• 제목/요약/키워드: Function Suitability

검색결과 170건 처리시간 0.022초

해양수산자원 가상시장의 지불의사금액 추정방법 비교 (A Comparison of Estimation Methods for Willingness to Pay Amount in Constructed Oceans and Fisheries Resources Market by Contingent Valuation Method)

  • 강석규
    • 수산경영론집
    • /
    • 제49권3호
    • /
    • pp.85-99
    • /
    • 2018
  • This study is to compare and evaluate the estimating method of WTP(willingness to pay) for the valuation of oceans and fisheries resources with non-market goods characteristics using contingent valuation method. In general, when estimating parameters of the WTP function, we should take into account the assumption of probability distribution, inclusion of covariates, method of inducement of payment, and the treatment of 0 payment intention and resistance responses. This study utilizes survey data that was used to estimate the value of fisheries resource protection zones, with a total of 1,200 samples. The main results of this study are summarized as follows: First, the final willness to pay amount is estimated at a statistical significance of less than 1 percent, and the distribution of the final willness to pay amount is from \6,926 of the double bounded dichotomous model to \10,721 of the spike model. Second, the willness to pay amount based on assumptions about the normal and logistic probability distributions are estimated to be \9,429 and \9,370 respectively, so there was no significant difference. Third, the willness to pay amount of the single bounded dichotomous model and the double bounded dichotomous model are estimated to be \8,951 and \6,926 respectively, making a relatively large difference. Fourth, the willness to pay amount of the model without covariates and the model with covariates are estimated to be \9,429 and \8,951, respectively, so the willness to pay amount is underestimated when the covariates are included. Fifth, the Spike model that considers zero payment intention and resistance response estimates \10,405 as the highest payment in this study. Finally, the CVM analysis guidelines proposed by the Korea Development Institute (KDI) are estimated to be \9,749 and \10,405 respectively, depending on including no covariates and with covariates. Compared to other models, the final willness to pay amount is not estimated underestimated. Therefore this study suggests the use of KDI's guidance under government public policy projects. In view of these results, the estimating model for willness to pay amount model will be selected by considering the sample size, the suitability of the model, the sign of the estimated coefficient, the statistical significance, the ratio of the zero payment intention and the payment rejection. And, for CVMs on government public policy projects, it is desirable to estimate by the method proposed by the KDI.

두꺼비 서식지 적합성 지수(HSI) 모델개발을 위한 연구 (A Study on the Development of "Bufo gargarizans" Habitat Suitability Index(HSI))

  • 조근영;구본학
    • 한국환경복원기술학회지
    • /
    • 제25권2호
    • /
    • pp.23-38
    • /
    • 2022
  • This study investigates the characteristics and physical habitat requirements for each Bufo gargarizans life history through a literature survey. After deriving variables for each component of Bufo gargarizans, in order to reduce regional deviations from eight previously studied literature research areas for deriving the criteria for variables, a total of 12 natural habitats of Bufo gargarizanss are selected as spatial ranges by selecting four additional sites such as Umyeonsan Ecological Park in Seoul, Wonheungibangjuk in Cheongju in the central region, Changnyeong Isan Reservoir in the southern region, and Mangwonji in Daegu. This study presents Bufo gargarizans SI, a species endemic to Korea, whose population is rapidly declining due to large-scale housing site development and road development, and develops a Bufo gargarizans HSI model accordingly to improve the function of the damaged Bufo gargarizans habitat and to present an objective basis for site selection of alternative habitat. At the same time, it provides basic data for adaptive management and follow-up monitoring. The three basic habitat requirements of amphibians, the physical habitat requirements of Bufo gargarizans, synthesized with shelter, food, and water, and the characteristics of each life history, are classified into five components by adding space and threats through literature research and expert advice. Variables are proposed by synthesizing and comparing the general characteristics of amphibians, among the previously studied single species of amphibians, the components of HSI of goldfrogs and Bufo gargarizans, and the ecological and physical environmental characteristics of Bufo gargarizans. Afterwards, through consultation with an amphibian expert, a total of 10 variables are finally presented by adjacent forest area(ha), the distance between spawning area and the nearest forest land(m), the soil, the distance from the wetland(m), the forest layered structure, the low grassland space, the permanent wetland area(ha), shoreline slope(%), PH, presence of predators, distance from road(m), presence or absence of obstacles. n order to derive the final criteria for each of the 10 variables, the criteria(alternative) for each variable are presented through geographic information analysis of the site survey area and field surveys of the previously studied literature research area. After a focus group interview(FGI) of 30 people related to the Bufo gargarizans colony in Cheongju, a questionnaire and in-depth interviews with three amphibians experts are conducted to verify and supplement the criteria for each final variable. Based on the finally developed Bufo gargarizans HSI, the Bufo gargarizans habitat model is presented through the SI graph model and the drawing centering on the Bufo gargarizans spawning area

