• Title/Summary/Keyword: Grouping System

Search Result 511, Processing Time 0.029 seconds

A self-organizing neural networks approach to machine-part grouping in cellular manufacturing systems (셀 생산 방식에서 자기조직화 신경망을 이용한 기계-부품 그룹의 형성)

  • 전용덕;강맹규
    • Journal of Korean Society of Industrial and Systems Engineering
    • /
    • v.21 no.48
    • /
    • pp.123-132
    • /
    • 1998
  • The group formation problem of the machine and part is a very important issue in the planning stage of cellular manufacturing systems. This paper investigates Self-Organizing Map(SOM) neural networks approach to machine-part grouping problem. We present a two-phase algorithm based on SOM for grouping parts and machines. SOM can learn from complex, multi-dimensional data and transform them into visually decipherable clusters. Output layer in SOM network is one-dimensional structure and the number of output node has been increased sufficiently to spread out the input vectors in the order of similarity. The proposed algorithm performs remarkably well in comparison with many other algorithms for the well-known problems shown in previous papers.

  • PDF

Two-Phase Approach for Machine-Part Grouping Using Non-binary Production Data-Based Part-Machine Incidence Matrix (수리계획법의 활용 분야)

  • Won, You-Dong;Won, You-Kyung
    • Korean Management Science Review
    • /
    • v.24 no.1
    • /
    • pp.91-111
    • /
    • 2007
  • In this paper an effective two-phase approach adopting modified p-median mathematical model is proposed for grouping machines and parts in cellular manufacturing(CM). Unlike the conventional methods allowing machines and parts to be improperly assigned to cells and families, the proposed approach seeks to find the proper block diagonal solution where all the machines and parts are properly assigned to their most associated cells and families in term of the actual machine processing and part moves. Phase 1 uses the modified p-median formulation adopting new inter-machine similarity coefficient based on the non-binary production data-based part-machine incidence matrix(PMIM) that reflects both the operation sequences and production volumes for the parts to find machine cells. Phase 2 apollos iterative reassignment procedure to minimize inter-cell part moves and maximize within-cell machine utilization by reassigning improperly assigned machines and parts to their most associated cells and families. Computational experience with the data sets available on literature shows the proposed approach yields good-quality proper block diagonal solution.

A Part-Machine Grouping Algorithm Considering Alternative Part Routings and Operation Sequences (대체가공경로와 가공순서를 고려한 부품-기계 군집 알고리듬)

  • Baek, Jun-Geol;Baek, Jong-Kwan;Kim, Chang Ouk
    • Journal of Korean Institute of Industrial Engineers
    • /
    • v.29 no.3
    • /
    • pp.213-221
    • /
    • 2003
  • In this paper, we consider a multi-objective part-machine grouping problem, in which part types have several alternative part routings and each part routing has a machining sequence. This problem is characterized as optimally determining part type sets and its corresponding machine cells such that the sum of inter-cell part movements and the sum of machine workload imbalances are simultaneously minimized. Due to the complexity of the problem, a two-stage heuristic algorithm is proposed, and experiments are shown to verify the effectiveness of the algorithm.

Dynamic grouping scheme for platooning in automated connected vehicle systems (커넥티드 기반 자율주행차 환경에서 동적 군집그룹 제어 방안)

  • Chung, Young-uk
    • Journal of IKEEE
    • /
    • v.22 no.4
    • /
    • pp.1099-1103
    • /
    • 2018
  • Platooning of vehicles is an efficient traffic management model that improves traffic flow and fuel consumption. Especially, it is necessary to reduce computational load and networking overhead in automated connected vehicle systems. Because it is important to maintain the size of the platoon group appropriately for efficient platoon operation, this study proposed a dynamic grouping scheme for platooning in an automated vehicle system. The proposed scheme is analyzed by a mathematical model based on Markov chain. From the performance evaluation, it was confirmed that the proposed scheme appropriately controls the size of the platoon group.

A study on the variations of a grouping genetic algorithm for cell formation (셀 구성을 위한 그룹유전자 알고리듬의 변형들에 대한 연구)

  • 이종윤;박양병
    • Proceedings of the Korean Operations and Management Science Society Conference
    • /
    • 2003.11a
    • /
    • pp.259-262
    • /
    • 2003
  • Group technology(GT) is a manufacturing philosophy which identifies and exploits the similarity of parts and processes in design and manufacturing. A specific application of GT is cellular manufacturing. the first step in the preliminary stage of cellular manufacturing system design is cell formation, generally known as a machine-part cell formation(MPCF). This paper presents and tests a grouping gentic algorithm(GGA) for solving the MPCF problem and uses the measurements of e(ficacy. GGA's replacement heuristic used similarity coefficients is presented.

