• Title/Summary/Keyword: CART

Search Result 564, Processing Time 0.023 seconds

Voice Personality Transformation Using a Multiple Response Classification and Regression Tree (다중 응답 분류회귀트리를 이용한 음성 개성 변환)

  • 이기승
    • The Journal of the Acoustical Society of Korea
    • /
    • v.23 no.3
    • /
    • pp.253-261
    • /
    • 2004
  • In this paper, a new voice personality transformation method is proposed. which modifies speaker-dependent feature variables in the speech signals. The proposed method takes the cepstrum vectors and pitch as the transformation paremeters, which represent vocal tract transfer function and excitation signals, respectively. To transform these parameters, a multiple response classification and regression tree (MR-CART) is employed. MR-CART is the vector extended version of a conventional CART, whose response is given by the vector form. We evaluated the performance of the proposed method by comparing with a previously proposed codebook mapping method. We also quantitatively analyzed the performance of voice transformation and the complexities according to various observations. From the experimental results for 4 speakers, the proposed method objectively outperforms a conventional codebook mapping method. and we also observed that the transformed speech sounds closer to target speech.

Improvement and application of DeCART/MUSAD for uncertainty analysis of HTGR neutronic parameters

  • Han, Tae Young;Lee, Hyun Chul;Cho, Jin Young;Jo, Chang Keun
    • Nuclear Engineering and Technology
    • /
    • v.52 no.3
    • /
    • pp.461-468
    • /
    • 2020
  • The improvements of the DeCART/MUSAD code system for uncertainty analysis of HTGR neutronic parameters are presented in this paper. The function for quantifying an uncertainty of critical-spectrumweighted few group cross section was implemented using the generalized adjoint B1 equation solver. Though the changes between the infinite and critical spectra cause a considerable difference in the contribution by the graphite scattering cross section, it does not significantly affect the total uncertainty. To reduce the number of iterations of the generalized adjoint transport equation solver, the generalized adjoint B1 solution was used as the initial value for it and the number of iterations decreased to 50%. To reflect the implicit uncertainty, the correction factor was derived with the resonance integral. Moreover, an additional correction factor for the double heterogeneity was derived with the effective cross section of the DH region and it reduces the difference from the complete uncertainty. The code system was examined with the MHTGR-350 Ex.II-2 3D core benchmark. The keff uncertainty for Ex.II-2a with only the fresh fuel block was similar to that of the block and the uncertainty for Ex.II-2b with the fresh fuel and the burnt fuel blocks was smaller than that of the fresh fuel block.

Implementation of a Flexible Architecture for a Mobile Power Cart Applying Design Patterns (설계 패턴을 이용한 모바일 파워 카트의 유연한 아키텍처 구현)

  • Lee, Jong Min;Kim, Seong Woo;Kwon, Oh Jun
    • Journal of Korea Multimedia Society
    • /
    • v.19 no.4
    • /
    • pp.747-755
    • /
    • 2016
  • Automated guided vehicles have been used for a long time to increase work efficiency in the logistics field, but it is difficult to apply to a variety of logistics sites due to either the restricted movement mechanism or expensive devices. In this paper, we present a flexible software architecture that is hardware-independent for a mobile power cart of the follow mode and implement it using a ROS software platform. Through the SCV analysis for the system functionalities, we design a package to track a user movement and a package to control a new hardware platform. It has an advantage to use a variety of movement algorithms and hardware platforms by applying the strategy pattern and the template method pattern for the design of a software architecture. Through the performance evaluation, we show that the proposed design is maintainable in terms of a software complexity and it detects a user's movement by obtaining a user skeleton information so that it can control a hardware platform to move at a certain distance.

