• 제목/요약/키워드: Research challenges

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Overcoming the Challenges in the Development and Implementation of Artificial Intelligence in Radiology: A Comprehensive Review of Solutions Beyond Supervised Learning

  • Gil-Sun Hong;Miso Jang;Sunggu Kyung;Kyungjin Cho;Jiheon Jeong;Grace Yoojin Lee;Keewon Shin;Ki Duk Kim;Seung Min Ryu;Joon Beom Seo;Sang Min Lee;Namkug Kim
    • Korean Journal of Radiology
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    • 제24권11호
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    • pp.1061-1080
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    • 2023
  • Artificial intelligence (AI) in radiology is a rapidly developing field with several prospective clinical studies demonstrating its benefits in clinical practice. In 2022, the Korean Society of Radiology held a forum to discuss the challenges and drawbacks in AI development and implementation. Various barriers hinder the successful application and widespread adoption of AI in radiology, such as limited annotated data, data privacy and security, data heterogeneity, imbalanced data, model interpretability, overfitting, and integration with clinical workflows. In this review, some of the various possible solutions to these challenges are presented and discussed; these include training with longitudinal and multimodal datasets, dense training with multitask learning and multimodal learning, self-supervised contrastive learning, various image modifications and syntheses using generative models, explainable AI, causal learning, federated learning with large data models, and digital twins.

글로벌 과학난제 도전연구프로젝트 분석을 통한 우리나라 지질자원기술에의 바람직한 제언 (Desirable Suggestions for Korean Geo-technology R&D through Analysis of the Global Grand Challenges and Moonshot Projects)

  • 김성용;성창모
    • 자원환경지질
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    • 제53권1호
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    • pp.111-120
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    • 2020
  • 괄목할만한 과학기술성과는 이종분야간 초융합 또는 융합의 융합에서 주로 나타나고 있으며, 기술경쟁국들은 고위험 고수익 연구생태계를 추진하고 있다. 구글은 실패를 두려워하지 않는 관점에서 수많은 새로운 도전을 수행하고 있고, 미국 고등연구계획국(DARPA)의 혁신적인 연구추진은 지금까지 인터넷, GPS, 반도체, 마우스, 자율주행차, 드론 등과 같은 획기적인 성과물을 만들었다. 중국은 달기지 개척, 세계 최대 규모의 핵융합 에너지와 초대형 입자가속기 프로젝트를 추진 중이며, 일본도 '문샷형 기술개발연구제도'를 착수하여 파괴적 혁신창출을 추진하려 한다. 우리나라도 글로벌 과학난제의 도전과 해결을 위해 신규 연구프로그램을 준비하고 있다. 따라서 지질자원기술 연구자가 중심이 되어 도전하고 해결하며 공감할 수 있는 과학난제의 주제 발굴과 이들 주제에 관한 사전연구 등이 필요하다. 이를 위해서는 신진연구자 중심의 장기 창의연구사업, 우수한 과제책임자 선정, 선행연구나 참고문헌도 없는 획기적 주제 도출, 과제제안절차 간소화, 아이디어 중점 선정시스템 혁신, 컨퍼런스 형태의 집단지성에 의한 결과평가 등이 필요하다고 사료된다.

사회문제 해결형 인문사회-과학기술 융합연구의 특성과 발전 방향 (The characteristics of science, technology and society studies for societal challenges and policy issues)

  • 송위진
    • 기술혁신연구
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    • 제20권3호
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    • pp.129-151
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    • 2012
  • 이 글은 사회문제 해결형 인문사회-과학기술 융합연구의 특성을 정리하고 그것을 활성화하기 위한 방안을 다룬다. 먼저 현재 이루어지고 있는 사회문제 해결형 인문사회-과학기술 융합연구의 사례를 살펴볼 것이다. 복잡한 사회문제를 해결하기 위한 인문사회-과학기술 융합연구 사례와 기술이 가져올 수 있는 사회적 문제를 사전적으로 성찰하고 개선하기 위한 연구를 검토할 것이다. 이어서 사회문제 해결형 융합연구를 범주화하기 위한 틀로서 <2유형>(Mode 2) 연구를 제시하고 이를 바탕으로 사회문제 해결형 인문사회-과학기술 융합연구의 특성을 살펴본다. 이 특성을 기준으로 사회문제 해결형 인문사회-과학기술 융합연구의 역할과 발전방향을 모색한다.

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Satellite-based Drought Forecasting: Research Trends, Challenges, and Future Directions

  • Son, Bokyung;Im, Jungho;Park, Sumin;Lee, Jaese
    • 대한원격탐사학회지
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    • 제37권4호
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    • pp.815-831
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    • 2021
  • Drought forecasting is crucial to minimize the damage to food security and water resources caused by drought. Satellite-based drought research has been conducted since 1980s, which includes drought monitoring, assessment, and prediction. Unlike numerous studies on drought monitoring and assessment for the past few decades, satellite-based drought forecasting has gained popularity in recent years. For successful drought forecasting, it is necessary to carefully identify the relationships between drought factors and drought conditions by drought type and lead time. This paper aims to provide an overview of recent research trends and challenges for satellite-based drought forecasts focusing on lead times. Based on the recent literature survey during the past decade, the satellite-based drought forecasting studies were divided into three groups by lead time (i.e., short-term, sub-seasonal, and seasonal) and reviewed with the characteristics of the predictors (i.e., drought factors) and predictands (i.e., drought indices). Then, three major challenges-difficulty in model generalization, model resolution and feature selection, and saturation of forecasting skill improvement-were discussed, which led to provide several future research directions of satellite-based drought forecasting.

