• 대한간호학회지
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• 제28권1호
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• pp.117-131
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• 1998

The purpose of this study was to develop a critical pathway for case management for patients who have received Coronary Artery Bypass Graft (CABG) because of Ischemic Heart Disease(IHD) which is a factor of rising medical expenses. For this study. a conceptual framework was developed through a review of the literature including six critical pathways which are currently being used in USA. In order to identify the overall service contents required by these patients and to draw up a preliminary critical pathway, 30 cases of medical records of patients who had CABG because of IHD between January, 1995 to June. 1996 at the Cardiovascular Center of Yonsei Medical Center in Seoul were analyzed. An expert validity test was done for the preliminary critical pathway and clinical validity test was also done using seven IHD patients with CABG between November 11 and 23, 1996. After these processes. the final critical pathway was developed. The results of this study are summarized as follows : 1. The vertical axis of the critical pathway includes the following eight items : tests, nutrition, medications, consultations, activity, assessments, treatments, education discharge planning and the horizontal axis includes the time from the start of hospitalization to discharge. 2. Analysis of the 30 medical records indicated that the average length of stay was 20.2days with the average length of stay from hospitalization day to operation day being 6.2 days, and the average length of stay from operation day to discharge day was 13. 9 days. Analysis of the service contents showed that the horizontal axis of the preliminary critical pathway was set from hospitalization to the 14th post operation day and the vertical axis was set to include eight items, the contents which ought to have occurred, according to the time frames of the horizontal axis. 3. As a result of the experts validity, it was found that among the total of 571 items. there was over 83% agreement for 482 items, less than 83% for 89 items, which were then deleted and a revision of the critical pathway was done. 4. A clinical validity test was done using seven IHD patients with CABG. During the process, three patients were deleted because they were out of the criteria the investigator set. Finally, four patients were used. The result of study indicated that only one patient was discharged on the tenth post operation day, which was one day later than the expected day. Three patients were discharged later than the expected day from three days to nine days. All the cases progressed on schedule until the operation day and the first post operation day, but from the second post operation days, there were differences between the critical pathway and the actual practice. The differences came from tests, assessments, and treatments. 5. On the basis of the results of the clinical validity test. the following revisions in the final critical pathway were made : the transfer from ICU to step down ward would be the second post operation day, and the transfer to a general ward, the fifth post operation day, for patients who complained of lack of sleep from the fifth post operation day to discharge, a sleeping pill would be prescribed, skin observations would be performed routinely from immediately after the operation until the third post operation day, and would continue if there was a sign of skin injury on the fourth post operation day, and assessment of chest pain would be done from the third post operation day, and the “stairs climbing” item, expected to be done on the ninth post operation day would be deleted. In conclusion, this critical pathway is partially applicable to the care of patients with CABG but there are some parts needed to be further investigated.

• 마케팅과학연구
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• 제20권3호
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• pp.231-238
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• 2010