인공지능 기반 개인 맞춤 수학학습 서비스 개발 방향에 관한 연구 (A Study on Development Strategies for Artificial Intelligence-Based Personalized Mathematics Learning Services)

  • 현주은;이지근;이대환;이영석;구덕회
    • 실천공학교육논문지
    • /
    • 제15권3호
    • /
    • pp.605-614
    • /
    • 2023
  • 디지털 대전환 시대를 맞아 개인 맞춤형 교육을 실현하기 위해 교육 분야에서 인공지능 기반 학습 서비스들이 등장하고 있다. 본 연구에서는 인공지능 기반 학습 서비스를 학교 현장에 적용하기 위한 개발 방향을 살펴보고자 하였다. 인공지능 기반 수학학습 서비스로 아이스크림에듀에서 개발한 '수학의 세포들'을 선택하여 교수자 관점에서 기능별 요구를 조사하였다. 그 결과를 IPA를 활용하여 중요도와 적합도로 분석하면서 전문가 의견을 조사하여 서비스의 구체적인 개발 방향을 탐색하였다. 연구결과, 진단, 학습, 평가, 관리 등 모든 영역에서의 중요도는 평균 4.82, 적합도는 평균 4.56로 대부분의 문항에서 우수한 결과가 나타났으며, 특히 중요도가 적합도보다 높게 나타났다. 세부적인 일부 기능 중 개념 학습, 맞춤형 과제 제시, 평가 결과 분석 기능, 대시보드 관련 기능과 대시보드 내 학습 자료가 학생들이 이해하기에 직관적이지 않아 보완이 필요하다는 의견을 확인하였다. 본 연구는 교수자의 관점에서 인공지능 기반 수학학습 서비스에 대한 요구 및 전문가 의견을 정리하여 '수학의 세포들'의 방향을 탐색하는데 유의미한 정보를 제공하였다는 의의가 있다.

평택지역의 맹꽁이 대체서식지 모니터링 및 기상요인 분석 (Monitoring the Alternative Habitat of Kaloula Borealis and Analysis on Meteorological Factors in Pyeongtaek)

  • 최민호;배양섭
    • 생명과학회지
    • /
    • 제34권4호
    • /
    • pp.264-270
    • /
    • 2024
  • 본 연구는 평택시 죽백동 일원에 서식하는 맹꽁이를 2019년에 대체서식지로 이주시킨 후 2020-2022년까지 사후모니터링을 통해 대체서식지가 갖춰야 할 최소 조건과 맹꽁이 모니터링의 효율성 제고를 목적으로 진행되었다. 대체서식지의 서식 환경을 분석한 결과 습지, 초지, 하천과의 거리는 5 m 이내, 저층 초지 공간은 6,000 m2 이상, 깊이 20 cm 이상의 부드러운 토질, 임시 습지의 면적은 5,000 m2 이상으로 서식지 적합성 기준에 부합하였으며, 모니터링 과정에서 이주된 개체군의 체장길이 및 몸무게가 유지되는 것을 확인하여(p>0.05) 서식지와 산란지의 근접성, 먹이공간(초지공간) 확보, 토질, 습지의 조건이 갖춰진다면 대체서식지의 기능을 수행할 수 있는 것으로 나타났다. 맹꽁이 개체군에 영향을 주는 기상요인을 분석한 결과, 체장길이는 최저기온, 최고기온, 상대습도, 강수량과 통계적으로 유의미 하였다(p<0.05). 개체수 및 번식의 경우 강수량과 번식에서 유의미한 정(正)의 상관관계가 나타났으며(p<0.01), 개체수는 평균기온, 최저기온, 상대습도에 영향을 받는 것으로 나타났다(p<0.05).

