• 제목/요약/키워드: Overhead costs

검색결과 115건 처리시간 0.028초

Privacy-preserving and Communication-efficient Convolutional Neural Network Prediction Framework in Mobile Cloud Computing

  • Bai, Yanan;Feng, Yong;Wu, Wenyuan
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제15권12호
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    • pp.4345-4363
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    • 2021
  • Deep Learning as a Service (DLaaS), utilizing the cloud-based deep neural network models to provide customer prediction services, has been widely deployed on mobile cloud computing (MCC). Such services raise privacy concerns since customers need to send private data to untrusted service providers. In this paper, we devote ourselves to building an efficient protocol to classify users' images using the convolutional neural network (CNN) model trained and held by the server, while keeping both parties' data secure. Most previous solutions commonly employ homomorphic encryption schemes based on Ring Learning with Errors (RLWE) hardness or two-party secure computation protocols to achieve it. However, they have limitations on large communication overheads and costs in MCC. To address this issue, we present LeHE4SCNN, a scalable privacy-preserving and communication-efficient framework for CNN-based DLaaS. Firstly, we design a novel low-expansion rate homomorphic encryption scheme with packing and unpacking methods (LeHE). It supports fast homomorphic operations such as vector-matrix multiplication and addition. Then we propose a secure prediction framework for CNN. It employs the LeHE scheme to compute linear layers while exploiting the data shuffling technique to perform non-linear operations. Finally, we implement and evaluate LeHE4SCNN with various CNN models on a real-world dataset. Experimental results demonstrate the effectiveness and superiority of the LeHE4SCNN framework in terms of response time, usage cost, and communication overhead compared to the state-of-the-art methods in the mobile cloud computing environment.

수술실의 원가배부기준 설정연구 (A Study on the cost allocation method of the operating room in the hospital)

  • 김희정;정기선;최성우
    • 한국병원경영학회지
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    • 제8권1호
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    • pp.135-164
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    • 2003
  • The operating room is the major facility that costs the highest investment per unit area in a hospital. It requires commitment of hospital resources such as manpower, equipments and material. The quantity of these resources committed actually differs from one type of operation to another. Because of this, it is not an easy task to allocate the operating cost to individual clinical departments that share the operating room. A practical way to do so may be to collect and add the operating costs incurred by each clinical department and charge the net cost to the account of the corresponding clinical department. It has been customary to allocate the cost of the operating room to the account of each individual department on the basis of the ratio of the number of operations of the department or the total revenue by each operating room. In an attempt to set up more rational cost allocation method than the customary method, this study proposes a new cost allocation method that calls for itemizing the operation cost into its constituent expenses in detail and adding them up for the operating cost incurred by each individual department. For comparison of the new method with the conventional method, the operating room in the main building of hospital A near Seoul is chosen as a study object. It is selected because it is the biggest operating room in hospital A and most of operations in this hospital are conducted in this room. For this study the one-month operation record performed in January 2001 in this operating room is analyzed to allocate the per-month operation cost to six clinical departments that used this operating room; the departments of general surgery, orthopedic surgery, neuro-surgery, dental surgery, urology, and obstetrics & gynecology. In the new method(or method 1), each operation cost is categorized into three major expenses; personnel expense, material expense, and overhead expense and is allocated into the account of the clinical department that used the operating room. The method 1 shows that, among the total one-month operating cost of 814,054 thousand wons in this hospital, 163,714 thousand won is allocated to GS, 335,084 thousand won to as, 202,772 thousand won to NS, 42,265 thousand won to uno, 33,423 thousand won to OB/GY, and 36.796 thousand won to DS. The allocation of the operating cost to six departments by the new method is quite different from that by the conventional method. According to one conventional allocation method based on the ratio of the number of operations of a department to the total number of operations in the operating room(method 2 hereafter), 329,692 thousand won are allocated to GS, 262,125 thousand won to as, 87,104 thousand won to NS, 59,426 thousand won to URO, 51.285 thousand won to OB/GY, and 24,422 thousand won to DS. According to the other conventional allocation method based on the ratio of the revenue of a department(method 3 hereafter), 148,158 thousand won are allocated to GS, 272,708 thousand won to as, 268.638 thousand won to NS, 45,587 thousand won to uno, 51.285 thousand won to OB/GY, and 27.678 thousand won to DS. As can be noted from these results, the cost allocation to six departments by method 1 is strikingly different from those by method 2 and method 3. The operating cost allocated to GS by method 2 is about twice by method 1. Method 3 makes allocations of the operating cost to individual departments very similarly as method 1. However, there are still discrepancies between the two methods. In particular the cost allocations to OB/GY by the two methods have roughly 53.4% discrepancy. The conventional methods 2 and 3 fail to take into account properly the fact that the average time spent for the operation is different and dependent on the clinical department, whether or not to use expensive clinical material dictate the operating cost, and there is difference between the official operating cost and the actual operating cost. This is why the conventional methods turn out to be inappropriate as the operating cost allocation methods. In conclusion, the new method here may be laborious and cause a complexity in bookkeeping because it requires detailed bookkeeping of the operation cost by its constituent expenses and also by individual clinical department, treating each department as an independent accounting unit. But the method is worth adopting because it will allow the concerned hospital to estimate the operating cost as accurately as practicable. The cost data used in this study such as personnel expense, material cost, overhead cost may not be correct ones. Therefore, the operating cost estimated in the main text may not be the same as the actual cost. Also, the study is focused on the case of only hospital A, which is hardly claimed to represent the hospitals across the nation. In spite of these deficiencies, this study is noteworthy from the standpoint that it proposes a practical allocation method of the operating cost to each individual clinical department.

