• 제목/요약/키워드: error range

검색결과 2,816건 처리시간 0.029초

머신러닝을 활용한 결측 부동산 매매 지수의 추정에 대한 연구 (A Study on the Index Estimation of Missing Real Estate Transaction Cases Using Machine Learning)

  • 김경민;김규석;남대식
    • 한국경제지리학회지
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    • 제25권1호
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    • pp.171-181
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    • 2022
  • 부동산 시장 분석에 있어 기본이 되는 정량적 데이터는 부동산 가격 지수이다. OECD와 같은 국제기구에서는 국가별 부동산 가격 지수를 공표하고, 한국부동산원에서는 광역시 단위와 시군구 단위의 지수를 산출한다. 그런데 공간단위를 시군구보다 정교한 동단위, 아파트 단지 단위로 설정하는 경우, 여러 문제점을 맞이하게 된다. 대표적인 문제는 결측치이다. 공간적 범위를 좁힐수록 단위 기간에 따라 거래가 적거나 아예 존재하지 않는 경우가 존재하기에 이 경우에는 지수의 산출이 불가능한 결측치가 발생할 수 있다. 본 연구에서는 지도학습 기반의 머신러닝 기법을 활용하여 특정 범위와 기간에 거래가 존재하지 않아 발생할 수 있는 결측치를 보완하는 기법을 제안한다. 본 모형을 통해 부동산 매매 지수의 실제값이 존재하는 것들의 예측을 통해 그 정확도를 검증하고 결측치가 발생한 것들의 예측도 해 볼 수 있었다.

A retrospective institutional study of human age determination by evaluating the pulp length and width ratio of the maxillary lateral incisor on panoramic radiographs in Indonesian subjects

  • Herianti, Vanessa Rizka;Oscandar, Fahmi;Dardjan, Murnisari
    • Imaging Science in Dentistry
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    • 제51권4호
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    • pp.421-427
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    • 2021
  • Purpose: The pulp length to width (PL/W) ratio of the maxillary lateral incisor can be used as an age determination method. This study aimed to investigate the correlation between the PL/W ratio of the maxillary lateral incisor on panoramic radiographs and human chronological age in Indonesian subjects. Materials and Methods: This study analyzed with 134 maxillary lateral incisors on 113 panoramic radiographs from patients who visited the Oral and Maxillofacial Radiology Unit of Dental Hospital Universitas Padjadjaran, Bandung, Jawa Barat, Indonesia, from 2013 to 2018 (age range: between 11 to 60 years). The pulp length was measured from the pulp chamber roof to the apical foramen, and the pulp width was measured on the cervical area of the cementoenamel junction in millimeters using Fiji ImageJ open-source software. Simple linear regression (in SPSS) was used to analyze the results. The reliability of the observers was evaluated. Results: The PL/W ratio of the maxillary lateral incisor was significantly correlated with chronological age (P<0.01). No statistically significant difference was found in the PL/W ratio between the left and right maxillary lateral incisors(P=0.333). There was a very strong correlation (r=0.939) between the PL/W ratio of the maxillary lateral incisor and human chronological age, with the following formula: age= -3.057+1.875×PL/W ratio (R2=0.882, standard error of estimate: 4.659). Conclusion: The PL/W ratio of the maxillary lateral incisor on panoramic radiograph can be used for age determination in Indonesian subjects.

Efficiency of occlusal and interproximal adjustments in CAD-CAM manufactured single implant crowns - cast-free vs 3D printed cast-based

  • Graf, Tobias;Guth, Jan-Frederik;Diegritz, Christian;Liebermann, Anja;Schweiger, Josef;Schubert, Oliver
    • The Journal of Advanced Prosthodontics
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    • 제13권6호
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    • pp.351-360
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    • 2021
  • PURPOSE. The aim of this study was to evaluate the efficiency of occlusal and interproximal adjustments of single implant crowns (SIC), comparing a digital cast-free approach (CF) and a protocol using 3D printed casts (PC). MATERIALS AND METHODS. A titanium implant was inserted at position of lower right first molar in a typodont. The implant position was scanned using an intraoral scanner and SICs were fabricated accordingly. Ten crowns (CF; n = 10) were subject to a digital cast-free workflow without any labside occlusal and interproximal modifications. Ten other identical crowns (PC) were adjusted to 3D printed casts before delivery. All crowns were then adapted to the testing model, simulating chair-side adjustments during clinical placement. Adjustment time, quantity of adjustments, and contact relationship were assessed. Data were analyzed using SPSS software (P < .05). RESULTS. Median and interquartile range (IQR) of clinical adjustment time was 02:44 (IQR 00:45) minutes in group CF and 01:46 (IQR 00:21) minutes in group PC. Laboratory and clinical adjustment time in group PC was 04:25 (IQR 00:59) minutes in total. Mean and standard deviation (±SD) of root mean squared error (RMSE) of quantity of clinical adjustments was 45 ± 7 ㎛ in group CF and 34 ± 6 ㎛ in group PC. RMSE of total adjustments was 61 ± 11 ㎛ in group PC. Quality of occlusal contacts was better in group CF. CONCLUSION. Time effort for clinical adjustments was higher in the cast-free protocol, whereas quantity of modifications was lower, and the occlusal contact relationship was found more favourable.

