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Review on Multi-objective Dynamic Scheduling Methods for Flexible Job Shops and Application in Aviation Manufacturing
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作者 MA Yajie JIANG Bin +3 位作者 GUAN Li CHEN Lijun HUANG Binda CHEN Zhi 《Transactions of Nanjing University of Aeronautics and Astronautics》 2025年第1期1-24,共24页
Intelligent production is an important development direction in intelligent manufacturing,with intelligent factories playing a crucial role in promoting intelligent production.Flexible job shops,as the main form of in... Intelligent production is an important development direction in intelligent manufacturing,with intelligent factories playing a crucial role in promoting intelligent production.Flexible job shops,as the main form of intelligent factories,constantly face dynamic disturbances during the production process,including machine failures and urgent orders.This paper discusses the basic models and research methods of job shop scheduling,emphasizing the important role of dynamic job shop scheduling and its response schemes in future research.A multi-objective flexible job shop dynamic scheduling mathematical model is established,highlighting its complex and multi-constraint characteristics under different interferences.A classification discussion is conducted on the dynamic response methods and optimization objectives under machine failures,emergency orders,fuzzy completion times,and mixed dynamic events.The development process of traditional scheduling rules and intelligent methods in dynamic scheduling are also analyzed.Finally,based on the current development status of job shop scheduling and the requirements of intelligent manufacturing,the future development trends of dynamic scheduling in flexible job shops are proposed. 展开更多
关键词 flexible job shop dynamic scheduling machine breakdown job insertion multi-objective optimization
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柔性Job Shops集成调度启发式算法 被引量:2
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作者 周炳海 赵猛 《浙江大学学报(工学版)》 EI CAS CSCD 北大核心 2016年第6期1073-1079,1125,共8页
为有效解决柔性作业车间(Job Shops)的加工与搬运集成调度问题,以最小化最大完工时间(Makespan)为调度目标,建立非线性规划模型,提出基于贪婪启发式策略的变邻域搜索算法(GRS-RVNS).根据准时(JIT)生产和均衡生产思想构建贪婪启发式策略... 为有效解决柔性作业车间(Job Shops)的加工与搬运集成调度问题,以最小化最大完工时间(Makespan)为调度目标,建立非线性规划模型,提出基于贪婪启发式策略的变邻域搜索算法(GRS-RVNS).根据准时(JIT)生产和均衡生产思想构建贪婪启发式策略快速求初始解.利用析取图表示可行解并根据析取图调度的性质定理构建有效的搜索邻域,进而利用随机变邻域搜索算法对初始解进行优化.对提出的算法进行仿真实验分析,结果表明:该算法求解时间短、调度方法有竞争性. 展开更多
关键词 搬运 柔性作业车间(Job shops) 调度 启发式算法 变邻域搜索算法(RVNS)
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Food safety knowledge and practices of abattoir and butchery shops and the microbial profile of meat in Mekelle City,Ethiopia 被引量:1
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作者 Mekonnen Haileselassie Habtamu Taddele +1 位作者 Kelali Adhana shewit Kalayou 《Asian Pacific Journal of Tropical Biomedicine》 SCIE CAS 2013年第5期407-412,共6页
Objective:To assess the food safety knowledge and practices in meat handling,and to determine microbial load and pathogenic organisms in meat at Mekelle city.Methods:A descriptive survey design was used to answer ques... Objective:To assess the food safety knowledge and practices in meat handling,and to determine microbial load and pathogenic organisms in meat at Mekelle city.Methods:A descriptive survey design was used to answer questions concerning the current status of food hygiene and sanitation practiced in the abattoir and butcher shops.Workers from the abattoir and butcher shops were interviewed through a structured questionnaire to assess their food safety knowledge.Bacterial load was assessed by serial dilution method and the major bacterial pathogens were isolated by using standard procedures.Results:15.1%of the abattoir workers had no health certificate and there was no hot water,sterilizer and cooling facility in the abattoir.11.3%of the butchers didn’t use protective clothes.There was a food safety knowledge gap within the abattoir and butcher shop workers.The mean values of bacterial load of abattoir meat,butcher shops and street meat sale was found to be 1.1×10~5,5.6×10~5and 4.3×10~6 cfu/g,respectively.The major bacterial pathogens isolated were Escherichia coli,Staphylococcus aureus and Bacillus cereus.Conclusions:The study revealed that there is a reasonable gap on food safely knowledge by abattoir and butcher shop workers.The microbial profile was also higher compared to standards set by World Health Organization.Due attention should be given by the government to improve the food safety knowledge and the quality standard of meat sold in the city. 展开更多
