual sequence. The group applied meaningful learning, yet assembled concept maps primarily according to sequence of learning and exhibited less organized concept maps than hierarchial type. The third pattern can be named as 'Hierarchial type'. All students elaborated concept maps after lessons. The sequence type changed hierarchial type or sequence mixed with hierarchial type but free-flow type was hardly changed.

Exploring the Value of the Maker Mind Set at Maker Education (메이커 교육(Maker education)을 통한 메이커 정신 (Maker mindset)의 가치 탐색)

  • Kang, Inae;Kim, Hongsoon
    • The Journal of the Korea Contents Association
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    • v.17 no.10
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    • pp.250-267
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    • 2017
  • Maker activity, mainly practiced in informal or non-formal education environments activities, was expanded to the form of maker education' due to its various educational values and effects. Yet, one of the difficulties in practicing the maker education in school education is the lack of makerspace as a space for the maker activities. In this context, this study aimed to examine the process of how the students make the makerspace in their school and to define its educational effects defined as 'maker spirits.' For this purpose, this study developed a maker education program for 22 $10^{th}$ graders in an high school for 8 weeks who had participated in the project of 'Making Makerspace'. The results of the program were analyzed through data collected from reflective journals, interview, and observation journals. In conclusion, this study presented a practical and helpful way to make 'Makerspace' in school and at the same time, confirmed Maker education as constructivist learning environments re-encountered in the $21^{st}$ and as an alternative learning approach suitable for the $4^{th}$ Industrial Revolution Age.

Analysis of Verbal Interaction within a Homogeneous Group in Inquiry Activity of the 'Use of Lenses' Unit in Elementary School (초등학교 '렌즈의 이용' 단원 탐구활동에서 나타나는 동질 모둠별 언어적 상호작용의 특징 분석)

  • Chung, Hee-Jung;Kwon, Gyeong-Pil
    • Korean Journal of Optics and Photonics
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    • v.28 no.6
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    • pp.327-333
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    • 2017
  • The purpose of this research was to analyze characteristics of verbal interactions of each homogeneous group in the learning of the 6th grade's 'Use of Lenses' Unit. For this research, six learning sessions were conducted in one 6th grade class composed of a high-academic-achievement group, an intermediate-academic-achievement group, and a low-academic-achievement group. All lessons were recorded, to analyze the verbal interactions of each group, and the transcribed data were analyzed using the verbal-interaction analytic framework. Results included: In the upper group, although opinions were presented more frequently, there were many negative verbal interactions in completing the tasks. The middle group was observed more specifically to accept peer opinions critically in their observational activities. The middle group's members were more active in presenting their opinions than listening to others' opinions. The lower group had difficulties in drawing conclusions because of a lack of ability to persuade peers or to respect the opinions of peers, even though the frequency of verbal interactions was higher than in other groups. Therefore, a homogeneous group structure is good for a simple activity involving a simple inquiry or an exchange of opinions, while a heterogeneous group structure is more effective in activities focused on understanding scientific concepts and knowledge.

The Citizen Science Stories in Korea: 1982~2018 (한국의 시민과학이 전하는 메시지: 1982~2018)

  • Kim, Ji Yeon
    • Journal of Science and Technology Studies
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    • v.18 no.2
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    • pp.43-93
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    • 2018
  • The concept of citizen science(CS) is defined as "scientific work carried out by citizens." Here, 'citizen' means someone who has knowledge of everyday life, regardless of whether they have formal expertise in a related field. This definition may encompass scientists, as many scientists participate in scientific democracy and use their expertise in a citizen-oriented manner. That work is derived from their citizenship, so their scientific work is CS. CS in Korea has expanded from the Korea Pollution Research Institute, which was founded in 1982, to the Center for Democracy in Science & Technology, which was founded in 1997. Furthermore, in recent years, government agencies have started using CS approach. In this paper, I introduce Korean CS and examine its accomplishments and difficulties through eight cases. I show that Korea's CS activities have made a significant impact on Korean society and the experience of these activities has implications for the future directions of CS. I do so by examining four modes of CS and explore practical messages for more varied roles of CS. Until now CS has been mainly considered in the context of "CS as education" or "CS as movement" in Korea. However, governance and the platform mode of social decision-making or research, though still rare, have recently emerged as additional CS activities. Although it cannot be said with certainty that CS is better, it is undoubtedly better the more varieties of its modes coexist. The four types of CS will contribute individually or complementarily to social learning. Thus, because of its distinctive potential, CS is not exhausted by the supplementary concept of science.