Commercialization of Scientific Research Activity Results at Vietnam's Universities: Current Challenges and Solutions

  • Quoc Cuong Nguyen;Hoang Tuan Nguyen
    • International journal of advanced smart convergence
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    • 제12권2호
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    • pp.135-142
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    • 2023
  • Commercialization of research results plays an important role in the socio-economic development of a country based on science, technology and innovation. However, in recent years, the commercialization of research results by universities in Vietnam remains ineffective because scientists often carry out research on issues they find interesting, and don't listen to enterprises to find out what the latter need. In the other hand, the process of commercializing research results in universities encounters difficulties, including the issue of establishing intellectual property rights the limited quality of research results, and the limited access to capital resources to develop inventions. This paper focuses on analyzing the current challenges of commercialization of research results in universities and propose solutionsto promote commercialization of research results from the universities, suitable to the conditions of Vietnam.

Adapting Public Research Institutes to New Dynamics of Innovation

  • Guinet, Jean
    • STI Policy Review
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    • 제3권1호
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    • pp.117-138
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    • 2012
  • Governments around the world place great hopes in innovation in their search for new sources of growth and for responses to grand challenges, such as climate change, new or re-emerging infectious diseases, accelerating urbanisation, ageing, food security, and availability of clean water. However they must devise their relevant support policies -- including through sponsored research within public research institutes -- taking into account that innovation processes are currently undergoing a major transformation. New innovation patterns include a broadening scope of relevant activities, a growing importance but changing nature of scientific roots of technological development, a stronger demand-pull, the emergence of new local and national STI powerhouses, and the rise of more open and globalised innovation networks. They translate into new opportunities but also constraints for policies to enhance the contribution of public research institutes to national innovation performance. The article derives the main policy implications regarding the desirable evolution of the mission, research focus, as well as the funding and steering of public research institutes, with a special reference to Korea.

Direct Fabrication of a-Si:H TFT Arrays on Flexible Substrates;Principal Manufacturing Challenges and Solutions

  • O’Rourke, Shawn M.;Loy, Douglas E.;Moyer, Curt;Ageno, Scott K.;O’Brien, Barry P.;Bottesch, Dirk;Marrs, Michael;Dailey, Jeff;Bawolek, Edward J.;Trujillo, Jovan;Kaminski, Jann;Allee, David R.;Venugopal, Sameer M.;Cordova, Rita;Colaneri, Nick;Raupp, Gregory B.
    • 한국정보디스플레이학회:학술대회논문집
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    • 한국정보디스플레이학회 2007년도 7th International Meeting on Information Display 제7권1호
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    • pp.251-254
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    • 2007
  • Principal challenges to $\underline{direct\;fabrication}$ of high performance a-Si:H transistor arrays on flexible substrates include automated handling through bonding-debonding processes, substrate-compatible low temperature fabrication processes, management of dimensional instability of plastic substrates, and planarization and management of CTE mismatch for stainless steel foils. Viable solutions to address these challenges are described.

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The Changing Role of Government Research Institutes in Innovation Systems

  • Guinet, Jean
    • STI Policy Review
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    • 제1권1호
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    • pp.63-92
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    • 2010
  • Recent years have seen an intensified discussion in many OECD countries about the role and mission of public research in the innovation system. This discussion takes place in quite specific national contexts, but should benefit from international experience. However, whereas voluminous literatures address the changing governance methods, organizational forms and missions of universities, much less attention has been devoted to developing a common understanding of the challenges faced by non-university public research institutions. The main goals of this paper is to contribute to clarifying the nature of these challenges, outlines possible policy answers and draws some implications for Korea. In the first section, the paper uses available internationally comparable indicators to review trends in the contribution of government research institutes (GRIs) to R&D and innovation activities. In the second section, the paper identifies the current major changes in the dynamics of innovation that may call for further adjustments in the positioning, organization and steering of public research institutes. Finally, the paper outlines some strategic objectives and orientations for the reform of public research institutes as part of the broader agenda of the Korean innovation strategy.

Utilizing Optical Phantoms for Biomedical-optics Technology: Recent Advances and Challenges

  • Ik Hwan Kwon;Hoon-Sup Kim;Do Yeon Kim;Hyun-Ji Lee;Sang-Won Lee
    • Current Optics and Photonics
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    • 제8권4호
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    • pp.327-344
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    • 2024
  • Optical phantoms are essential in optical imaging and measurement instruments for performance evaluation, calibration, and quality control. They enable precise measurement of image resolution, accuracy, sensitivity, and contrast, which are crucial for both research and clinical diagnostics. This paper reviews the recent advancements and challenges in phantoms for optical coherence tomography, photoacoustic imaging, digital holographic microscopy, optical diffraction tomography, and oximetry tools. We explore the fundamental principles of each technology, the key factors in phantom development, and the evaluation criteria. Additionally, we discuss the application of phantoms used for enhancing optical-image quality. This investigation includes the development of realistic biological and clinical tissue-mimicking phantoms, emphasizing their role in improving the accuracy and reliability of optical imaging and measurement instruments in biomedical and clinical research.