반응적 공격성과 주도적 공격성, Reactive-Proactive Questionnaire(RPQ) 타당화 연구: ESEM과 Rasch를 중심으로 (Reactive and Proactive Aggression, the Validation of the Reactive-Proactive Questionnaire (RPQ): Focusing on ESEM and Rasch)

  • 박선영;서종한
    • 한국심리학회지 : 문화 및 사회문제
    • /
    • 제30권2호
    • /
    • pp.159-192
    • /
    • 2024
  • 본 연구는 반응적-주도적 공격성 측정 도구인 RPQ (The reactive-proactive aggression questionnaire)를 국내에 타당화하는 것을 목적으로 한다. 원저자와의 상호협력을 통해 정확한 번안 과정을 거쳐 국내 일반인 510명을 대상으로 탐색적 요인분석, 탐색적 구조방정식 모형, 평정척도모형, 차별기능문항, 수렴타당도를 분석하였다. 본 연구 결과 첫째, RPQ의 요인구조는 이중적재가 나타난 한 문항을 삭제한 후 반응적 공격성과 주도적 공격성의 2요인으로 상정하였다. 둘째, Rasch 모형에 기반한 평정척도 분석 결과, 본 척도의 3점 리커트 척도는 적절한 것으로 나타났고, 문항적합도 검증을 통해 모든 문항이 적합도 기준을 충족하는 것으로 나타났다. 분리지수 및 분리 신뢰도는 주도적 공격성 요인이 다소 낮은 수준을 보였으나 전체적으로 피험자와 문항이 적절하게 변별되는 것으로 나타났다. 피험자x문항 분포 탐색 결과 반응적 공격성은 피험자의 능력수준과 문항난이도가 적절하게 대응하였으나, 주도적 공격성은 문항 난이도가 다소 높은 것으로 나타났다. 성별에 따라 다르게 기능할 수 있는 문항은 총 3문항으로 나타났으며, 수렴타당도 검증 결과 충동성 측정 도구인 한국판 BIS-11-R과는 낮은-중간 수준의 정적 상관관계를 보였다. 본 연구는 서구권과는 다른 한국의 문화적 특성을 고려한 타당화를 통해 공격성 척도인 RPQ가 국내에도 적합함을 입증하였으며 국내 일반인을 대상으로 반응적 공격성과 주도적 공격성 개념을 도입한 것에 의의를 지닌다.

자동 치관 형성 인공지능 프로그램을 이용한 단일 고정성 보철물 수복 증례 (Single-unit fixed restoration using the automated crown shaping artificial intelligence program)

  • 박은비;조영은
    • 구강회복응용과학지
    • /
    • 제40권3호
    • /
    • pp.169-178
    • /
    • 2024
  • 최근 인공지능을 치의학 분야에 접목하려는 다양한 시도들이 제안되었다. 기존의 고정성 보철물 제작방식인 CAD-CAM(computer-aided design-computer-aided manufacturing)의 한계를 극복하기 위해 자동 치관 형성 인공지능 프로그램이 발전 중에 있고 최근 상용화를 위해 관련된 다양한 연구들이 진행되고 있다. 본 증례들은 전치부 및 구치부의 단일치를 AI (Artificial intelligence) 프로그램(Dentbird Crown, Imagoworks Inc, Seoul, Korea)을 이용하여 고정성 보철물을 제작하였고 기존의 방식들과 적합도를 비교하고자 하였다. 첫번째 증례는 44세 여환으로, 상악 우측 측절치 설측에 보철물 파절을 주소로 보철물 재제작을 위해 내원하였다. 두번째 증례는 53세 남환으로 상악 좌측 제1대구치 근관 치료 후 크라운 수복 위해 내원하였고 두 증례 모두 지르코니아로 최종 수복하였다. 본 증례들에서 CAD 프로그램을 이용해 수작업으로 디자인한 보철물, AI만을 활용하여 디자인한 보철물, AI를 활용한 후 수작업으로 디자인을 수정한 보철물을 제작 후, 세 가지 디자인을 중첩하여 적합도를 비교하였다. 임시 장착 후 평가 시 안정적인 교합양상을 보였으며, 심미적 및 기능적으로 만족할만한 결과를 보였기에 이를 보고하고자 한다.