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풍동실험을 통한 착빙 가공송전선의 공력 특성 측정 및 갤러핑 발생 분석 (Aerodynamic Characteristics and Galloping Possibility of Ice Accreted Transmission Conductors by Wind Tunnel Tests)

  • 이두영;구재량;박수만;김동환
    • KEPCO Journal on Electric Power and Energy
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    • 제3권2호
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    • pp.79-88
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    • 2017
  • 본 논문은 송전선로 갤러핑 현상 분석을 위해 요구되는 비대칭 송전선의 공기력 계수 측정에 관한 것으로, 세 종류의 비대칭 단면으로 구성된 단도체, 2도체 및 4도체 모형에 대해서 난류 조건에서의 풍동실험을 수행하였다. 송전선로 갤러핑은 비대칭의 착빙된 송전선에 안정된 바람이 작용하는 경우 발생하는 유체유발진동의 한 종류로, 상간 이격거리와 송전탑 하중의 계산 등 송전선의 설계시 고려해야하는 주요 인자 중 하나이다. 갤러핑에 의해 발생하는 반복적인 변동 하중은 송전선을 포함한 체결 부품 등에 큰 동응력을 발생시키는 것을 고려하여, 송전선을 비롯한 각종 부품은 마모와 피로손상에 견딜 수 있는 충분한 내구성을 가져야 한다. 국내에서도 빙설해에 의한 송전선로의 고장은 급격한 전압 강하로 인한 전기 품질에 큰 영향을 끼치는 주요 원인이 되고 있으며, 매년 약 20건 이상씩 발생하고 있는 점을 고려해, 안정적인 전력 공급과 유지, 보수 비용을 절감하기 위해서 갤러핑 현상에 대해서 기초부터 체계적인 접근이 요구되고 있다.

