강남규 교수
Kang Nam Kyu
경희대학교 화학공학과 · 심리학
연구실 소개
강남규 교수의 연구실은 수치해석과 인공지능 기반의 편미분방정식(PDE) 해법을 융합한 새로운 수치해법 개발에 주력하고 있습니다. 특히 물리법칙을 통합한 신경망 기반 기법(PINN)의 한계를 보완하기 위해 고정밀도·고속 수렴을 추구하는 '물리기반 셀 표현'(PIXEL) 기반의 데이터 기반 해법을 개발하고 있습니다. 또한 설계 분야에서의 관찰 기반 공감적 디자인, 문화적 요소와 신체적 감성의 통합적 분석, 다문화 협업 디자인 워크숍의 실증적 연구를 통해 인간 중심의 창의적 설계 프로세스를 발전시키고 있습니다.
연구 현황
연구 성과 추이
표시된 성과는 수집된 데이터 기준으로 산출되며, 일부 차이가 있을 수 있습니다.
주요 논문
15With the increases in computational power and advances in machine learning, data-driven learning-based methods have gained significant attention in solving PDEs. Physics-informed neural networks (PINNs) have recently emerged and succeeded in various forward and inverse PDE problems thanks to their excellent properties, such as flexibility, mesh-free solutions, and unsupervised training. However, their slower convergence speed and relatively inaccurate solutions often limit their broader applicab
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The International Summer Design Workshop (ISDW) is an annual workshop aiming to increase intercultural awareness and promote design skills. In it, participants from South-East Asia gather and, working in intercultural groups using English as a lingua franca, participate in a co-creative design process to develop a product proposal. In 2020, due to international travel issues resulting from the COVID-19 pandemic, the organizers utilized online communication and design tools (Zoom, Miro, LINE and
Background : In the design field, collaboration is a key method that can widen the conceptual design horizon beyond an individual’s boundaries. Collaboration helps to share knowledge and develop ideas jointly in the design process. It also helps to communicate diverse viewpoints. The ADT model is a representational model for conceptual design. It is used to grasp artifacts as a communication medium between designers and users. During the observation process, three influential factors-physical, e
Nowadays, there are various bottles and packages of liquid laundry detergents in Japan. Many companies have tried to create not only more powerful detergency of the products but also the new value of design in the laundry detergent bottle and package. And our lifestyle is changing like an increasing nuclear family and single life and enjoying a shopping using the internet in recent. Since selecting a detergent might be linked depending on such lifestyle, we need to survey the relationship betwee
Background Nowadays, many researches on the objective and logical evaluations of created (=designed) objects are conducted in design engineering and the Kansei design field. However, there are not many studies on the relationship between a creator’s creativity and the evaluation of the created artwork in the fine art field. Many students in the fine art field conduct creative work with their limited favorite styles although they have not yet developed their own expressive characteristics. This s
In this paper, we analyzed the relationship between user query keywords that is used to search NDSL and technical terms extracted from NDSL journals. For the analysis, we extracted about 833,000 query keywords from NDSL search logs during nearly 17 months and approximately 41,000,000 technical terms from NDSL, INSPEC, FSTA journals. And we used only the English noun phrase in extracted those and then we did an experiment on analysis of equality, relationship analysis and frequency analysis.
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