本研究的焦点是品牌的拟人化. 品牌拟人化被定义为将品牌看作是人类. 具体来说, 本研究的目标是理解如何将品牌拟人化的方法. 通过分析消费者对食品包装上的故事的阅读, 我们试图展示行销者和消费者如何将一系列品牌拟人化并创造意义. 我们的研究问题是一个品牌对不同的消费者具有多个或单一意义, 联想, 个性的可能性. 我们首先强调了本研究在理论和实践方面的重要性, 解释了为什么我们关注作为品牌意义传递工具的包装. 然后我们阐述了我们量性研究方法, 讨论了结果. 最后总结了管理方面的启示和对未来研究的建议. 本研究先让消费者直接阅读品牌意义传递的工具然后让这些消费者口头自由表达他们所感受到的意义. 具体来说, 为了获得有关感知意义的数据, 我们要求参与者去阅读选择的品牌食品包装上的非营养的故事. 包装在消费者研究方面还没有得到足够的关注(Hine, 1995). 直到现在, 研究还是仅关注包装的实用功能并形成了探索营养信息的影响的研究主体. (例如Lourei ro, McCluskey and Mittelhammer, 2002; Mazis and Raymond, 1997; Nayga, Lipinski and Savur, 1998; Wansik, 2003). 一个例外是最近的研究, 将注意力转向非营养信息的包装说明, 并视其为文化产品和将品牌神话的工具(Kniazeva and Belk, 2007). 下一步就是探索这些神话活动如何影响品牌个性感知以及这些感知如何与消费者相关. 这些都是本研究所要强调的. 我们用深度访谈来帮助消除量性研究的局限性. 我们的便利样本的构成具有人口统计和消费心态学的多样化以达到获得消费者对包装故事的不同的感知. 我们的参与者是美国的中产居民, 并没有表现出Thompson(2004)所描述的 "文化创造者" 的极端生活方式. 九名参与者被采访关于他们食品消费偏好和行为的问题. 他们被要求看看12个展示的食品产品包装并阅读包装上的文字信息. 之后, 我们继续进行关注消费者对阅读材料的解释的问题. (Scott and Batra, 2003). 平均来看, 每个参与者感知4-5个包装. 我们的深度访谈是一对一的并长达半个小时. 采访内容被录音下来并转录, 最后有140页的文字. 产品赖在位于美国西海岸的当地食品杂货店, 这些产品代表了食品产品类别的基本范围, 包括零食, 罐装食品, 麦片, 婴儿食品和茶. 我们使用Strauss和Corbin (1998)提出的发展扎根理论的步骤来分析数据. 结果表明, 我们的研究不支持先前的研究所假设的一个品牌/一个个性的概念. 因此我们展示了在消费者看来多个品牌个性可以在同一品牌身上很好的共存, 尽管行销者试图创造更多单一的品牌个性. 我们延伸了Fournier's (1998) 的假设, 某人的人生计划可以形成与品牌关系的强度和本质. 我们发现这些人生计划也影响感知的品牌拟人化和意义. Fournier提出了把消费者人生主题(Mick和Buhl, 1992)和拟人化产品的相关作用联系在一起的概念框架. 我们发现消费者人生计划形成了把品牌拟人化和品牌与消费者现有的关注相关联的方式. 我们通过参与者发现了两种品牌拟人化的方法. 第一种, 品牌个性通过感知的人口统计, 消费心态学和社会个性所创造. 第二, 第二, 在我们的研究还涉及到品牌的消费者所存在的问题与消费者的个性被混合, 以连接到他们(品牌为朋友, 家庭成员, 隔壁邻居)或远离自己的品牌个性和疏远他们(品牌作为二手车推销员, "一群高管".) 通过关注食品产品包装, 我们阐明了非常具体的, 被广泛使用, 但很少深入研究的营销传播工具: 品牌故事. 近期的研究已经视包装为神话制造者. 对行销者来说要创作出和产品及消费它们的消费者相连的文字故事的挑战越来越大, 并建议 "为创造需求的消费者神话的构成材料的多样化是后现代消费者可论证的需求"(Kniazeva和Belk, 2007). 作为叙述故事的的工具, 食品包装可以食品包装可以用理性和感性的方式, 为消费者提供无论是 "讲座" 或 "戏剧"(Randazzo, 2006), 神话(Kniazeva and Belk, 2007; Holt, 2004; Thompson, 2004), 或意义(McCracken, 2005) 作为他们拟人化产品的构成材料. 孕育工艺品牌个性掌握在作家/营销人员手中, 在读者/消费者心目中. 这些消费者会赋予品牌有意义的脸谱.

• 한국전기전자재료학회:학술대회논문집
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• 한국전기전자재료학회 2009년도 하계학술대회 논문집
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• pp.456-456
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• 2009