关键词 ABATTOIR BACTERIAL load BACTERIAL Isolation BUTCHERY shops Hygiene Street MEAT SALE Mekelle
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Factors Affecting the Rent of Shops in Commercial Complexes: A Case Study of Shenzhen Shekou Sea World
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作者 CAO Zhilu 《Journal of Landscape Research》 2019年第4期113-119,共7页
The rent of shops in commercial complex reflects consumers’ preferences to some extent, and provides references for urban planning and the construction and operation of commercial complex. In this paper, Sea World Co... The rent of shops in commercial complex reflects consumers’ preferences to some extent, and provides references for urban planning and the construction and operation of commercial complex. In this paper, Sea World Commercial Complex in Nanshan District of Shenzhen City is taken as the research object, and correlation and variability analysis on 41 groups of shop data are conducted. It is found that rent of shops in the same commercial complex is affected by location, visibility and area of outdoor stall, while the influence of shop area on rent is not obvious. Additionally, there is no significant correlation between the accessibility to traffic stations and the rent of shops in pedestrian business district. 展开更多
关键词 RENT of shops Location VISIBILITY Area of outdoor STALL ACCESSIBILITY
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Prevalence and Predictors of Salmonella spp. in Retail Meat Shops in Kathmandu
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作者 Mukul Upadhyaya Naiyatat Poosaran Reinhard Fries 《Journal of Agricultural Science and Technology(A)》 2012年第9期1094-1106,共13页
A cross-sectional study was conducted from November 2008 to May 2009 to estimate the prevalence of Salmonella in retail meat shops in Kathmandu. The methods followed were ISO 18593:2004 for swab sample collection, IS... A cross-sectional study was conducted from November 2008 to May 2009 to estimate the prevalence of Salmonella in retail meat shops in Kathmandu. The methods followed were ISO 18593:2004 for swab sample collection, ISO 6579:2002 for Salmonella isolation and manufacturer's instructions (SIFIN, Germany) for serotype identification. A questionnaire was used to collect information on some of the risk factors of shops likely to be associated with Salmonella identification. A total of 492 environmental swab samples (164 chopping board samples, 164 knife samples and 164 table samples) from 82 retail meat shops were analyzed. The prevalence of Salmonella positive shops was 40.2% (95% CI: 29-51). The isolation rates of Salmonella from chopping boards (36.0%), knives (32.9%) and tables (25.0%) were not significantly different (P 〉 0.05). Retail meat shops were 1.9 times more likely to yield Salmonella in the evening (38.2%) as compared to the morning (24.4%) (P = 0.001). S. Typhimurium (54.5%) was the most common serotype found in retail meat shops followed by S. Enteritidis (16.9%), S. Haifa (13.6%), S. Virchow (10.4%), S. Agona (3.9%) and S. enterica (0.6%). Among the risk factors examined, "hygiene status of shop", "type of shops", "number of person handling meats", "number of knives used", "number of kinds of meat sold" and "number of kinds of meat sold using different numbers of knives" were individually significantly (P 〈 0.05) associated with Salmonella contamination in the retail meat shops. After univariate analysis of these risk factors, a final logistic regression model with Salmonella yes or no category of shops as outcome variable identified four significant predictors. Odds ratios, indicating the likelihood increase of a shop to achieve Salmonella positivity status were 10.17 for multiple persons rather than a single person involved, 7.66 for open rather than closed shops, 9.44 for use of several knives rather than one knife and 5.18 for single kind of meat using several knives. The results of this investigation revealed that retail meat shops to a noticeable extent are Salmonella contaminated, with a considerable degree of cross-contamination between meats and personnel and equipment used during a day in processing of meats. 展开更多
关键词 SALMONELLA retail meat shops PREVALENCE swab samples risk factors Kathmandu.
