• 제목/요약/키워드: order fulfillment

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소상공인 집적지에서의 인공지능 Fulfillment 서비스 Platform 연구 (Artificial Intelligence Fulfillment Service Platform in Small Business Areas)

  • 김효영;박대우
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2022년도 춘계학술대회
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    • pp.219-221
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    • 2022
  • 세계 10대 도시이며 Metro City인 서울특별시는 인쇄, 봉제, 기계금속 등 전통적인 도심제조업이 분포되어있다. 이들 제조업은 세부 업종 및 공정에 따라 소상공인 집적지를 형성해 서로 상부상조 하는 형태로 발전해왔다. 집적지의 특성상 집적지 내 각 공정별 업체 간 물류는 신속히 이루어지고 있으나 상대적으로 영세한 소상공인이 최종 단계의 완제품 수요자에 대한 주문처리 서비스를 준비하기에는 어려운 현실이다. 따라서 원활한 수주, 배송처리를 위해 집적지 상공인을 위한 통합수주 Fulfillment Service Platform 도입이 시급하다. 본 논문에서는 전통 도심산업 중 인쇄업 소상공인의 기존 Fulfillment Service data를 수집, 분석하고 CRNN, k-NN, ID3 Decision Tree algorithm을 적용한 인공지능 Fulfillment Service Platform 시스템을 설계한다. 본 연구를 통하여 집적지 소상공인 누구나 활용할 수 있는 개별 수주, 배송 맞춤서비스 사용이 가능하게 함으로써 소상공인 매출 증대 및 역량 향상에 크게 기여할 것으로 기대한다.

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스무딩된 주문 정책이 공급사슬의 성과지표에 미치는 영향 (Impact of Smoothed Replenishment Ordering Policy on the Performance Measures in Supply Chain)

  • 조면식
    • 한국시뮬레이션학회논문지
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    • 제20권2호
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    • pp.19-27
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    • 2011
  • 본 연구에서는 스무딩된 주문정책이 리드타임, 만족율, 재고비용에 미치는 영향을 연구한다. 이를 위해 스무딩된 order up to 주문정책을 사용하는 하류업체와 make to order 방식을 사용하는 상류업체로 구성된 공급사슬을 사용한다. 스무딩을 하면 리드타임이 예상하는 바와 같이 감소된다. 그러나 스무딩에 의해 하류업체에서의 만족율이 감소하며 재고비용이 증가된다. 한편 상류업체 제조시간의 분산이 평균 제조시간보다 만족율 및 재고비용에 미치는 영향이 더 크므로, 상류업체 제조시간의 변동성을 최소화해야 한다.

실시간 주문 확답을 위한 데이터 마이닝 기반 운용 계획 모델 (Applications of Data Mining Techniques to Operations Planning for Real Time Order Confirmation)

  • 한현수;오동하
    • 경영과학
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    • 제21권3호
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    • pp.101-113
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    • 2004
  • In the rapidly propagating Internet based electronic transaction environment. the importance of real time order confirmation has been more emphasized, In this paper, using data mining techniques, we develop intelligent operations decision model to allow real time order confirmation at the time the customer places an order with required delivery terms. Among various operation plannings used for order fulfillment. mill routing is the first interface decision point to link the order receiving at the marketing with the production planning for order fulfillment. Though linear programming based mathematical optimization techniques are mostly used for mill routing problems, some early orders should wait until sufficient orders are gathered for optimization. And that could effect longer order fulfillment lead-time, and prevent instant order confirmation of delivery terms. To cope with this problem, we provide the intelligent decision model to allow instant order based mill routing decisions. Data mining techniques of decision trees and neural networks. which are more popular in marketing and financial applications, are used to develop the model. Through diverse computational trials with the industrial data from the steel company. we have reported that the performance of the proposed approach is effective compared to the present heuristic only mill routing results. Various issues of data mining techniques application to the mill routing problems having linear programming characteristics are also discussed.

온라인 주문 풀필먼트를 위한 물류센터 피킹 설비 최적화에 대한 연구 (A Study on Optimization of Picking Facilities for e-Commerce Order Fulfillment)

  • 김태현;송상화
    • 한국전자거래학회지
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    • 제26권1호
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    • pp.67-78
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    • 2021
  • 국내 전자상거래는 거래액을 기준으로 최근 5년간 연평균 20% 이상의 성장률을 지속적으로 기록하고 있다. 전자상거래의 급증으로 인해 소비자를 직접 만나기 어려운 유통기업들은 고객과의 유일한 접점이 되는 라스트마일 서비스 경쟁이 치열한데, 특히 최근 가장 경쟁이 뜨거운 배송영역은 서비스 차별화를 위해 풀필먼트 센터의 역할이 매우 중요하다. 소비자가 주문한 제품을 서비스 수준에 맞춰 신속하게 준비 할 수 있는 역량을 반드시 갖추고 있어야 한다. 본 연구는 전자상거래 시장에서 기업이 경쟁력을 갖추기 위한 방안으로써 풀필먼트 센터에서의 신속한 주문처리를 위해 오더피킹 시스템을 대상으로 연구를 진행하였다. 오더피킹 설비에서의 재고 보충 최적화를 위한 수리 모형 알고리즘을 구현하고, 실제 운영 프로세스와 데이터를 활용한 시뮬레이션을 통해 과학적이고 객관적인 방법으로 효과를 검증하였다.