Boron doping on an n-type Si wafer is requisite process for IBC (Interdigitated Back Contact) solar cells. Fiber laser annealing is one of boron doping methods. For the boron doping, uniformly coated or deposited film is highly required. Plasma enhanced chemical vapor deposition (PECVD) method provides a uniform dopant film or layer which can facilitate doping. Because amorphous silicon layer absorption range for the wavelength of fiber laser does not match well for the direct annealing. In this study, to enhance thermal affection on the existing p-a-Si:H layer, a ${\mu}c$-Si:H intrinsic layer was deposited on the p-a-Si:H layer additionally by PECVD. To improve heat transfer rate to the amorphous silicon layer, and as heating both sides and protecting boron eliminating from the amorphous silicon layer. For p-a-Si:H layer with the ratio of $SiH_4$ : $B_2H_6$ : $H_2$ = 30 : 30 : 120, at $200^{\circ}C$, 50 W, 0.2 Torr for 30 minutes, and for ${\mu}c$-Si:H intrinsic layer, $SiH_4$ : $H_2$ = 10 : 300, at $200^{\circ}C$, 30 W, 0.5 Torr for 60 minutes, 2 cm $\times$ 2 cm size wafers were used. In consequence of comparing the results of lifetime measurement and sheet resistance relation, the laser condition set of 20 ~ 27 % of power, 150 ~ 160 kHz, 20 ~ 50 mm/s of marking speed, and $10\;{\sim}\;50 {\mu}m$ spacing with continuous wave mode of scanner lens showed the correlation between lifetime and sheet resistance as $100\;{\Omega}/sq$ and $11.8\;{\mu}s$ vs. $17\;{\Omega}/sq$ and $8.2\;{\mu}s$. Comparing to the singly deposited p-a-Si:H layer case, the additional ${\mu}c$-Si:H layer for doping resulted in no trade-offs, but showed slight improvement of both lifetime and sheet resistance, however sheet resistance might be confined by the additional intrinsic layer. This might come from the ineffective crystallization of amorphous silicon layer. For the additional layer case, lifetime and sheet resistance were measured as $84.8\;{\Omega}/sq$ and $11.09\;{\mu}s$ vs. $79.8\;{\Omega}/sq$ and $11.93\;{\mu}s$. The co-existence of $n^+$layeronthesamesurfaceandeliminating the laser damage should be taken into account for an IBC solar cell structure. Heavily doped uniform boron layer by fiber laser brings not only basic and essential conditions for the beginning step of IBC solar cell fabrication processes, but also the controllable doping concentration and depth that can be established according to the deposition conditions of layers.

• 한국재료학회:학술대회논문집
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• 한국재료학회 2011년도 춘계학술발표대회
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• pp.8.1-8.1
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• 2011

Nanocrystalline titanium dioxide ($TiO_2$) materials have been widely used as an electron collector in DSSC. This is required to have an extremely high porosity and surface area such that the dye can be sufficiently adsorbed and be electronically interconnected, resulting in the generation of a high photocurrent within cells. In particular, their geometrical structures and crystalline phase have been extensively investigated as important issues in improving its photovoltaic efficiency. In this study, we present a new strategy to fabricate a photoelectrode having a periodic structured $TiO_2$ film templated from 1D or 3D polystyrene (PS) microspheres array. Monodisperse PS spheres of various radiuses were used for colloidal array on FTO glasses and two types of photoelectrode structures with different $TiO_2$ materials were investigated respectively. One is the igloo-shaped electrode prepared by $TiO_2$ deposition by RF-sputtering onto 2D microsphere-templated substrates. At the interface between the film and substrate, there are voids formed by the decomposition of PS microspheres during the calcination step. These holes might be expected to play the predominant roles as scattering spherical voids to promote a light harvesting effect, a spacious structure for electrolytes with higher viscosity and effective paths for electron transfer. Additionally the nanocrystalline $TiO_2$ phase prepared by the RF-sputtering method was previously reported to improve the electron drift mobility within $TiO_2$ electrodes. This yields solar cells with a cell efficiency of 2.45% or more at AM 1.5 illumination, which is a very remarkable result, considering its $TiO_2$ electrode thickness (<2 ${\mu}m$). This study can be expanded to obtain higher cell efficiency by higher dye loading through the increase of surface area or multi-layered stacking. The other is the inverse opal photonic crystal electrode prepared by titania particles infusion within 3D colloidal arrays. To obtain the enlargement of ordered area and high quality of crystallinity, the synthesis of titania particles coated with a organic thin layer were applied instead of sol-gel process using the $TiO_2$ precursors. They were dispersed so well in most solvents without aggregates and infused successfully within colloidal array structures. This ordered mesoporous structure provides the large surface area leading to the enough adsorption of dye molecules and have an light harvesting effect due to the photonic band gap properties (back-and-forth reflection effects within structures). A major advantage of this colloidal array template method is that the pore size and its distribution within $TiO_2$ photoelectrodes are determined by those of latex beads, which can be controlled easily. These materials may have promising potentials for future applications of membrane, sensor and so on as well as solar cells.