팜봇과 연동하는 작업기 자동체결 장치 개발 (Development of Automatic Module Changer for Farmbot)

  • 권준혁;이명호;조형호;홍형길;조용준;윤해룡;오장석;박희창;강민수
    • 한국기계가공학회지
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    • 제20권12호
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    • pp.30-35
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    • 2021
  • In this study, we developed an automatic module changer for agricultural implements for using in unmanned agricultural robots. An automatic module changer is attached by lowering from the top to bottom of the implements and fixing the four fastener bars attached to the implements in combination. The lift function was implemented using seesaw-type structures to keep the engagement point constant when the automatic module changer climbs and descends, and the switching function of the automatic module changer was implemented using the link device in the cam structure. We developed an algorithm to check the presence of attachment and opening/closing of the workpiece using limit switches and verified the performance through combination assessment and weight lift test to assess whether the combination was within the error range.

드론 항공사진측량 기반 포인트 클라우드 데이터를 활용한 가로환경 조사 가능성 연구 (Applicability Review of Street Dimensional Data Survey Using Point Clouds Generated from Drone Photogrammetry)

  • 오성훈;김명조
    • 한국측량학회지
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    • 제39권6호
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    • pp.401-408
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    • 2021
  • 2021년 보행안전법 개정안이 발의되면서 보행자 안전의 근간이 되는 보행자길에 대한 전수조사의 법제화 및 의무화 가능성이 높아졌다. 이에 본 연구에서는 보급형 드론과 상용프로그램을 사용하여 사진측량 기법으로 가로공간의 포인트 클라우드 데이터를 생성하고 분석하는 적정비용의 조사방법론을 제시하고자 하였다. 또한 전국 지자체에서 자체적으로 보행안전법상 보행자길에 대한 전수조사를 자체적으로 실시할 수 있는지 여부에 대한 가능성을 살펴보았다. 이를 위해 실험 대상지 내 다양한 가로시설물 실측을 수행하여 드론촬영으로 획득된 포인트 클라우드 데이터를 기반으로 측정된 결과물의 정확도를 비교분석하였다. 분석결과 측정 오차범위가 공공측량 작업지침을 만족하는 것으로 나타났다. 고가의 장비나 소프트웨어를 제외하는 취지에서 무료오픈소스 프로그램으로 촬영결과를 분석하였으며, 실제 보도 관련 설계지침의 기준치들을 고려할 때 활용이 가능한 유의미한 결과를 도출하였다. 본 연구에서 제시한 방법론을 활용한다면, 향후 개별 지자체에서 보행환경개선을 위해 필요한 보행자길 전수조사를 용이하게 시행할 수 있을 것으로 보인다.

효과분석 시뮬레이션을 이용한 미지 우주물체 광학 추적 시스템 설계 변수 조합 분석 (Combination Analysis of Optical Tracking System Design Variables for Unknown Space Objects Using Effectiveness Analysis Simulation)

  • 현철;이상욱;이호진;박승욱
    • 한국정보통신학회논문지
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    • 제26권9호
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    • pp.1312-1319
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    • 2022
  • 본 논문은 미지 우주물체에 대한 광학 연속 관측을 위한 효과 척도를 정의하고, 통합 시뮬레이션 수행을 이용하여 망원경/마운트 제어 시스템 관점에서 효과 척도를 만족할 수 있는 설계 변수 조합 범위를 제시하였다. 표적의 위치 예측과 함께 프레임률, 영상처리 소요시간과 측정 오차, 표적 궤적특성 및 마운트 김발의 기동성능 등의 설계 변수를 고려하여 전체적인 시스템 수준에서의 시뮬레이션을 구현하고 추적 성능을 분석하였다. 분석 결과 광학 관측 시스템의 연속 추적 성능은 프레임률과 마운트 기동성능의 조합에 의존적임을 확인할 수 있었다. 광학 관측 시스템을 설계하거나 상용 제품을 구입하여 유사 시스템을 구성할 때, 본 연구와 같이 효과분석 시뮬레이션을 이용하면 설계 변수들 사이의 적절한 요소 조합을 찾을 수 있을 것이다.

Effect of Listening Biographies on Frequency Following Response Responses of Vocalists, Violinists, and Non-Musicians to Indian Carnatic Music Stimuli