유청단백질로 만들어진 식품포장재에 관한 연구

  • 김성주
    • 한국유가공학회:학술대회논문집
    • /
    • 한국유가공기술과학회 2002년도 제54회 춘계심포지움 - 우유와 국민건강
    • /
    • pp.59-60
    • /
    • 2002
  • Edible films such as wax coatings, sugar and chocolate covers, and sausage casings, have been used in food applications for years$^{(1)}$ However, interest in edible films and biodegradable polymers has been renewed due to concerns about the environment, a need to reduce the quantity of disposable packaging, and demand by the consumer for higher quality food products. Edible films can function as secondary packaging materials to enhance food quality and reduce the amount of traditional packaging needed. For example, edible films can serve to enhance food quality by acting as moisture and gas barriers, thus, providing protection to a food product after the primary packaging is opened. Edible films are not meant to replace synthetic packaging materials; instead, they provide the potential as food packagings where traditional synthetic or biodegradable plastics cannot function. For instance, edible films can be used as convenient soluble pouches containing single-servings for products such as instant noodles and soup/seasoning combination. In the food industry, they can be used as ingredient delivery systems for delivering pre-measured ingredients during processing. Edible films also can provide the food processors with a variety of new opportunities for product development and processing. Depends on materials of edible films, they also can be sources of nutritional supplements. Especially, whey proteins have excellent amino acid balance while some edible films resources lack adequate amount of certain amino acids, for example, soy protein is low in methionine and wheat flour is low in lysine$^{(2)}$. Whey proteins have a surplus of the essential amino acid lysine, threonine, methionine and isoleucine. Thus, the idea of using whey protein-based films to individually pack cereal products, which often deficient in these amino acids, become very attractive$^{(3)}$. Whey is a by-product of cheese manufacturing and much of annual production is not utilized$^{(4)}$. Development of edible films from whey protein is one of the ways to recover whey from dairy industry waste. Whey proteins as raw materials of film production can be obtained at inexpensive cost. I hypothesize that it is possible to make whey protein-based edible films with improved moisture barrier properties without significantly altering other properties by producing whey protein/lipid emulsion films and these films will be suitable far food applications. The fellowing are the specific otjectives of this research: 1. Develop whey protein/lipid emulsion edible films and determine their microstructures, barrier (moisture and oxygen) and mechanical (tensile strength and elongation) properties. 2. Study the nature of interactions involved in the formation and stability of the films. 3. Investigate thermal properties, heat sealability, and sealing properties of the films. 4. Demonstrate suitability of their application in foods as packaging materials. Methodologies were developed to produce edible films from whey protein isolate (WPI) and concentrate (WPC), and film-forming procedure was optimized. Lipids, butter fat (BF) and candelilla wax (CW), were added into film-forming solutions to produce whey protein/lipid emulsion edible films. Significant reduction in water vapor and oxygen permeabilities of the films could be achieved upon addition of BF and CW. Mechanical properties were also influenced by the lipid type. Microstructures of the films accounted for the differences in their barrier and mechanical properties. Studies with bond-dissociating agents indicated that disulfide and hydrogen bonds, cooperatively, were the primary forces involved in the formation and stability of whey protein/lipid emulsion films. Contribution of hydrophobic interactions was secondary. Thermal properties of the films were studied using differential scanning calorimetry, and the results were used to optimize heat-sealing conditions for the films. Electron spectroscopy for chemical analysis (ESCA) was used to study the nature of the interfacial interaction of sealed films. All films were heat sealable and showed good seal strengths while the plasticizer type influenced optimum heat-sealing temperatures of the films, 130$^{\circ}$C for sorbitol-plasticized WPI films and 110$^{\circ}$C for glycerol-plasticized WPI films. ESCA spectra showed that the main interactions responsible for the heat-sealed joint of whey protein-based edible films were hydrogen bonds and covalent bonds involving C-0-H and N-C components. Finally, solubility in water, moisture contents, moisture sorption isotherms and sensory attributes (using a trained sensory panel) of the films were determined. Solubility was influenced primarily by the plasticizer in the films, and the higher the plasticizer content, the greater was the solubility of the films in water. Moisture contents of the films showed a strong relationship with moisture sorption isotherm properties of the films. Lower moisture content of the films resulted in lower equilibrium moisture contents at all aw levels. Sensory evaluation of the films revealed that no distinctive odor existed in WPI films. All films tested showed slight sweetness and adhesiveness. Films with lipids were scored as being opaque while films without lipids were scored to be clear. Whey protein/lipid emulsion edible films may be suitable for packaging of powder mix and should be suitable for packaging of non-hygroscopic foods$^{(5,6,7,8,)}$.