• Nuclear Engineering and Technology
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• 제22권1호
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• pp.20-28
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• 1990

처분 안전성 평가를 위해서는 지하매질을 통한 방사성핵종의 이동특성 규명과 신뢰성 있는 지하 핵종이동 모델의 확보가 무엇보다 중요하다. 본 연구에서는 지하핵종이동 모델 개발을 위한 기초연구로서 충전층 실험을 수행하고, 실험결과를 제안된 핵종이동모델과 비교ㆍ검토하였다. 실험에서는 분쇄응회암으로 충전된 칼럼에서의 핵종이동 현상을 규명하고, 모델 시뮬레이션을 통해서는 세공확산을 모델에 고려하여 핵종이동에서 세공확산의 역할을 검토하였다. 충전층 실험에서 수력학적 분산계수는 비흡착성의 iodine을 사용하여 측정하였으며, 이 때 측정한 분산계수는 공극율 $\varepsilon$=0.483, 평균유속 (equation omitted)=0.915$\times$$10^{-2}$ cm/min에서 D$_{L}$=0.11$\times$$10^{-2}$ $\textrm{cm}^2$/min이었다. 그리고 중ㆍ저준위 방사성폐기물의 대표 핵종으로 사용한 Cs-137은 응회암에 대해 높은 지연특성을 보였으며, 파과곡선은 비대칭 형태로서 단말현상이 길게 나타났다. 모델 시뮬레이션 결과, 매질 세공내 확산과정은 다공성의 지하매질을 통한 핵종이동에서 중요한 율속단계 역할을 하였다.다.

• 방송공학회논문지
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• 제27권2호
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• pp.228-239
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• 2022

본 논문에서는 카셰어링 서비스(car sharing service)에서 차량 상태 무인 검수를 위한 흠집 탐지 딥 러닝 모델을 제안한다. 기존의 차량 상태 검수 시스템은 대여 전, 후 사진에서 각각 흠집을 탐지하는 딥 러닝 모델과 탐지된 두 흠집 영상을 수작업으로 대조하여 새롭게 발생한 흠집을 탐색하는 두 단계로 구성되어 있다. 따라서 수동작업이 필요한 두 단계 모델을 한 단계로 줄이는 무인 흠집 탐지 모델을 위성영상에서 변화를 탐지하는 딥 러닝 모델에 전이 학습을 적용하여 구축한다. 그리고 광택 처리된 자동차 표면의 휘도가 비등방성이고 비전문가인 이용자가 일반 카메라로 촬영하기 때문에 정반사(specular reflection)가 흠집 탐지 성능에 크게 영향을 미친다. 따라서 정반사광으로 발생하는 오탐지를 감소시키기 위하여 정반사광 성분을 제거하는 전처리 과정을 적용한다. 이용자가 휴대폰 카메라로 촬영한 데이터에 대해 제안하는 시스템은 주관적인 측면과 정밀도(precision), 재현율(recall), F1, Kappa 척도면에서 각각 67.90%, 74.56%, 71.08%, 70.18%로서 높은 일치도를 보인다.

• 한국응급구조학회지
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• 제6권1호
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• pp.141-152
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• 2002

