• 제목/요약/키워드: increasing set

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A New Item Recommendation Procedure Using Preference Boundary

  • Kim, Hyea-Kyeong;Jang, Moon-Kyoung;Kim, Jae-Kyeong;Cho, Yoon-Ho
    • Asia pacific journal of information systems
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    • 제20권1호
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    • pp.81-99
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    • 2010
  • Lately, in consumers' markets the number of new items is rapidly increasing at an overwhelming rate while consumers have limited access to information about those new products in making a sensible, well-informed purchase. Therefore, item providers and customers need a system which recommends right items to right customers. Also, whenever new items are released, for instance, the recommender system specializing in new items can help item providers locate and identify potential customers. Currently, new items are being added to an existing system without being specially noted to consumers, making it difficult for consumers to identify and evaluate new products introduced in the markets. Most of previous approaches for recommender systems have to rely on the usage history of customers. For new items, this content-based (CB) approach is simply not available for the system to recommend those new items to potential consumers. Although collaborative filtering (CF) approach is not directly applicable to solve the new item problem, it would be a good idea to use the basic principle of CF which identifies similar customers, i,e. neighbors, and recommend items to those customers who have liked the similar items in the past. This research aims to suggest a hybrid recommendation procedure based on the preference boundary of target customer. We suggest the hybrid recommendation procedure using the preference boundary in the feature space for recommending new items only. The basic principle is that if a new item belongs within the preference boundary of a target customer, then it is evaluated to be preferred by the customer. Customers' preferences and characteristics of items including new items are represented in a feature space, and the scope or boundary of the target customer's preference is extended to those of neighbors'. The new item recommendation procedure consists of three steps. The first step is analyzing the profile of items, which are represented as k-dimensional feature values. The second step is to determine the representative point of the target customer's preference boundary, the centroid, based on a personal information set. To determine the centroid of preference boundary of a target customer, three algorithms are developed in this research: one is using the centroid of a target customer only (TC), the other is using centroid of a (dummy) big target customer that is composed of a target customer and his/her neighbors (BC), and another is using centroids of a target customer and his/her neighbors (NC). The third step is to determine the range of the preference boundary, the radius. The suggested algorithm Is using the average distance (AD) between the centroid and all purchased items. We test whether the CF-based approach to determine the centroid of the preference boundary improves the recommendation quality or not. For this purpose, we develop two hybrid algorithms, BC and NC, which use neighbors when deciding centroid of the preference boundary. To test the validity of hybrid algorithms, BC and NC, we developed CB-algorithm, TC, which uses target customers only. We measured effectiveness scores of suggested algorithms and compared them through a series of experiments with a set of real mobile image transaction data. We spilt the period between 1st June 2004 and 31st July and the period between 1st August and 31st August 2004 as a training set and a test set, respectively. The training set Is used to make the preference boundary, and the test set is used to evaluate the performance of the suggested hybrid recommendation procedure. The main aim of this research Is to compare the hybrid recommendation algorithm with the CB algorithm. To evaluate the performance of each algorithm, we compare the purchased new item list in test period with the recommended item list which is recommended by suggested algorithms. So we employ the evaluation metric to hit the ratio for evaluating our algorithms. The hit ratio is defined as the ratio of the hit set size to the recommended set size. The hit set size means the number of success of recommendations in our experiment, and the test set size means the number of purchased items during the test period. Experimental test result shows the hit ratio of BC and NC is bigger than that of TC. This means using neighbors Is more effective to recommend new items. That is hybrid algorithm using CF is more effective when recommending to consumers new items than the algorithm using only CB. The reason of the smaller hit ratio of BC than that of NC is that BC is defined as a dummy or virtual customer who purchased all items of target customers' and neighbors'. That is centroid of BC often shifts from that of TC, so it tends to reflect skewed characters of target customer. So the recommendation algorithm using NC shows the best hit ratio, because NC has sufficient information about target customers and their neighbors without damaging the information about the target customers.