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Art and Print Shops
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作者 Ruth Devlin 《空中英语教室(初级版.大家说英语)》 2021年第11期8-10,50,共4页
Do you enjoy art?Maybe you like to draw or color.If you want to do those things,you need supplies.You can go to an art store to buy them.You can buy colored pencils,markers or crayons.You can buy paper to draw picture... Do you enjoy art?Maybe you like to draw or color.If you want to do those things,you need supplies.You can go to an art store to buy them.You can buy colored pencils,markers or crayons.You can buy paper to draw pictures on.You can also buy coloring books.If you want to make things out of paper,you can buy colorful paper,too.Are you a painter?You can buy many different kinds of paint at an art store. 展开更多
关键词 COLORED COLORING shops
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Scheduling on 2-Machine Flow Shops Considering Disturbance on Job Processing Times
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作者 Bo Guo Yasuo NonakaDepartment of Industrial Management and Engineering, Science University of Tokyo, 1-3 Kagurazaka, Shinjuku-ku, Tokyo 162, Japan 《International Journal of Plant Engineering and Management》 1998年第1期6-13,共8页
In this paper the scheduling problem to minimize the expected makespan is discussed on two-machine flow shops with random disturbance on job processing times. The problem is represented by a stochastic programming mod... In this paper the scheduling problem to minimize the expected makespan is discussed on two-machine flow shops with random disturbance on job processing times. The problem is represented by a stochastic programming model. We approximate the stochastic problem by a deterministic problem which can be solved by Johnson's rule. The estimation of approximation error is also discussed by analyzing the stochastic model and its approximate LP model. 展开更多
关键词 SCHEDULING flow shops stochastic disturbance
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Influence of Service Quality of Duty-Free Shops in South Korea on Action Intention of Chinese Tourists
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作者 JIN Zhuxi 《外文科技期刊数据库(文摘版)经济管理》 2020年第2期026-031,共11页
Duty-free shops play a very important role in tourism. In particular, overseas tourist souvenirs are related to the export of domestic products. Foreign tourists' spending on souvenirs is equivalent to buying fore... Duty-free shops play a very important role in tourism. In particular, overseas tourist souvenirs are related to the export of domestic products. Foreign tourists' spending on souvenirs is equivalent to buying foreign currency, so it directly affects the national economy. Duty-free shops are a kind of tourist destination where purchases take place. The products sold cannot flow into the home economy at duty-free prices, so they are treated as exports. This increases the acquisition of foreign currency and helps to improve the balance of payments, thus creating a higher value added than exports, whose importance lies in creation. 展开更多
关键词 duty-free shops in Korea overseas travel economic
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Workshops Teach Children, Adults to Stand Up for Children's Rights
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作者 RONG JIAOJIAO 《The Journal of Human Rights》 2006年第3期12-14,共3页
She clambers up a rock, reaches both hands onto comers of the shabby cement wall and heaves herself up, being careful not to catch her school bag on the protruding bricks. She straddles the top and then jumps gingerly... She clambers up a rock, reaches both hands onto comers of the shabby cement wall and heaves herself up, being careful not to catch her school bag on the protruding bricks. She straddles the top and then jumps gingerly down onto the pebbled ground beside the railway line. 展开更多
关键词 shop UNICEF Adults to Stand Up for Children’s Rights Workshops Teach Children
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A Cross Entropy-Genetic Algorithm for m-Machines No-Wait Job-ShopScheduling Problem 被引量:5
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作者 Budi Santosa Muhammad Arif Budiman Stefanus Eko Wiratno 《Journal of Intelligent Learning Systems and Applications》 2011年第3期171-180,共10页