The purpose of this study is to provide the basic materials for searching the way of improvement to heighten the emergency medical welfare level by one step further. To achieve this purpose, the subjects of this study were selected 452 college students in Gwangju, using a random sampling method. The statistical analysis methods utilized for analyzing the collected data are frequency analysis, $x^2$ test. The conclusions obtained from these analyses are as following ; 1. In question about necessary optimum number of persons for rescue first aid activity, health and non-health major college students responded by 39.2%, 45.3% respectively that rescue team 15 people, first aid team 3 people is most suitable. But there was no significant difference in major department(p<0.05). 2. In question about security of the public health doctor and the emergency medical technician, all health and non-health major college students are recognizing necessity urgently, but there was no significant difference in major department(p<0.05). 3. In question about 119 rescue first aid team member applying for an examination qualification grant to the department of EMT's graduate, all health and non-health major college students were highest by 52.9%, 52.4% respectively in "necessity" item. But there was no significant difference in major department(p<0.05). 4. Because rescue first aid equipment level appears higher than 41.7% in non-health major college student's case by 54.2% in health major college student's case, health major college students are recognizing that equipment level should be supplemented more but there was no significant difference in major department(p<0.05). 5. In question about equipment supplement, all health and non-health major college students appeared highest by 64.8%, 69.3% in accident type different special equipment. But there was no significant difference in major department(p<0.05). 6. In question about rescue ambulance car size, we could know being thinking that health and non-health major college student each 61.2%, 56.5% is small and narrow that large size of the rescue ambulance amount need. But there was no significant difference in major department(p<0.05). 7. In question about patient's state is worsened, because rescue first aid equipment is inferior, health major college student responded sometimes 55.1%, many 29.5%. very many by 11.5%, while non-health major college student responded 65.8%, 23.1%, 4.0% respectively. There was significant difference in major department(p<0.05). 8. In question about emergency patient must utilize for 119 rescue ambulance car, all health and non-health major college students appeared highest by 38.8%, 41.3% in "not so" item. In question about rescue first aid team's first-aid treatment ability improves more, all health and non-health major college students appeared highest by 58.1% and 58.7% respectively in "improve" item. In question about "119 rescue ambulance car must go more rapidly than now", all health and non-health major college students are recognizing that should be quicker by 58.1%, 60.9% respectively. When called to 119 all health and non-health major college students responded highest by 55.5%, 53.3% respectively that we must receive first-aid treatment direction from a doctor. In question about "119 rescue ambulance car must be made the pay system", all health and non-health major college students responded 74%, 80% respectively in "not so" item. There was significant difference in major department(p<0.05). In conclusions, In oder to provide superior rescue first aid service to people, a public health doctor should be placed in the situation room inside the fire station so that the doctor could instruct the proper emergency treatment suitable for each situation to the rescue first aid team. Also, national education about a first-aid treatment that do to all people is necessarily necessary in emergency delivery system and this should be spread extensively through school education and broadcasting medium and education should be gone side by side, and see that will can save emergency patients' life which is more when these education consists continuously fixed period for public institution of policeman, fire officer etc. specially. And for reinforcement of patient transfer system, public organization must procure special ambulance car so that emergency patient receive first aid treatment while transfer.

• Asia pacific journal of information systems
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• 제18권4호
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• pp.57-81
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• 2008