Analysis of employee's satisfaction factor in working environment using data mining algorithm (데이터 마이닝 기법을 이용한 피고용자의 근로환경 만족도 요인 분석)

  • Lee, Dong Ryeol;Kim, Tae Ho;Lee, HongChul
    • Journal of the Korea Safety Management & Science
    • /
    • v.16 no.4
    • /
    • pp.275-284
    • /
    • 2014
  • Decision Tree is one of analysis techniques which conducts grouping and prediction into several sub-groups from interested groups. Researcher can easily understand this progress and explain than other techniques. Because Decision Tree is easy technique to see results. This paper uses CART algorithm which is one of data mining technique. It used 273 variables and 70094 data(2010-2011) of working environment survey conducted by Korea Occupational Safety and Health Agency(KOSHA). And then refines this data, uses final 12 variables and 35447 data. To find satisfaction factor in working environment, this page has grouped employee to 3 types (under 30 age, 30 ~ 49age, over 50 age) and analyzed factor. Using CART algorithm, finds the best grouping variables in 155 data. It appeared that 'comfortable in organization' and 'proper reward' is the best grouping factor.

Comparative Analysis of Dietitians' and Cooks' Performance for Equipment Sanitation Management at School Foodservices in Gyeonggi Province (학교급식 기기류 소독관리에 관한 영양사와 조리사의 업무현황 비교분석 -경기도 지역-)

  • Lee, Mi-Jeong;Jang, Myeong-Suk;Lee, Jin-Mi
    • Journal of the Korean Dietetic Association
    • /
    • v.13 no.3
    • /
    • pp.250-264
    • /
    • 2007
  • The purpose of this study was to compare dietitians' with cooks' actual sterilization performance for improving points of sanitation practices of cooking instruments and facilities in Kyonggi Province school foodservices. A total of 400 questionnaires were mailed to the dietitians and the cooks at elementary and middle schools in Kyonggi Province. Finally, 140 dietitians and 140 cooks replied by making a total of 280 replies(70%). The results of this study found that the cooks' attitudes toward the sterilization of the vegetable cutter body, multiple shelf, and distributing cart showed higher frequencies than the dietitians'. Cooks disinfected the vegetable cutter blade, multiple shelf, distributing cart, cook's aprons, and 'L' transporting cart better than dietitians' guides expected. In the sterilization method, cooks performed better than indicated when cooking with rubber gloves. The most difficult thing in dietitians' managing sterilization was the lack of cooking facilities and instruments. They strongly demanded the detailed explanatory notes according to their own Cities and Provinces and the circumstantial manual of disinfection parts in School Foodservice Sanitary Management Guide. There were possibilities of food-poisoning, infection and safety incidents due to the budgetary shortage of cooking facilities and instruments.

  • PDF

The Symmetry of Cart-Pole System and A Table Look-Up Control Technique (운반차-막대 시스템의 대칭성과 Table Look-Up 제어 기법)

  • Kwon, Sunggyu
    • Journal of the Korean Institute of Intelligent Systems
    • /
    • v.14 no.3
    • /
    • pp.290-297
    • /
    • 2004
  • The control laws for cart-pole system are studied to see the schemes on which the control laws are made. Also, the odd symmetry of the relation between the output of the control laws and the system state vector is observed. Utilizing the symmetry in quantizing the system state variables and implementing the control laws into look-up table is discussed. Then, a CMAC is trained for a nonlinear control law for a cart-pole system such that the symmetry is conserved and its learning performance is evaluated. It is found that utilizing the symmetry is to reduce the memory requirement as well as the training period while improving the learning quality in terms of preserving the symmetry.

The Development of Models and the Characteristics for Subway Noise Using the Classification and Regression Trees (CART 분석을 이용한 지하철 소음모형 개발 및 특성 연구)

  • Kim, Tae-Ho;Lee, Jae-Myung;Won, Jai-Mu;Song, In-Suk
    • Journal of the Korean Society for Railway
    • /
    • v.10 no.5
    • /
    • pp.480-486
    • /
    • 2007
  • The subway is a necessary public transportation in big cities, which many citizens are using now. However, the demands for subway inner circumstance by citizens are growing recently. Among them, the noise problem is the hot issue to be solved. So, in this study we classified the characteristics of subway noise using the classification and regression trees (CART) based on noise level data in line No. 5 in Seoul. After that We developed the models for effect of subway noise and analyzed the characteristics through it. The result of this study is that we need to consider the type of geometry design and operational factors when the problem of subway noise improves, because the factors which weigh with subway noise are different by type of geometry and operational part.