태양전지 텍스처 표면구조 개선 및 빛 흡수효율 향상에 관한 연구 - 식물 잎의 표면구조 적용 - (A study on improving the surface structure of solar cell and increasing the light absorbing efficiency - Applying the structure of leaves' surface -)

  • 김태민;홍주표
    • 한국신재생에너지학회:학술대회논문집
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    • 한국신재생에너지학회 2010년도 추계학술대회 초록집
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    • pp.38.2-38.2
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    • 2010
  • Biomimetc is a new domain of learning that proposes a solution getting clues from nature. There seems to be a sign of this phenomenon in fields of Renewable Energy. Foe example, Wind power was imitate the whale's fin that was improve efficiency of generating energy. This study focused on the photovoltaic generation as the instance of applying biomimetic. Efficiency is the most important factor in field of Photovoltaic generation. When given solar cell taking the sun light, most important fields of the study are absorb more light and increase the quantity of generation. For improving efficiency, the solar cell were builded up textures of taking a pyramid form, such a surface structure taking a role for remaining the light. This effects do the role as increasing absorbing efficiency. Such phenomenon calls Light Trapping, locking up the light on the surface of solar cell for a long time. Light is a vital factor to plants in the nature. Plants grow up through the photosynthesis that absorbing light for growth and propagation. So, plants make a effort how can absorb more the light in poor surroundings. This study set up a goal that imitates the minute surface structure of plants and applies to the existing solar cells's surface structure, so it can improve the efficiency of absorbing light. We used Light Tools software analyzing geometrical optics to analyze efficiency about new designed textures on the computer. We made a comparison between existing textures and new designed textures. Consequently, new designed textures were advanced efficiency, absorbing rates of light increasing about 7 percent. In comparison with existing and new textures, advancing about 20 percent in the efficient aspect.

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판매자-구매자 생산-재고통합 문제를 위한 Mixed Approach (A Mixed Approach for Single-Vendor-Single-Buyer Production Inventory Integration Problem)

  • 이동주
    • 산업경영시스템학회지
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    • 제39권4호
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    • pp.7-14
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    • 2016
  • Unlike most researches that focus on single manufacturer or single buyer, this research studies the cooperation policy for two participants of supply chain such as single vendor and single buyer. Especially, this paper deals with single vendor-single buyer integrated-production inventory problem. If the buyer orders products, then the vendor will start to make products and then the products will be shipped from the vendor to the buyer many times. The buyer is supposed to order again when the buyer's inventory level hits reorder point during the last shipment and this cycle keeps repeated. The buyer uses continuous review inventory policy and customer's demand is assumed to be probabilistic. The contribution of this paper is to present a mixed approach and derive its cost function. The existing policy assumes that the size of shipping batch from single vendor to single buyer is increasing, called Type 1, or constant, called Type 2. In mixed approach, the size of shipping batch is increasing at the beginning part of the cycle, and then its size is constant at the ending part of the cycle. The number of shipping for Type 1 and Type 2 in a cycle in mixed approach is determined to minimize total cost. The relationship between parameters, for example, the holding cost per product, the set up cost per order, and the shortage cost per item and decision variables such as order quantity, safety factor, the number of shipments, and shipment increasing factor is figured out via sensitivity analysis. Finally, it is statistically proved that the mixed approach is superior to the existing approaches.

RF스퍼터링을 이용한 태양전지용 n-type ZnS 특성연구 (A Study on Properites of PV Solar cell n-type ZnS Using RF Sputtering Method)

  • 양현훈;김한울;한창준;소순열;박계춘;이진;정해덕;이석호;백수웅;나길주;정운조
    • 한국신재생에너지학회:학술대회논문집
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    • 한국신재생에너지학회 2011년도 춘계학술대회 초록집
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    • pp.126.2-126.2
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    • 2011
  • ZnS thin films were deposited with the radio frequency magnetron sputtering technique at various temperatures and sputtering powers. With the increase in the deposition temperature and the decrease in the radio frequency sputtering power, the crystallinity was increased and the surface roughness was decreased, which lead to the decrease in the electrical resistivity of the film. It is also clearly observed that, the intensity of the (111) XRD peak increases with increasing the substrate temperature. On the other hand, as seen in the FWHM decreased with increasing the substrate temperature. Since the FWHM of the (111) diffraction peak is inversely properties to the grain size of the film, then grain size of ZnS thin film increases with increasing the substrate temperature. The electrical resistivity and optical transmittance of the ZnS film as a function of the post-annealing temperature. It can be seen that with the annealing temperature set at $400^{\circ}C$, the resistivity decreases to a minimum value of $2.1{\times}10^{-3}\;{\Omega}cm$ and the transmittance increases to a maximum value of 80% of the ZnS film.