Knowledge is an essential strategic weapon for sustaining competitive advantage and is the key determinant for organizational growth. When knowledge is shared and disseminated throughout the organization, it increases an organization's value by providing the ability to respond to new and unusual situations. The growing importance of knowledge as a critical resource has forced executives to pay attention to their organizational knowledge. Organizations are increasingly undertaking knowledge management initiatives and making significant investments. Knowledge sourcing is considered as the first important step in effective knowledge management. Most firms continue to make an effort to realize the benefits of knowledge management by using various knowledge sources effectively. Appropriate knowledge sourcing strategies enable organizations to create, acquire, and access knowledge in a timely manner by reducing search and transfer costs, which result in better firm performance. In response, the knowledge management literature has devoted substantial attention to the analysis of knowledge sourcing strategies. Many studies have categorized knowledge sourcing strategies into intemal- and external-oriented. Internal-oriented sourcing strategy attempts to increase firm performance by integrating knowledge within the boundary of the firm. On the contrary, external-oriented strategy attempts to bring knowledge in from outside sources via either acquisition or imitation, and then to transfer that knowledge across to the organization. However, the extant literature on knowledge sourcing strategies focuses primarily on large organizations. Although many studies have clearly highlighted major differences between large and small firms and the need to adopt different strategies for different firm sizes, scant attention has been given to analyzing how knowledge sourcing strategies affect firm performance in small firms and what are the differences between small and large firms in the patterns of knowledge sourcing strategies adoption. This study attempts to advance the current literature by examining the impact of knowledge sourcing strategies on small firm performance from a holistic perspective. By drawing on knowledge based theory from organization science and complementarity theory from the economics literature, this paper is motivated by the following questions: (1) what are the adoption patterns of different knowledge sourcing strategies in small firms (i,e., what sourcing strategies should be adopted and which sourcing strategies work well together in small firms)?; and (2) what are the performance implications of these adoption patterns? In order to answer the questions, this study developed three hypotheses. First hypothesis based on knowledge based theory is that internal-oriented knowledge sourcing is positively associated with small firm performance. Second hypothesis developed on the basis of knowledge based theory is that external-oriented knowledge sourcing is positively associated with small firm performance. The third one based on complementarity theory is that pursuing both internal- and external-oriented knowledge sourcing simultaneously is negatively or less positively associated with small firm performance. As a sampling frame, 700 firms were identified from the Annual Corporation Report in Korea. Survey questionnaires were mailed to owners or executives who were most erudite about the firm s knowledge sourcing strategies and performance. A total of 188 companies replied, yielding a response rate of 26.8%. Due to incomplete data, 12 responses were eliminated, leaving 176 responses for the final analysis. Since all independent variables were measured using continuous variables, supermodularity function was used to test the hypotheses based on the cross partial derivative of payoff function. The results indicated no significant impact of internal-oriented sourcing strategies while positive impact of external-oriented sourcing strategy on small firm performance. This intriguing result could be explained on the basis of various resource and capital constraints of small firms. Small firms typically have restricted financial and human resources. They do not have enough assets to always develop knowledge internally. Another possible explanation is competency traps or core rigidities. Building up a knowledge base based on internal knowledge creates core competences, but at the same time, excessive internal focused knowledge exploration leads to behaviors blind to other knowledge. Interestingly, this study found that Internal- and external-oriented knowledge sourcing strategies had a substitutive relationship, which was inconsistent with previous studies that suggested complementary relationship between them. This result might be explained using organizational identification theory. Internal organizational members may perceive external knowledge as a threat, and tend to ignore knowledge from external sources because they prefer to maintain their own knowledge, legitimacy, and homogeneous attitudes. Therefore, integrating knowledge from internal and external sources might not be effective, resulting in failure of improvements of firm performance. Another possible explanation is small firms resource and capital constraints and lack of management expertise and absorptive capacity. Although the integration of different knowledge sources is critical, high levels of knowledge sourcing in many areas are quite expensive and so are often unrealistic for small enterprises. This study provides several implications for research as well as practice. First this study extends the existing knowledge by examining the substitutability (and complementarity) of knowledge sourcing strategies. Most prior studies have tended to investigate the independent effects of these strategies on performance without considering their combined impacts. Furthermore, this study tests complementarity based on the productivity approach that has been considered as a definitive test method for complementarity. Second, this study sheds new light on knowledge management research by identifying the relationship between knowledge sourcing strategies and small firm performance. Most current literature has insisted complementary relationship between knowledge sourcing strategies on the basis of data from large firms. Contrary to the conventional wisdom, this study identifies substitutive relationship between knowledge sourcing strategies using data from small firms. Third, implications for practice highlight that managers of small firms should focus on knowledge sourcing from external-oriented strategies. Moreover, adoption of both sourcing strategies simultaneousiy impedes small firm performance.

• 지능정보연구
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• 제28권4호
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• pp.41-59
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• 2022