  • PDF

PAPR Reduction and BER Improvement for OFDM System using WH Transform and Data Grouping Technique

  • Kong, Hyung-Yun;Khuong, Ho-Van
    • Annual Conference of KIPS
    • /
    • 2005.05a
    • /
    • pp.1481-1484
    • /
    • 2005
  • In this paper, we propose a novel OFDM-based system structure to reduce PAPR (Peak-to-Average Power Ratio) and improve BER for OFDM system in which BER enhancement is obtainable based on WH (Walsh-Hadamard) transform to transmit concurrently each data symbol on all subcarriers so as to take advantage of frequency diversity and remedy the effect of channel's frequency-selectivity. By doing so, we also attain a low PAPR. Moreover, DGT (Data Grouping Technique) that is independent on the side information is also applied to further reduce PAPR. The simulation programs have been also performed to verify the validity of the proposed system.

  • PDF

Regional Grouping of Transmission System Using the Sequential Clustering Technique (순차적 클러스터링기법을 이용한 송전 계통의 지역별 그룹핑)

  • Kim, Hyun-Houng;Lee, Woo-Nam;Park, Jong-Bae;Shin, Joong-Rin;Kim, Jin-Ho
    • The Transactions of The Korean Institute of Electrical Engineers
    • /
    • v.58 no.5
    • /
    • pp.911-917
    • /
    • 2009
  • This paper introduces a sequential clustering technique as a tool for an effective grouping of transmission systems. The interconnected network system retains information about the location of each line. With this information, this paper aims to carry out initial clustering through the transmission usage rate, compare the similarity measures of regional information with the similarity measures of location price, and introduce the techniques of the clustering method. This transmission usage rate uses power flow based on congestion costs and similarity measurements using the FCM(Fuzzy C-Mean) algorithm. This paper also aims to prove the propriety of the proposed clustering method by comparing it with existing clustering methods that use the similarity measurement system. The proposed algorithm is demonstrated through the IEEE 39-bus RTS and Korea power system.

Selection of Optimal Model for Structural System Identification (SI기법 적용을 위한 최적 모델의 선택)

  • Kwak, Hyun-Seok;Kwon, Soon-Jung;Lee, Hae-Sung;Shin, Soobong
    • Journal of the Korea institute for structural maintenance and inspection
    • /
    • v.9 no.2
    • /
    • pp.217-224
    • /
    • 2005
  • A methodology of selecting an optimal model is proposed for applying a frequency-domain SI method effectively. Instead of using a reduced finite element model, a reasonably detail finite element model is established first and then the model is identified. To satisfy the identifiability criterion, a parameter grouping scheme is applied to control the number of unknowns. Among the simulated member grouping cases, an optimal model is selected as the one with the minimal statistical error. The proposed approach has been examined through simulation studies on a single span box-girder bridge.

Performance Analysis of the Symbol Grouping SLM Scheme for PAPR Reduction of OFDM System (OFDM시스템의 PAPR 저감을 위한 심벌 그룹핑 SLM 기법의 성능분석)

  • Choi Ik-Young;Son Sung-Chan;Oh Chang-Heon
    • Journal of Digital Contents Society
    • /
    • v.5 no.2
    • /
    • pp.143-150
    • /
    • 2004
  • In this paper, we propose and analyze a new scheme which uses the same scramble codes to each group after symbol grouping to reduce the PAPR (peak-to-avenge power ratio) problem in OFDM system. The conventional SLM scheme randomizes OFDM symbols entered into IFFT block by several scramble codes and then transmits the lowest one among PAPRs. Therefore, the SLM scheme can reduce the additional information as many as the number of grouped OFDM symbols by using same scramble codes after M grouping of sub-carriers. It can also improve PAPR performance more than conventional SLM scheme when we use scramble codes as same as those numbers of SLM scheme.

  • PDF

Performance Analysis of Multirate MC-CDMA Systems using OVSF Code Grouping (OVSF 코드그룹화를 이용한 다중전송률 MC-CDMA 시스템의 성능분석)

  • Kim, Nam-Sun
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.31 no.12C
    • /
    • pp.1135-1142
    • /
    • 2006
  • This article presents a new asynchronous MC-CDMA system to implement multiple data rate communications. In a W-CDMA downlink, the OVSF code is used for spreading code for various multimedia traffic. Proposed system utilizes the OVSF code that generated by generation property for spreading. The proposed MC-CDMA system use different lengths of OVSF code as a spreading code according to their data rate. The groupwise processing is accomplished by code grouping in OVSF code generation tree. Between each group, the code grouping interference canceller is performed to cancel other group interference. At that time the proposed receiver does not require any information about interference users. For the analysis of average BER performance, we propose system model and computer simulation were used. We also compare the system performance with that of a single rate MC-CDMA system used orthogonal code as a spreading code.