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여주의(驪州) 경제지리 변화 - 토지이용, 주민생활 실태, 생활공간의 입지 변화를 중심으로 - (Change of Economic Geography in Yeo-ju(여주, 驪州) - Focusing on land utilization, living condition of inhabitants and change of living space -)

  • 손용택
    • 한국경제지리학회지
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    • 제7권2호
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    • pp.283-296
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    • 2004
  • 본 연구는 수도권 농촌지역인 여주 지역의 토지이용 변화, 생활실태의 변화, 생활공간의 입지변화를 살펴 급격하게 변화하고 있는 생활공간의 지역성을 규명하였다. 여주 지역의 토지이용은 농촌 토지이용의 감소와 도시적 토지이용의 완만한 증가를 보인다. 완만한 속도의 도시화를 나타내는 기능으로서 관광농업이 나타나고 농외 겸업 활동이 비교적 활성화되고 있다. 여주지역 육로교통(고속도로통과)의 발달은 생활공간상의 입지이동에 큰 영향을 주었다. 수도권 외곽의 농촌이던 이곳은 도시화가 더딘 곳이었지만, 곧 전철 등의 개통 등 교통의 발달과 함께 도시화가 가속화될 지역이라 할 수 있다. 치밀한 도시계획이 수행될 때, 쾌적한 도시 주거환경 지역으로 변모할 것이 예상된다.

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열시스템에서 생성된 SO$_{2}$ 가스의 배출저감을 위한 정전기 분무 원리의 응용 (An application of the electrostatic spray technology to increase scrubbing efficiency of SO$_{2}$ emitted from thermal systems)

  • 정재윤;변영철;황정호
    • 대한기계학회논문집B
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    • 제21권8호
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    • pp.1068-1076
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    • 1997
  • Emission control of acid exhaust gases from coal-fired power plants and waste incinerators has become an increasing concern of both industries and regulators. Among those gaseous emissions, SO$_{2}$ has been eliminated by a Spray Drying Absorber (SDA) system, where the exhaust gas is mixed with atomized limestone-water slurry droplets and then the chemical reaction of SO$_{2}$ with alkaline components of the liquid feed forms sulfates. Liquid atomization is necessary because it maximizes the reaction efficiency by increasing the total surface area of the alkaline components. An experimental study was performed with a laboratory scale SDA to investigate whether the scrubbing efficiency for SO$_{2}$ reduction increased or not with the application of a DC electric field to the limestone-water slurry. For a selected experimental condition SO$_{2}$ concentrations exited from the reactor were measured with various applied voltages and liquid flow rates. The applied voltage varied from -10 to 10 kV by 1 kV, and the volume flow rate of slurry was set to 15, 25, 35 ml/min which were within the range of emission mode. Consequently, the SO$_{2}$ scrubbing efficiency increased with increasing the applied voltage but was independent of the polarity of the applied voltage. For the electrical and flow conditions considered a theoretical study of estimating average size and charge of the atomized droplets was carried out based on the measured current-voltage characteristics. The droplet charge to mass ratio increased and the droplet diameter decreased as the strength of the applied voltage increased.

라디에타소나무 열압밀화 목재의 경도와 치수안정성 - 압체 온도와 시간의 영향 - (Hardness and Dimensional Stability of Radiata Pine (Pinus radiata D.Don) Heat-Compressed Wood - Effect of Press Temperature & Time -)

  • 황성욱;이원희
    • Journal of the Korean Wood Science and Technology
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    • 제39권3호
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    • pp.206-212
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    • 2011
  • 라디에타 소나무(Pinus radiata D.Don)를 이용하여 압체 온도와 시간에 따른 압밀화 목재의 경도와 치수안 정성을 조사하였다. 압체 온도가 상승함에 따라 표면경도도 함께 증가하였다. 열압체 시간 30분을 기준으로 압체 온도 $70^{\circ}C$에서는 경도 값이 5.0 N/$mm^2$, $220^{\circ}C$에서 15.6 N/$mm^2$으로 312% 향상되었으며, 60분에서는 313%, 90분에서는 224% 향상되는 것으로 나타났다. 치수회복실험 결과 열압체 온도가 상승함에 따라 치수고정효과는 상승한 반면 압체 시간의 증가에 의한 치수고정효과는 미약하였다. 접촉각 측정결과 압체 온도와 시간의 증가와 함께 접촉각도 증가했으며 압체 온도 $220^{\circ}C$에서는 $90^{\circ}$ 이상의 접촉각을 나타내어 표면이 소수성을 나타냄을 알 수 있었다.