군수물자의 적기 조달은 군의 작전능력 유지를 위해서 필수적이며, 계약업무는 적기 조달을 위한 첫 단추라고 할 수 있다. 또한 신속한 계약체결은 수요자의 여유로운 납기설정을 가능케 하며, 예산 집행의 가능성을 높여주기 때문에 예산의 조기집행과 이·불용 방지를 위해서도 계약 프로세스 개선이 필수적이다. 최근 빅데이터를 이용한 연구가 여러 분야에서 활발히 진행되고 있으며, 빅데이터를 이용한 프로세스 분석 및 개선 기법인 프로세스 마이닝 역시 민간에서 널리 활용되고 있다. 하지만 군 내 계약업무에 대한 분석은 업무 담당자의 경험과 단편적인 정보를 활용한 이·불용 문제사례별 원인 파악 및 대응적 모색과 같은 개별적 분석수준에 그치고 있다. 본 연구는 계약 프로세스 개선을 위해 공군 군수사령부 재정처가 2019년 11월부터 약 1년간 직접 계약한 총 560건의 계약업무에 관한 데이터를 가지고 프로세스 마이닝 기법을 이용하여 분석하였다. 분산된 데이터를 종합하여 프로세스 맵을 도출하고, 프로세스의 흐름, 수행시간 분석, 병목 분석 및 추가 세부분석을 실시했다. 분석결과 다수 계약 건에서 의뢰 후 재검토/수정이 반복 발생하고 있음을 발견할 수 있었다. 반복적인 재검토/수정은 원가계산 완료까지의 소요일수 지연에 크게 영향을 미치고 있으며, 이는 병목 지점 시각화를 통해서도 명확하게 드러났다. 재검토/수정은 계약의뢰가 많은 상위 5개 부서에서 60% 이상 발생하고, 의뢰가 집중되는 상반기에 주로 발생하는데 이는 소요부서의 계약의뢰 전 면밀한 사전검토가 필요함을 의미한다. 그리고 재정처의 계약업무는 법령에 따른 절차대로 수행되고 있었으나, 일부 업무의 순서조정이 필요함을 알 수 있었다. 본 연구는 군 내 계약업무 분석에 프로세스 마이닝을 이용한 첫 사례이다. 이를 기반으로 프로세스 마이닝을 군대 내 다양한 업무에 적용하기 위한 연구가 더욱 수행된다면, 각종 업무의 효율화를 이끌어 낼 수 있을 것으로 기대한다.

• 지능정보연구
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• 제24권3호
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• pp.1-19
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• 2018

최근 딥러닝은 오디오, 텍스트 및 이미지 데이터와 같은 비 체계적인 데이터를 대상으로 다양한 추정, 분류 및 예측 문제에 사용 및 적용되고 있다. 특히, 의류산업에 적용될 경우 딥러닝 기법을 활용한 의류 인식, 의류 검색, 자동 제품 추천 등의 심층 학습을 기반으로 한 응용이 가능하다. 이 때의 핵심모형은 합성곱 신경망을 사용한 이미지 분류이다. 합성곱 신경망은 입력이 전달되고 출력에 도달하는 과정에서 가중치와 같은 매개 변수를 학습하는 뉴런으로 구성되고, 영상 분류에 가장 적합한 방법론으로 사용된다. 기존의 의류 이미지 분류 작업에서 대부분의 분류 모형은 의류 이미지 자체 또는 전문모델 착용 의류와 같이 통제된 상황에서 촬영되는 온라인 제품 이미지를 사용하여 학습을 수행한다. 하지만 본 연구에서는 통제되지 않은 상황에서 촬영되고 사람들의 움직임과 다양한 포즈가 포함된 스트릿 패션 이미지 또는 런웨이 이미지를 분류하려는 상황을 고려하여 분류 모형을 훈련시키는 효과적인 방법을 제안한다. 이동성을 포착하는 런웨이 의류 이미지로 모형을 학습시킴으로써 분류 모형의 다양한 쿼리 이미지에 대한 적응력을 높일 수 있다. 모형 학습 시 먼저 ImageNet 데이터셋을 사용하여 pre-training 과정을 거치고 본 연구를 위해 수집된 32 개 주요 패션 브랜드의 2426개 런웨이 이미지로 구성된 데이터셋을 사용하여 fine-tuning을 수행한다. 학습 과정의 일반화를 고려해 10번의 실험을 수행하고 제안된 모형은 최종 테스트에서 67.2 %의 정확도를 기록했다. 본 연구 모형은 쿼리 이미지가 런웨이 이미지, 제품 이미지 또는 스트릿 패션 이미지가 될 수 있는 다양한 분류 환경에 적용될 수 있다. 구체적으로는 패션 위크에서 모바일 어플리케이션 서비스를 통해 브랜드 검색을 용이하게 하는 서비스를 제공하거나, 패션 잡지사의 편집 작업에 사용되어 브랜드나 스타일을 분류하고 라벨을 붙일 수 있으며, 온라인 쇼핑몰에서 아이템 정보를 제공하거나 유사한 아이템을 추천하는 등의 다양한 목적에 적용될 수 있다.