  • PDF

시계열 자료의 예측을 위한 자료 기반 신경망 모델에 관한 연구: 한강대교 수위예측 적용 (A Study on the Data Driven Neural Network Model for the Prediction of Time Series Data: Application of Water Surface Elevation Forecasting in Hangang River Bridge)

  • 유형주;이승오;최서혜;박문형
    • 한국방재안전학회논문집
    • /
    • 제12권2호
    • /
    • pp.73-82
    • /
    • 2019
  • 최근 이상기후로 인한 집중호우에 따른 하천변 사회기반시설의 침수피해가 증가하고 있으며, 침수 가능성 여부에 대한 신속한 예 경보가 필요한 실정이다. 일반적인 홍수 예 경보는 하천수위를 이용하고 있으며, 수치모형을 이용하여 하천수위를 예측하는 연구가 대부분이었다. 그러나 수치모형을 이용한 하천수위 예측은 결과가 정확한 반면 수치모의 시간이 오래 소요된다는 한계점이 있어 최근에는 인공신경망 등을 적용한 자료기반의 수위예측 모형이 많이 이용되고 있다. 하지만 기존의 인공신경망을 활용한 수위예측 연구는 시간적 매개변수를 고려하지 못하였다는 한계점이 존재한다. 본 연구에서는 시간적 매개변수(Time delay= 2시간)를 고려한 NARX 신경망 모형을 사용하여 한강대교의 수위를 예측하였다. 또한 NARX 모형의 적합성을 판단하기 위하여 인공신경망(ANN) 모형과, 순환신경망(RNN)모형의 결과와 비교하였다. 2009년에서 2018년까지 10년간의 수문자료를 이용하여 70%를 학습시키고 검정과 평가에 15%를 사용하여 2018년의 한강대교 3시간 후 수위를 예측한 결과 평균제곱근오차(RMSE)의 경우 ANN, RNN, NARX model이 각각 0.20 m, 0.11 m, 0.09 m, 평균절대오차(MAE)의 경우, 각각 0.12 m, 0.06 m, 0.05 m, 첨두수위 오차(Peak Error)는 각각 1.56 m, 0.55 m, 0.10 m로 나타났다. 연구 대상지역에 대한 시간적 매개변수를 고려한 예측 결과의 오차분석을 통하여 NARX 신경망 모형을 사용하는 것이 수위예측 모형 구축이 가장 적합한 것으로 나타났다. 이는 NARX 신경망 모형이 과거의 입력자료를 고려함으로써 시계열 자료의 변동 추세도 학습 할 수 있으며, 또한 모형 내 활성함수를 쌍곡선탄젠트(Hyperbolic tangent) 및 Rectified Linear Unit(ReLU) 함수를 사용하여 고수위 예측 시에도 정확한 예측 값을 도출할 수 있기 때문이다. 그러나 NARX 신경망 모형은 시퀀스 길이가 길어짐에 따라 기울기 소실문제(Vanishing gradient)가 발생하는 한계점이 있어 향후에는 이를 보완한 LSTM(Long Short Term Model)모형을 이용하여 수위예측의 정확도를 검토하고자 한다.

다엽 콜리메이터(Multileaf Collimator)와 합금납 차폐물(Lead Alloy Block)의 반 그림자영역의 선량 분포상의 특성 비교 (Dosimetric Characteristics on Penumbra Regions of the Multileaf Collimator as Compared with the Lead Alloy Block)