EPDM에 방향족 카르복시산을 함유하는 아크릴 단량체의 그라프트 공중합과 기계적 특성 (Graft Copolymerization of Acrylic Monomer Containing Aromatic Carboxylic Acid Group onto EPDM and Their Mechanical Properties)

  • 박현주;박종혁;배종우;김구니;오상택
    • Elastomers and Composites
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    • 제47권3호
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    • pp.216-222
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    • 2012
  • 본 연구에서는 p-hydroxybenzoic acid(HBA)와 acryloyl chloride(AC)의 반응에 의해 방향족 카르복실기를 가지는 아크릴 단량체 p-acryloyloxybenzoic acid(ABA)를 합성하였으며, 합성된 ABA 단량체와 benzoyl peroxide(BPO) 개시제를 이용하여 톨루엔 용매 하에서 에틸렌-프로필렌-디엔 고무(EPDM)에 그라프트 공중합 시켰다. 합성된 단량체 ABA와 그라프트 공중합체 EPDM-g-ABA의 구조는 FT-IR, $^1H$-NMR 및 $^{13}C$-NMR 분광기로 분석하였으며, 개시제 함량과 단량체의 농도가 증가할수록 그라프트율이 높아지는 것을 확인하였다. 그라프트율이 증가할수록 인장강도와 영구압축줄음율과 같은 기계적 특성은 향상되었다. 또한 유리전이온도($T_g$와 초기 열분해 온도는 약간씩 상승하였다.

생산량과 공정분산이 변하는 공정평균이동 문제의 마모한계 결정 (Determination of the Wear Limit to the Process Mean Shift Problem with Varying Product and Process Variance)

  • 이도경
    • 산업경영시스템학회지
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    • 제43권3호
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    • pp.95-100
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    • 2020
  • Machines and facilities are physically or chemically degenerated by continuous usage. One of the results of this degeneration is the process mean shift. The representative type of the degeneration is wear of tool or machine. According to the increasing wear level, non-conforming products cost and quality loss cost are increasing simultaneously. Therefore a periodic preventive resetting the process is necessary. The total cost consists of three items: adjustment cost (or replacement cost), non-conforming cost due to product out of upper or lower limit specification, and quality loss cost due to difference from the process target value and the product characteristic value among the conforming products. In this case, the problem of determining the adjustment period or wear limit that minimizes the total cost is called the 'process mean shift' problem. It is assumed that both specifications are set and the wear level can be observed directly. In this study, we propose a new model integrating the quality loss cost, process variance, and production volume, which has been conducted in different fields in previous studies. In particular, for the change in production volume according to the increasing in wear level, we propose a generalized production quantity function g(w). This function can be applied to most processes and we fitted the g(w) to the model. The objective equation of this model is the total cost per unit wear, and the determining variables are the wear limit and initial process setting position that minimize the objective equation.

무선랜을 위한 전파 간섭 분석 연구 (A Study on Radio Interference Analysis for Wireless LAN)

  • 김지희;조정현;조대제;손동철
    • 융합정보논문지
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    • 제7권5호
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    • pp.117-122
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    • 2017
  • 무선통신 시스템에서는 부족한 주파수를 가지고 채널 용량을 늘이는 분야는 활발하게 연구되고 있다. 주파수 파워를 높이고 밴드폭을 늘리면 채널 용량은 좋아지지만 노이즈 간섭을 일으킴으로 통신이 안 될 수도 있다. 무선주파수 할당은 한 무선통신 시스템으로 말미암아 타 무선통신시스템에 간섭이 없게 하기위해 법적인 효력을 갖는 표준을 통해 정부차원에서 관리하고 있다. 본고에서는 항공기에서 간섭없이 무선 랜을 구축시 여러 파라메터를 만족해야하는 지를 분석을 통해 제시하고자 한다. 이를 위해 시나리오를 바탕으로 전파 분석을 시뮬레이션해서 항공기 내부와 외부건물이 있는 경우의 이격거리를 얼마로 해야 간섭없는 송신기 설치가 가능한지에 대한 연구이다.