No-wait job-shop scheduling (NWJSS) problem is one of the classical scheduling problems that exist on many kinds of industry with no-wait constraint, such as metal working, plastic, chemical, and food industries. Seve... No-wait job-shop scheduling (NWJSS) problem is one of the classical scheduling problems that exist on many kinds of industry with no-wait constraint, such as metal working, plastic, chemical, and food industries. Several methods have been proposed to solve this problem, both exact (i.e. integer programming) and metaheuristic methods. Cross entropy (CE), as a new metaheuristic, can be an alternative method to solve NWJSS problem. This method has been used in combinatorial optimization, as well as multi-external optimization and rare-event simulation. On these problems, CE implementation results an optimal value with less computational time in average. However, using original CE to solve large scale NWJSS requires high computational time. Considering this shortcoming, this paper proposed a hybrid of cross entropy with genetic algorithm (GA), called CEGA, on m-machines NWJSS. The results are compared with other metaheuritics: Genetic Algorithm-Simulated Annealing (GASA) and hybrid tabu search. The results showed that CEGA providing better or at least equal makespans in comparison with the other two methods. 展开更多
关键词 NO-WAIT JOB SHOP Scheduling Cross ENTROPY GENETIC Algorithm Combinatorial Optimization
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Dynamic Scheduling of Flexible Job Shops 被引量:1
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作者 SHAHID Ikramullah Butt 孙厚芳 《Journal of Beijing Institute of Technology》 EI CAS 2007年第1期18-22,共5页
Aim of this research is to minimize makespan in the flexible job shop environment by the use of genetic algorithms and scheduling rules. Software is developed using genetic algorithms and scheduling rules based on cer... Aim of this research is to minimize makespan in the flexible job shop environment by the use of genetic algorithms and scheduling rules. Software is developed using genetic algorithms and scheduling rules based on certain constraints such as non-preemption of jobs, recirculation, set up times, non-breakdown of machines etc. Purpose of the software is to develop a schedule for flexible job shop environment, which is a special case of job shop scheduling problem. Scheduling algorithm used in the software is verified and tested by using MT10 as benchmark problem, presented in the flexible job shop environment at the end. LEKIN software results are also compared with results of the developed software by the use of MT10 benchmark problem to show that the latter is a practical software and can be used successfully at BIT Training Workshop. 展开更多
关键词 flexible job shop SCHEDULING genetic algorithms scheduling rules
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Modified Shifting Bottleneck Heuristic for Scheduling Problems of Large-Scale Job Shops
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作者 ZHOU Bing-hai PENG Tao 《Journal of Donghua University(English Edition)》 EI CAS 2016年第6期883-887,共5页
A modified shifting bottleneck algorithm was proposed to solve scheduling problems of a large-scale job shop.Firstly,a new structured algorithm was employed for sub-problems so as to reduce the computational burden an... A modified shifting bottleneck algorithm was proposed to solve scheduling problems of a large-scale job shop.Firstly,a new structured algorithm was employed for sub-problems so as to reduce the computational burden and suit for large-scale instances more effectively.The modified cycle avoidance method,incorporating with the disjunctive graph model and topological sort algorithm,was applied to guaranteeing the feasibility of solutions with considering delayed precedence constraints.Finally,simulation experiments were carried out to verify the feasibility and effectiveness of the modified method.The results demonstrate that the proposed algorithm can solve the large-scale job shop scheduling problems(JSSPs) within a reasonable period of time and obtaining satisfactory solutions simultaneously. 展开更多
关键词 shifting bottleneck algorithm large-scale job shop scheduling disjunctive graph model delayed precedence constraint(DPC) cycle avoidance method
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Scheduling Bi-Objective Lot-Streaming Hybrid Flow Shops with Consistent Sublots via an Enhanced Artificial Bee Colony Algorithm
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作者 Benxue Lu Kaizhou Gao +1 位作者 Peiyong Duan Adam Slowik 《Complex System Modeling and Simulation》 2025年第1期46-67,共22页