해외사례 비교를 통한 2014년 개정 건설기술용역 대가기준 분석 (An Analysis of the 2014 Pricing Guide for Technical Service Contracts through Comparison with Foreign Countries' Cases)

  • 이태원;이강
    • 한국건설관리학회논문집
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    • 제16권3호
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    • pp.152-164
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    • 2015
  • 건설기술용역 대가기준이 명확하고 투명해지면, 발주자와 입찰자 입장에서는 용역 투입비용에 대해 예측 및 정산이 가능하며, 실제 업무를 수행하는 엔지니어 입장에서도 실질적인 혜택이 돌아갈 수 있게 된다. 최근 정부는 건설기술용역 국제경쟁력 향상을 위해 그간 사업의 규모와 상관없이 사용해오던 공사비요율방식에 의한 대가산정방식의 사용은 지양하고 점차 실비정액가산 방식으로 개선하고 있다. 그런데 개정된 실비정액가산방식의 대가산정기준을 적용하였을 경우, 기존 방식에 비하여 153%~197% 용역비가 상승하기 때문에, 개정된 대가산정기준 적용에 논란이 없으려면 기존 정산방식이나 정산근거에 대한 검토가 필요하다. 이를 위하여 미국, 영국을 비롯한 해외 사례와의 비교 분석을 통하여 2014년 개정된 건설기술용역 대가기준을 분석하였다. 분석결과, 큰 틀에서는 선진국과 같이 실비정액가산방식으로 원가계산방식을 일원화한 것은 매우 중요한 변화이지만, 상세내역계산에서는 해외와 달리 산정방식이 복잡하고, 직접인건비에 일부 간접경비가 포함되어 있으며, 제경비 기술료 등 간접경비를 포괄적으로 인정하여, 경비의 중복산정 문제나 집행내역의 불투명성 문제가 여전히 존재하는 것으로 나타났다. 이에 대한 여러 해결방안을 제안하였다.

한국(韓國)의 급격(急激)한 이촌향도형(離村向都型) 인구이동(人口移動)과 농촌경제(農村經濟) (Rapid Rural-Urban Migration and the Rural Economy in Korea)

  • 이번송
    • KDI Journal of Economic Policy
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    • 제12권3호
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    • pp.27-45
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    • 1990
  • 이촌향도형(離村向都型) 인구이동(人口移動) 농촌지역경제(農村地域經濟)에 미치는 영향(影響)에 관해 두가지 상반(相反)된 견해(見解)가 있다. 신고전학파적(新古典學派的) 낙관론(樂觀論) 따르면 이농현상(離農現象)은 농촌지역(農村地域)의 소득(所得)이나 후생수준(厚生水準)을 저해(沮害)하지 않는다고 보는 반면 Lipton (1980)은 그 반대의 견해(見解)를 취하고 있다. 본고(本稿)에서는 비교역재(非交易財)(nontraded goods)에 대한 국제무역이론(國濟貿易理論)과 화란병(和蘭病)(Dutch Disease)의 이론(理論)을 원용하여 농촌(農村)에서 도시(都市)로의 인구이동모형을 개발했다. 이 모형은 이농인구이동(離農人口移動)이 농촌지역(農村地域)의 소득(所得)과 후생수준(厚生水準)을 저해(沮害)한다는 점에서는 Lipton의 견해(見解)와 일치하나 소득(所得)을 감소(減少)시키는 요인들은 Lipton의 모형(模型)에서 지적(指摘)된 것들과는 다르다. 본고(本稿)는 이농현상(離農現象)이 농촌소득(農村所得)을 감소(減少)시키는 이유가 농업생산성(農業生産性)의 하락(下落) 때문이 아니라 농촌노동 및 소비인구의 격감으로 인한 농업부문(農業部門)의 이윤감소(利潤減少)와 농촌(農村) 서비스부문(部門)와 쇠퇴(衰退)때문이라고 주장한다. 1966, 1970, 1975, 1980 및 1985년의 한국인구(韓國人口)센서스 통계자료(統計資料)를 이용하여 주요가설(主要假說)들에 대해 실증분석(實證分析)을 한 결과 신고전학파(新古典學派)의 주장(主張)이나 Lipton의 견해(見解)보다 본(本) 연구모형(硏究模型)의 설명력(說明力)이 더 높은 것으로 밝혀졌다.

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