A Study of Factors Influencing the Range of 81mm HE shells One-Shot systems based on CART Regression analysis (CART 회귀분석 기반 일회성 시스템 81mm 고폭탄 사거리에 영향을 미치는 요인 분석)

  • Myung Sung Kim;Jun Hyeok Choi;Young Min Kim
    • Journal of the Korean Society of Systems Engineering
    • /
    • v.19 no.1
    • /
    • pp.107-113
    • /
    • 2023
  • For one-shot systems such as 81mm high-explosive ammunition, research on performance prediction is insignificant due to research manpower infrastructure and lack of interest and difficulties in securing field data, which can only be done by special task workers. In order to evaluate the actual range of ammunition, the storage ammunition reliability evaluation checks the range by firing actual ammunition through a functional test. Test evaluation is a method of extracting a sample from the population, launching it, and recording the results accordingly. As a result of these tests, the range, which is an indicator of ammunition performance, can be measured differently according to meteorological factors such as temperature, atmospheric pressure, and humidity according to the location of the test site. In this study, various environmental factors generated at the test site and storage period analyze the correlation with the range, which is the performance of ammunition, and analyze the priority of importance for each factor and the numerical standards that environmental factors affect range. Through this, a new approach to one-shot system performance prediction was presented.

Analysis and Estimation of Factors Affecting Travel Time Budget (통행시간예산의 요인분석 및 추정)

  • Kim, Tae-Ho;Park, Je-Jin;Lee, Ki-Young;Park, Yong-Duk
    • International Journal of Highway Engineering
    • /
    • v.11 no.3
    • /
    • pp.13-21
    • /
    • 2009
  • The traveler's travel pattern has significantly changed due to the social and economic changes. The travel time among the traveler's pattern is the limited resource. The travelers are trying to maximize the utility of travel with the least travel cost. So, the travelers travel with their own travel time budget in mind, which they can pay or choose to pay for the optimal maximization of the utility of the individuals. This research is to group and extract the specific factors which affect the travel time budget by utilizing the CART analysis method, which enables the analysis of traveler's characteristics and their interrelationship based on the data collected from "2002 Household Travel Practice Research" and then try to derive a model for estimating the traveler’s travel time budget. The result of CART analysis shows that the factors which affect the travel time budget include the traveler's age, size of house, type of house, type of employment, job and relation to the head of household. Considering the affecting factors derived, I developed an estimation model. From that model, we found that the age, size of house and type of house were positively (+) related to the travel time budget while the homeworking people who have less travel frequency as a type of employment were negatively (-) related to it. In particular, from the point of type of job, the housewives, children not yet old enough to attend schools and people who are working in the agricultural, or marine product industries were found to have the negative (-) value while the people who have the administrative, office, management jobs were found to have the positive (+) value.

  • PDF

Analysis of Survivability for Combatants during Offensive Operations at the Tactical Level (전술제대 공격작전간 전투원 생존성에 관한 연구)

  • Kim, Jaeoh;Cho, HyungJun;Kim, GakGyu
    • The Korean Journal of Applied Statistics
    • /
    • v.28 no.5
    • /
    • pp.921-932
    • /
    • 2015
  • This study analyzed military personnel survivability in regards to offensive operations according to the scientific military training data of a reinforced infantry battalion. Scientific battle training was conducted at the Korea Combat Training Center (KCTC) training facility and utilized scientific military training equipment that included MILES and the main exercise control system. The training audience freely engaged an OPFOR who is an expert at tactics and weapon systems. It provides a statistical analysis of data in regards to state-of-the-art military training because the scientific battle training system saves and utilizes all training zone data for analysis and after action review as well as offers training control during the training period. The methodologies used the Cox PH modeling (which does not require parametric distribution assumptions) and decision tree modeling for survival data such as CART, GUIDE, and CTREE for richer and easier interpretation. The variables that violate the PH assumption were stratified and analyzed. Since the Cox PH model result was not easy to interpret the period of service, additional interpretation was attempted through univariate local regression. CART, GUIDE, and CTREE formed different tree models which allow for various interpretations.