This work addresses bi-objective hybrid flow shop scheduling problems considering consistent sublots(Bi-HFSP_CS).The objectives are to minimize the makespan and total energy consumption.First,the Bi-HFSP_CS is formali... This work addresses bi-objective hybrid flow shop scheduling problems considering consistent sublots(Bi-HFSP_CS).The objectives are to minimize the makespan and total energy consumption.First,the Bi-HFSP_CS is formalized,followed by the establishment of a mathematical model.Second,enhanced version of the artificial bee colony(ABC)algorithms is proposed for tackling the Bi-HFSP_CS.Then,fourteen local search operators are employed to search for better solutions.Two different Q-learning tactics are developed to embed into the ABC algorithm to guide the selection of operators throughout the iteration process.Finally,the proposed tactics are assessed for their efficacy through a comparison of the ABC algorithm,its three variants,and three effective algorithms in resolving 95 instances of 35 different problems.The experimental results and analysis showcase that the enhanced ABC algorithm combined with Q-learning(QABC1)demonstrates as the top performer for solving concerned problems.This study introduces a novel approach to solve the Bi-HFSP_CS and illustrates its efficacy and superior competitive strength,offering beneficial perspectives for exploration and research in relevant domains. 展开更多
关键词 hybrid flow shop scheduling Q-LEARNING lot streaming local search
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Rural coffee shops bring rural revitalization
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作者 李全忠 《疯狂英语(新读写)》 2025年第9期38-40,77,共4页
1 On a Sunday morning,Zheng Shiying drove 130 kilometers to a village on the outskirts of Beijing,not for a hike or a hot spring,but for a cup of coffee.Housed in an old stone building that looks untouched by time,by ... 1 On a Sunday morning,Zheng Shiying drove 130 kilometers to a village on the outskirts of Beijing,not for a hike or a hot spring,but for a cup of coffee.Housed in an old stone building that looks untouched by time,by the time Zheng arrived,the caféwas already packed with weekend visitors,and finding a seat was a bit of a challenge. 展开更多
关键词 old stone building coffee shops weekend visitors rural revitalization
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Frames of Fortune
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作者 WANG RUYING 《ChinAfrica》 2025年第9期28-30,共3页
Stepping out of Danyang Railway Station,the large sign reading“China Danyang Optical City”immediately comes into view across the road.Inside the bustling marketplace,a dazzling array of eyeglass frames and lenses is... Stepping out of Danyang Railway Station,the large sign reading“China Danyang Optical City”immediately comes into view across the road.Inside the bustling marketplace,a dazzling array of eyeglass frames and lenses is neatly displayed in rows of shops,attracting consumers from across the country. 展开更多
关键词 FORTUNE eyeglass frames eyeglass lenses CONSUMERS shops FRAMES MARKETPLACE
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Talk Show:Market Popularity and Industry Development
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作者 Liu Xinwei 《China's Foreign Trade》 2025年第4期27-29,共3页
You may not expect that the talk shows that frequently dominate the charts today originated from coffee shops in England in the 18th century.The coffee shop was a breeding place for early public discussions,where peop... You may not expect that the talk shows that frequently dominate the charts today originated from coffee shops in England in the 18th century.The coffee shop was a breeding place for early public discussions,where people engaged in free debates on political and social issues. 展开更多
关键词 public discussions coffee shop th century coffee shops talk shows industry development market popularity
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现在是什么时间?
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作者 邹颖 《疯狂英语(双语世界)》 2025年第2期28-31,63,共5页
III.Solve the problems.(1)Tom and his sister set out on a walk at 2:00.They walked by some shops and through the park.1 hour later,they returned home.What time was it when they got home?
关键词 return home shops TIME problems tom WALK PARK
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BUSINESS BRIEFS
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《ChinAfrica》 2025年第12期52-53,共2页
New Policy to Boost Consumption Chinese authorities on 30 October issued a notice regarding improvements to the policies of duty-free shops aimed at boosting consumption.Effective on 1 November,the policies aim to enc... New Policy to Boost Consumption Chinese authorities on 30 October issued a notice regarding improvements to the policies of duty-free shops aimed at boosting consumption.Effective on 1 November,the policies aim to encourage consumers to shop domestically,according to the notice jointly issued by the Ministry of Finance and four other departments. 展开更多
关键词 duty free shops CONSUMPTION ministry finance boost consumption policy
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