상용차 부품 조달 기업을 위한 e-SCM 웹서비스 설계 및 구현 사례 연구 (A Case Study on the e-SCM Web-service Design for Auto-parts Industry of a Commercial Vehicle)

  • 오명현;양재경
    • 대한안전경영과학회지
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    • 제14권1호
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    • pp.129-136
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    • 2012
  • This study proposes a collaboration system framework on the web service in a supply chain to implement an efficient virtual supply chain and improve an ability to fulfill received orders over a supply chain. The system based on the framework proposed in this paper plays an important role for automatic order negotiation and placing/receiving an order noticed in web service by the main system. Furthermore, it can evaluate the fulfillment of received orders over a supply chain by using the transaction results from hierarchically related vendors and establish efficient manufacturing plans. In a word, this system is the automated system for creating manufacturing plans, placing and receiving orders. A little more important main function of this system is that it has a dynamic evaluation capability about fulfillment with received orders over a supply chain, and improves the evaluation method of fulfillment ability with received orders with related to direct dealing vendors, which is a main problem in existing system. As a result, this system is able to reduce the work load of the sales and purchasing materials, production control division, to manage accurate inventory promptly, to maintain the optimal inventory level by analyzing the information of fulfillment ability with received orders, and to enhance the level of service for customers.

서울시 도심제조업 집적지에서의 Cloud 기반 인공지능 Fulfillment 서비스 Platform 연구 (Cloud-based Artificial Intelligence Fulfillment Service Platform in the Urban Manufacturing Cluster in Seoul)

  • 김효영;박대우
    • 한국정보통신학회논문지
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    • 제26권10호
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    • pp.1447-1452
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    • 2022
  • 세계 10대 도시이며 Metro City인 서울특별시는 인쇄, 봉제, 기계금속 등 전통적인 도심제조업이 분포되어있다. 이들 제조업 집적지 내 소상공인은 서로 상부상조 하는 형태로 발전해왔다. 집적지의 특성상 각 공정은 개별 업체가 담당한다. 상대적으로 영세한 소상공인이 공정 간 실시간 물류 이동 정보를 제공하는 주문처리 서비스를 준비하기에 어려운 현실이다. 본 논문에서는 패키지(Package) 제조 및 특수인쇄 분야 소상공인의 원활한 수주, 배송 처리를 위해 기존 물류 Data를 수집, 분석하고 CRNN, k-NN, ID3 Decision Tree algorithm을 적용한 인공지능 Fulfillment Service Platform 시스템을 설계한다. 본 연구를 통하여 집적지 소상공인 누구나 Cloud 네트워크를 통하여, 개별 수주, 배송 맞춤서비스를 사용할 수 있게 함으로써 매출 증대 및 역량 향상에 크게 기여할 것으로 기대한다.

치기공과 학생들의 실전교육 전·후에 따른 객관적 지수와 주관적 지수에 대한 연구 - 대구 소재 D대학의 치기공과 학생을 대상으로 - (Research on Dental Technology students' objective and subjective indices before and after Practical training - D College in Daegu -)

  • 김임선;최병환;김원기
    • 대한치과기공학회지
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    • 제38권3호
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    • pp.225-235
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    • 2016
  • Purpose: The purpose of this study aims to improve self-confidence, satisfaction and self fulfillment of dental technology students through practical skills competitions to meet the levels required by the industry. Method: The questionnaire was composed of 12 general characteristics, 23 self-efficacy, 25 practice satisfaction, 5 self-satisfaction, 12 self fulfillment out of 77 questions. The reliability of the surveys showed Cronbach' ${\alpha}=0.893$ on the self-efficacy, Cronbach' ${\alpha}=0.871$ on the practice satisfaction, Cronbach' ${\alpha}=0.857$ on self-satisfaction and Cronbach' ${\alpha}=0.941$ on self fulfillment. Results: Before and after the test result comparison showed a statistically significant difference for both men and women according to the general characteristics. Women's progress was higher than for men. The thought about dental technicians has changed for the better and showed a statistically significant difference. Subjects who have 3.1~3.5 school record showed the highest score on job skills, self-efficacy, practice satisfaction, self-satisfaction and self fulfillment according to the the general characteristics, and 3.6 ~ 4.0, 3.0 or less and 4.1 ~ 4.5 in order. Conclusion: This study was conducted with dental technology students who participated in practical skills competitions after 10 week 40 hours training in D college, and the results were as follows. Practical training improved the job performance, self-efficacy, practice satisfaction, self-satisfaction and self fulfillment improved significantly.