  • J, Prajna Bhat;Krishna, Rajalakshmi
    • 대한청각학회지
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    • 제25권3호
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    • pp.131-137
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    • 2021
  • Background and Objectives: The current study investigates pitch coding using frequency following response (FFR) among vocalists, violinists, and non-musicians for Indian Carnatic transition music stimuli and assesses whether their listening biographies strengthen their F0 neural encoding for these stimuli. Subjects and Methods: Three participant groups in the age range of 18-45 years were included in the study. The first group of participants consisted of 20 trained Carnatic vocalists, the second group consisted of 13 trained violinists, and the third group consisted of 22 non-musicians. The stimuli consisted of three Indian Carnatic raga notes (/S-R2-G3/), which was sung by a trained vocalist and played by a trained violinist. For the purposes of this study, the two transitions between the notes T1=/S-R2/ and T2=/R2-G3/ were analyzed, and FFRs were recorded binaurally at 80 dB SPL using neuroscan equipment. Results: Overall average responses of the participants were generated. To assess the participants' pitch tracking to the Carnatic music stimuli, stimulus to response correlation (CC), pitch strength (PS), and pitch error (PE) were measured. Results revealed that both the vocalists and violinists had better CC and PS values with lower PE values, as compared to non-musicians, for both vocal and violin T1 and T2 transition stimuli. Between the musician groups, the vocalists were found to perform superiorly to the violinists for both vocal and violin T1 and T2 transition stimuli. Conclusions: Listening biographies strengthened F0 neural coding, with respect to the vocalists for vocal stimulus at the brainstem level. The violinists, on the other hand, did not show such preference.

공간축소형 댐퍼의 날개개도에 따른 풍량변화 특성평가 (Characteristics of Wind Flow Variation with Wing Development of Space-Reduced Damper)

  • 백근욱;백남도;이명원;강명창
    • 한국기계가공학회지
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    • 제20권7호
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    • pp.113-120
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    • 2021
  • An experimental device was designed to control the opening of a damper via operating the folding blade drive of the device and to control the amount of air flowing through the damper. In addition, an inverter was installed in the blower to control its fan rotation speed and hence the amount of air flowing through the damper. An experimental study was conducted on the opening of the folding blade damper and changes in the rotational speed of the blower. From the results, the theoretical air volume of the folding blade damper and experimental air volume were observed to be in good agreement within an error range of ±3%. As the mass flow rate of the air passing through the folding blade damper increases proportionally with the changes in damper opening and fan rotation speed, the performance of the damper can be controlled proportionally. The mass flow rate was also observed to increase linearly; therefore, the mass flow rate of the air passing through the folding blade damper increases proportionally with changes in the rotation speed of the blower, such that the performance of the damper is proportional to a constant air volume even with varying rotation speeds of the blower.

Non-Gaussian features of dynamic wind loads on a long-span roof in boundary layer turbulences with different integral-scales

  • Yang, Xiongwei;Zhou, Qiang;Lei, Yongfu;Yang, Yang;Li, Mingshui
    • Wind and Structures
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    • 제34권5호
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    • pp.421-435
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    • 2022
  • To investigate the non-Gaussian properties of fluctuating wind pressures and the error margin of extreme wind loads on a long-span curved roof with matching and mismatching ratios of turbulence integral scales to depth (Lux/D), a series of synchronized pressure tests on the rigid model of the complex curved roof were conducted. The regions of Gaussian distribution and non-Gaussian distribution were identified by two criteria, which were based on the cumulative probabilities of higher-order statistical moments (skewness and kurtosis coefficients, Sk and Ku) and spatial correlation of fluctuating wind pressures, respectively. Then the characteristics of fluctuating wind-loads in the non-Gaussian region were analyzed in detail in order to understand the effects of turbulence integral-scale. Results showed that the fluctuating pressures with obvious negative-skewness appear in the area near the leading edge, which is categorized as the non-Gaussian region by both two identification criteria. Comparing with those in the wind field with matching Lux/D, the range of non-Gaussian region almost unchanged with a smaller Lux/D, while the non-Gaussian features become more evident, leading to higher values of Sk, Ku and peak factor. On contrary, the values of fluctuating pressures become lower in the wind field with a smaller Lux/D, eventually resulting in underestimation of extreme wind loads. Hence, the matching relationship of turbulence integral scale to depth should be carefully considered as estimating the extreme wind loads of long-span roof by wind tunnel tests.

골재의 형상 특성과 인공신경망에 기반한 콘크리트 압축강도 예측 연구 (Study on Prediction of Compressive Strength of Concrete based on Aggregate Shape Features and Artificial Neural Network)

  • 전준서;김홍섭;김창혁
    • 한국구조물진단유지관리공학회 논문집
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    • 제25권5호
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    • pp.135-140
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    • 2021
  • 본 연구에서는 일반강도 범위 콘크리트의 단면에서 골재 형상의 특성을 추출하고 이를 인공신경망과 이미지 프로세싱 기술에 적용하여 콘크리트의 압축강도를 예측하였다. 이를 위하여 면적, 둘레, 길이 등과 같은 일반적인 골재 형상 특성과 함께 골재의 거리-각도 특징을 수치적으로 표현하고 물성치 예측에 활용하였다. 그 결과, 콘크리트 압축강도에 영향을 미치는 주요변수를 사용하지 않고 단면의 골재 형상 특성만을 사용하여 압축강도 예측이 가능하였으며, 인공신경망 알고리즘 구축을 통해 예측 강도와 실제 강도의 상대오차 4.43% 이내의 범위에서 콘크리트 압축강도를 예측할 수 있었다. 본 연구에서 도출된 결과를 기반으로 골재의 거리-각도 특징을 활용하여 콘크리트의 유동성, 휨·인장강도 등 다양한 특성을 예측도 가능할 것으로 판단된다.