Animation Generation for Chinese Character Learning on Mobile Devices (모바일 한자 학습 애니메이션 생성)

  • Koo, Sang-Ok;Jang, Hyun-Gyu;Jung, Soon-Ki
    • Journal of KIISE:Computer Systems and Theory
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    • v.33 no.12
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    • pp.894-906
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    • 2006
  • There are many difficulties to develop a mobile contents due to many constraints on mobile environments. It is difficult to make a good mobile contents with only visual reduction of existing contents on wire Internet. Therefore, it is essential to devise the data representation and to develop the authoring tool to meet the needs of the mobile contents market. We suggest the compact mobile contents to learn Chinese characters and developed its authoring tool. The animation which our system produces is realistic as if someone writes letters with pen or brush. Moreover, our authoring tool makes a user generate a Chinese character animation easily and rapidly although she or he has not many knowledge in computer graphics, mobile programming or Chinese characters. The method to generate the stroke animation is following: We take basic character shape information represented with several contours from TTF(TrueType Font) and get the information for the stroke segmentation and stroke ordering from simple user input. And then, we decompose whole character shape into some strokes by using polygonal approximation technique. Next, the stroke animation for each stroke is automatically generated by the scan line algorithm ordered by the stroke direction. Finally, the ordered scan lines are compressed into some integers by reducing coordinate redundancy As a result, the stroke animation of our system is even smaller than GIF animation. Our method can be extended to rendering and animation of Hangul or general 2D shape based on vector graphics. We have the plan to find the method to automate the stroke segmentation and ordering without user input.

A Study on the Optimization of Edutainment Website design For Juvenile Users (에듀테인먼트 기반의 어린이 웹사이트 디자인에 관한 연구)

  • 손은미;임은정;이현주
    • Archives of design research
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    • v.15 no.1
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    • pp.143-152
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    • 2002
  • As the Internet has been a daily instrument of our lives, the numbers of Internet users are increasing rapidly. Especially, we have to pay special attention to about rapid increasing of juvenile users. In the 1990's, Kids are growing up literally surrounded by new technologies and mu1timedia experiences. For these kids, most of the techno1ologies that we adults find surprising or even incredible are a part of their everyday landscape, a fact of life. Currently, only few of research and discussion has gone into understanding this field. And most of these web sites, set importance on furnishing information only. So educational characters of web are not manifested fully as well as children soon get board with learning with Internet so that feel difficulties in searching and accepting information. At this point, we must try to develop educational sites Not only to show information but also to offer a rich and entertaining time for kids while providing playful teaming and increased technological fluency. Fer this purpose, Web site should be all about combining play with learning. Site navigation should be easy and the pages load quickly. The page download time is also being considerable, which could send kids withy mouse-fingers looking for entertainment elsewhere. Everything about the site must have a familiar feel, uses adequate colors to be satisfied with the juveniles. Multimedia can help the communications in the websites. To maximize the educational effect, technological research and continues invest are need, in addition to usability test.

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Analyses of Middle School Students' Thoughts Causing Common Mistakes on Animal Classification (중학생의 동물 분류에서 오류 원인이 되는 사고 내용 분석)

  • Gim, Wn Hwa;Hwang, Ui Wook;Kim, Yong-Jin
    • Journal of Science Education
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    • v.36 no.1
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    • pp.153-165
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    • 2012
  • This study investigated the frequent mistakes and the causes of the alternative conceptions in the animal classification by using the questionnaire and interview with the middle school students (N=300). As results, some students have difficulties classifying suggested animals into vertebrates or invertebrates : snakes (31.7%), shrimps (28.3%), turtles (25.6%), frogs (24.7%), and starfish (10.7%) in order of precedence. These errors seemed to be caused by intuitive thinking over characteristics of physical motions and appearance of suggested animals, wrong inference from comparing to features of familiar animals and the lack of observation experience of the vertebrate backbone. Furthermore, the results showed that relatively many students made a mistake classifying subgroup members of vertebrates such as classifying salamanders into the class Reptilia (45.3%) and turtles into Amphibia (40.3%). It is likely that those errors are affected by ambiguousness of classification terminology (e.g. the term of Amphibia) and weak ability in relating the physiological and ecological feature to standard of classification feature. In addition, sociocultural factors could influence animal classification as 'bat in birds', 'whale in fish, and 'penguin in mammals'. The present study implied that teaching and learning animal classification may require an appropriate guide focused on activities to explore major characteristics used for the animal classification standard through providing more chances of animal observation rather than the cramming method of learning induced by technical memorizing.

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Student Understanding of Scale: From Additive to Multiplicative Reasoning in the Constriction of Scale Representation by Ordering Objects in a Number Line (척도개념의 이해: 수학적 구조 조사로 과학교과에 나오는 물질의 크기를 표현하는 학생들의 이해도 분석)

  • Park, Eun-Jung
    • Journal of The Korean Association For Science Education
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    • v.34 no.4
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    • pp.335-347
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    • 2014
  • Size/scale is a central idea in the science curriculum, providing explanations for various phenomena. However, few studies have been conducted to explore student understanding of this concept and to suggest instructional approaches in scientific contexts. In contrast, there have been more studies in mathematics, regarding the use of number lines to relate the nature of numbers to operation and representation of magnitude. In order to better understand variations in student conceptions of size/scale in scientific contexts and explain learning difficulties including alternative conceptions, this study suggests an approach that links mathematics with the analysis of student conceptions of size/scale, i.e. the analysis of mathematical structure and reasoning for a number line. In addition, data ranging from high school to college students facilitate the interpretation of conceptual complexity in terms of mathematical development of a number line. In this sense, findings from this study better explain the following by mathematical reasoning: (1) varied student conceptions, (2) key aspects of each conception, and (3) potential cognitive dimensions interpreting the size/scale concepts. Results of this study help us to understand the troublesomeness of learning size/scale and provide a direction for developing curriculum and instruction for better understanding.