The Influence of Successful Ageing Indicators on Life Satisfaction among Elders in Korea

  • Chang, Jin-Kyung;Han, Eun-Joo;Won, So-Yean
    • International Journal of Human Ecology
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    • 제10권2호
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    • pp.25-37
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    • 2009
  • This study investigated differences in related factors affecting life satisfaction with the elderly in or above middle class experiencing successful ageing. In the study, the respondents were 206 elderly people whose occupation (professional career) placed them in the middle and upper class range residing in metropolitan Seoul. Major results are summarized as follows: (1) In order to test gender differences, results of t-test show that there are 13 variables with seven of those being statistically significant and the rest being insignificant. (2) Needs fulfillment and physical functioning are significant factors for Korean male elders to be satisfied with their later lives. Needs fulfillment, physical functioning, group activity, and learning activity are significant factors for Korean female elders to be satisfied with their later lives.

공급사슬에서의 구매자의 수요를 고려한 생산자의 제품 할당 정책 (A Producer's Allocation Policy Considering Buyers' Demands in the Supply Chain)

  • 음승철;이영해;정정우
    • 대한산업공학회지
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    • 제31권3호
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    • pp.210-218
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    • 2005
  • In the current global business environment, it is very important how to allocate products from the producer to buyers (or distributors). Sometimes some buyers can order more than pertinent demand due to inappropriate forecasting customers' orders. This is the big obstacle to the efficient allocation of products. If the producer can become aware of buyers' pertinent demand, it is possible to realize the high-level order fulfillment through the effective allocation of products. In this study, a new allocation policy is proposed considering buyers' demands. The backpropagation algorithm, one of algorithms in neural network theory, is used to find pertinent demands from the distributors' orders. In the experiment, an allocation policy considering buyers' demands outperforms previous allocation policies.

일부 보건소 내소 여성의 유방자가검진과 유방암 검진의 관련요인 (The Behavioral and Educational Factors Affecting the Breast Self-examination and Breast Cancer Screening)

  • 최종숙;박재용;한창현
    • 보건교육건강증진학회지
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    • 제18권1호
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    • pp.61-78
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    • 2001
  • The purpose of this research was to find out plans to promote the fulfillment of the breast self-examination and breast cancer screening, which is preventive health behavior about women's having breast cancer exam in some part of our country with searching for the primary causes which have an effect on their fulfillment. The subjects of the study were 540 literate volunteers who were of age from 20 to 69 and who visited 8 health centers in Taegu. The survey research was made through questionares in the 8 health centers in Taegu from the 15th to the 30th of September, 1998. Based on Becker's health belief model asking medical staff's opinions with bibliographies, the major findings from the survey was as follow. The fulfillment rate of the breast self-examination and the breast cancer screening was 37.8%(204 subjects), 27.6% (149 subjects) each. Getting breast self-exam varied significantly depending on subject's age, income of family, religion, occupation and the number of children. As far as the breast cancer screening was concerned, there was remarkably significant difference in accordance with their age, marital status, religion, occupation, income of family, the number of children, ways of nursing and parturition age of the first baby. The subjects in their forties accounted for the highest rate. Based on the fulfillment of the breast self-examination and the breast cancer screening, the average points of all the variables presented from the health belief as well as the points of the susceptibility, seriousness, benefits, knowledge and level of health concern of interest in health were significantly higher than the points of non-fulfillment of them in the statistical analysis whereas the barriers was lower than them. In consequence of the multiple-logistic regression analysis putting the breast self-examination and the breast cancer screening in dependent variables, occupation, knowledge, seriousness, benefits, barriers and cues to action had significant effects on breast self-examination against breast cancer. Looking more attainments, thinking diseases more seriously, feeling more usefulness and there being any patient around with breast cancer led to the higher rate of the breast self-examination against it. On the other hand, feeling more impedition as well as housewives caused the lower rate of it. The breast cancer screening was significantly affected by age, sensitivity, usefulness, impedition and behavior momentum as well. The cases who are older, feeling more sensitivity against breast cancer, more usefulness of the examination and where any patient around, the fulfillment rate was higher. Contrarily the more impedition they felt, the lower the fulfillment rate was. Accordingly, the study of the causes, which have significant effects on the fulfillment of the self-examination and the breast cancer screening in order to find it in an early stage, and the development of health education programs as well as proper education for public health through carrying on campaigns and stepping up public relations must be indispensable.

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