  • 이상욱;오영택;김우철;금기창;윤성익;김현수;박원;추성실;김귀언
    • Radiation Oncology Journal
    • /
    • 제13권4호
    • /
    • pp.391-396
    • /
    • 1995
  • 목적 : 컴퓨터의 발달에 힘입어 3-D Conformal Radiotherapy(3-D CRT)가 가능하게 되었고 3-D CRT를 위해서는 다엽콜리메이터(MLC)가 필수적인 장치이다. 이에 본 저자들은 MLC 사용시 반그림자(Penumbra)의 크기와 그 특성을 알아보고 기존의 합금납(lead alloy block)을 사용할 때의 반그림자와 차이를 비교 분석하여 임상에서 다엽콜리메이터(MLC)의 이용에 도움이 되고자 본 연구를 계획하였다. 방법 : MLC와 합금납의 반그림자를 측정하기 위해 6MV 와 10MV 에너지의 방사선을 이용하여 필름선량분석을 시행하였다. 필름에 각에너지의 dmax와 10cm 두께의 폴리스탈린 판톰을 올려 놓고 측정하였고, MLC의 종단면과 조사면의 y축과 이루는 각도를 변화시키면서 Effective penumbra($20{\%}-80{\%}$)와 $10{\%}-90{\%}$ 반그림자를 측정하였다. 결과 : MLC의 각도가 0o에서 75o로 증가함에 따라 반그림자의 크기가 증가 하였고, 반그림자 영역에서 등선량곡선의 부채살모양이 심화 되었다. dmax에서 보다 10cm 깊이에서 반그림자의 크기가 약간 증가하였고, 에너지가 증가 하면서 약간 반그림자가 커지는 경향성만 보였다. 합금납을 사용할 경우의 반그림자보다 MLC를 사용할경우 최대 4.8mm가 더 크게 측정되었다. 결론 : 3-D CRT를 시행함에 있어서 반그림자 영역에서는 기존의 합금납 차폐물을 대신하여 MLC를 사용하여도 무방하리라는 결론을 얻을 수 있었다.

  • PDF

농촌 농특산품 전시판매시설 디자인 소비자 의식 분석 및 디자인 개발 - 농촌관광마을을 중심으로 - (An Analysis on Consumers' Awareness of a Rural Specialties Exhibition Shop and the Design Development : Focusing on Rural Tourism Village)

  • 진혜련;서지예;조록환
    • 농촌계획
    • /
    • 제20권4호
    • /
    • pp.253-262
    • /
    • 2014
  • This, an association research for design-improvement and model-development of exhibition shops at rural tourism communities, is to secure objective data by analyzing customers' awareness-tendency of and demand for agricultural-specialty exhibition shops. Survey-questions for finding out consumers' awareness-tendency and demand were determined through brainstorming of a professional council, 30 rural communities of which visit-rate by consumers is considerably high were selected for the recruit of 200 consumers. For investigation and analysis, survey and in-depth interview were carried out at the scene with the application of frequency analysis and summarization of their opinions, which revealed that they have a strong will to visit the rural tourism communities for the purchase of agricultural specialties along with the experience of learning-program and on-the-scene direct dealing and that their viewpoint on the direct dealing at the scene was very positive. Also it was confirmed hat their satisfaction with the purchase of agricultural specialties by on-the-scene direct dealing, their pleasure at the purchase, their satisfaction with services and their intention for re-purchase of them were very high while their satisfaction with the exhibition shops was very low. With on-the-scene survey, the consumers' opinions could be listened to in depth. Almost all of them said their satisfaction with the trip to those rural tourism communities was considerably high since they could go to those communities themselves to relieve the stress from their modern life, to experience healing and to see the goods on the scene. Their satisfaction also was attributed to the fact that they have enough trust in purchase along with feeling the warm-heartedness of rural residents. As to their awareness of exhibition shops, they showed a positive response to the on-the-scene direct dealing at rural communities while they, thinking that the space in those exhibition shops was not sufficiently wide, demanded for more systematic counters in more accessible and affordable exhibition shops so that they might be more satisfied with the exhibition shops. Their demand for the necessity of exhibition shops selling agricultural specialties was found to be over 80%, which indicates that the necessity is very high. As to the suitability of function, they have the opinion that the business at those shops had better be focused on sales since they have the understanding of information when they take a trip to the rural communities, while there was another opinion: since agricultural products are seasonal items they should be exhibited and sold at the same time. More than 90% of the respondents had a positive viewpoint on direct dealing of agricultural specialties on the scene, which showed that their response to it was very high. They preferred the permanent shops equipped with roll-around table-booths. In addition, it was revealed that they want systematic exhibition shops in rural communities because they frequent those communities for on-the-scene direct purchase. The preferred type and opinion resulting from estimation of consumers' demands have been reflected for development of practical designs. The structure of variable principles has been designed so that the types of display-case and table-booth might be created. The result of this study is a positive data as a design model which can be utilized at rural communities and will be commercialized for the verification of its validity.