침대 로봇의 3차원 자세 추정 및 개선을 위한 자세 천이 필터 설계 연구A Study on Design of Posture Transition Filter for 3D Human Posture Estimation and Refinement on Robotic Bed
- Other Titles
- A Study on Design of Posture Transition Filter for 3D Human Posture Estimation and Refinement on Robotic Bed
- Authors
- 이종일; 한종부; 구재완; 최재원; 함제훈; 양견모; 손동섭; 서갑호
- Issue Date
- 2020
- Publisher
- 한국로봇학회
- Keywords
- Human Posture Estimation; Motion Filter Design; Robotic Bed
- Citation
- 로봇학회 논문지, v.15, no.3, pp 269 - 276
- Pages
- 8
- Journal Title
- 로봇학회 논문지
- Volume
- 15
- Number
- 3
- Start Page
- 269
- End Page
- 276
- URI
- https://www.kriso.re.kr/sciwatch/handle/2021.sw.kriso/7823
- DOI
- 10.7746/jkros.2020.15.3.269
- ISSN
- 1975-6291
- Abstract
- As we become an aging society, the number of elderly patients continues to increase.
Pressure sores that can easily occur in patients with trauma cause serious socio-economic problems. In general, prevention of bedsores through predicting the patient's posture is being developed. Developed method usually use artificial intelligence techniques to estimate the patient’s posture by measured pressure images in the mattress. In this method, it has a problem the reduction of estimation accuracy when posture of patient is changed. Therefore, it is necessary to use the filter of pressure images in the position transition of patient. In this paper, we propose an algorithm to predict the patient's posture, and an algorithm to reduce the ambiguity that can occur in the patient's posture transition section. By obtaining stable data through this algorithm, learning/prediction stability of the neural network can be expected, and prediction performance is improved accordingly. Through experiments, the effectiveness of the algorithm was verified.
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