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MOHURD: Household Garbage Sorting Accelerated, Timetables for 46 Key Cities Clarified
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作者 Qian Fang 《China City Planning Review》 CSCD 2018年第1期4-5,共2页
MOHURD released the Notice on Accelerating the Household Garbage Sorting in Certain Key Cities,requiring pushing forward the household garbage sorting in 46 key cities such as Beijing,Tianjin,Shanghai,etc.,and establi... MOHURD released the Notice on Accelerating the Household Garbage Sorting in Certain Key Cities,requiring pushing forward the household garbage sorting in 46 key cities such as Beijing,Tianjin,Shanghai,etc.,and establishing demonstration areas for garbage sorting in these cities for 2018. 展开更多
关键词 Household Garbage Sorting Accelerated MOHURD timetables for 46 Key Cities Clarified
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颗粒增强低成本钛基复合材料 被引量:1
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作者 邓超 赵永庆 +1 位作者 曾立英 张鹏省 《钛工业进展》 CAS 2004年第1期25-27,共3页
采用TiC颗粒和熔铸法制备TiCp/TIMETAL 62S复合材料 ,研究了钛基复合材料的显微组织和室温力学性能。结果表明 :TiCp/TIMETAL 62S复合材料的组织由针状α相、少量 β相和TiC颗粒组成 ;TiC颗粒改变了基体合金原有组织 ,促进了复合材料组... 采用TiC颗粒和熔铸法制备TiCp/TIMETAL 62S复合材料 ,研究了钛基复合材料的显微组织和室温力学性能。结果表明 :TiCp/TIMETAL 62S复合材料的组织由针状α相、少量 β相和TiC颗粒组成 ;TiC颗粒改变了基体合金原有组织 ,促进了复合材料组织的细化 ;钛基复合材料具有良好的室温强度和塑性 ,复合效果良好。 展开更多
关键词 钛基复合材料 TIC颗粒 显微组织 室温机械性能 TiCp/TIMETAL62S
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A simulation model for estimating train and passenger delays in large-scale rail transit networks 被引量:5
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作者 江志彬 李锋 +1 位作者 徐瑞华 高鹏 《Journal of Central South University》 SCIE EI CAS 2012年第12期3603-3613,共11页
A simulation model was proposed to investigate the relationship between train delays and passenger delays and to predict the dynamic passenger distribution in a large-scale rail transit network. It was assumed that th... A simulation model was proposed to investigate the relationship between train delays and passenger delays and to predict the dynamic passenger distribution in a large-scale rail transit network. It was assumed that the time varying original-destination demand and passenger path choice probability were given. Passengers were assumed not to change their destinations and travel paths after delay occurs. CapaciW constraints of train and queue rules of alighting and boarding were taken into account. By using the time-driven simulation, the states of passengers, trains and other facilities in the network were updated every time step. The proposed methodology was also tested in a real network, for demonstration. The results reveal that short train delay does not necessarily result in passenger delays, while, on the contrary, some passengers may get benefits from the short delay. However, large initial train delay may result in not only knock-on train and passenger delays along the same line, but also the passenger delays across the entire rail transit network. 展开更多
关键词 delay simulation passenger delay train delay rail transit network TIMETABLE
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一种亚稳β钛合金中疲劳短裂纹穿晶扩展晶体学特征的EBSD研究 被引量:10
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作者 雷家峰 刘羽寅 +3 位作者 杨锐 李东 Hans-Jūrgen Christ 《金属学报》 SCIE EI CAS CSCD 北大核心 2002年第z1期272-276,共5页
简单介绍一种疲劳短裂纹扩展跨越晶界的晶体学模型和利用EBSD技术判定活动滑移系的简便方法.作为实际应用的示例,利用EBSD技术应用晶体学模型研究了一种亚稳β钛合金--TIMETAL LCB中疲劳短裂纹穿晶扩展的晶体学特征.实现了穿晶裂纹活动... 简单介绍一种疲劳短裂纹扩展跨越晶界的晶体学模型和利用EBSD技术判定活动滑移系的简便方法.作为实际应用的示例,利用EBSD技术应用晶体学模型研究了一种亚稳β钛合金--TIMETAL LCB中疲劳短裂纹穿晶扩展的晶体学特征.实现了穿晶裂纹活动滑移系的判定.结果表明:除在试样表面晶粒两侧的裂纹走向偏折因素外,裂纹面(活动滑移面)间角是更重要的控制短裂纹穿晶扩展的晶体学因素. 展开更多
关键词 疲劳裂纹扩展 晶界 EBSD技术 裂纹面间角 TIMETAL LCB
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High-Speed Railway Train Timetable Conflict Prediction Based on Fuzzy Temporal Knowledge Reasoning 被引量:3
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作者 He Zhuang Liping Feng +2 位作者 Chao Wen Qiyuan peng Qizhi Tang 《Engineering》 SCIE EI 2016年第3期366-373,共8页
Trains are prone to delays and deviations from train operation plans during their operation because of internal or external disturbances. Delays may develop into operational conflicts between adjacent trains as a resu... Trains are prone to delays and deviations from train operation plans during their operation because of internal or external disturbances. Delays may develop into operational conflicts between adjacent trains as a result of delay propagation, which may disturb the arrangement of the train operation plan and threaten the operational safety of trains. Therefore, reliable conflict prediction results can be valuable references for dispatchers in making more efficient train operation adjustments when conflicts occur. In contrast to the traditional approach to conflict prediction that involves introducing random disturbances, this study addresses the issue of the fuzzification of time intervals in a train timetable based on historical statistics and the modeling of a high-speed railway train timetable based on the concept of a timed Petri net. To measure conflict prediction results more comprehensively, we divided conflicts into potential conflicts and certain conflicts and defined the judgment conditions for both. Two evaluation indexes, one for the deviation of a single train and one for the possibility of conflicts between adjacent train operations, were developed using a formalized computation method. Based on the temporal fuzzy reasoning method, with some adjustment, a new conflict prediction method is proposed, and the results of a simulation example for two scenarios are presented. The results prove that conflict prediction after fuzzy processing of the time intervals of a train timetable is more reliable and practical and can provide helpful information for use in train operation adjustment, train timetable improvement, and other purposes. 展开更多
关键词 High-speed railway Train timetable Conflict prediction Fuzzy temporal knowledge reasoning
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Transformer-Based Macroscopic Regulation for High-Speed Railway Timetable Rescheduling 被引量:1
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作者 Wei Xu Chen Zhao +6 位作者 Jie Cheng Yin Wang Yiqing Tang Tao Zhang Zhiming Yuan Yisheng Lv Fei-Yue Wang 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2023年第9期1822-1833,共12页
Unexpected delays in train operations can cause a cascade of negative consequences in a high-speed railway system.In such cases,train timetables need to be rescheduled.However,timely and efficient train timetable resc... Unexpected delays in train operations can cause a cascade of negative consequences in a high-speed railway system.In such cases,train timetables need to be rescheduled.However,timely and efficient train timetable rescheduling is still a challenging problem due to its modeling difficulties and low optimization efficiency.This paper presents a Transformer-based macroscopic regulation approach which consists of two stages including Transformer-based modeling and policy-based decisionmaking.Firstly,the relationship between various train schedules and operations is described by creating a macroscopic model with the Transformer,providing the better understanding of overall operation in the high-speed railway system.Then,a policy-based approach is used to solve a continuous decision problem after macro-modeling for fast convergence.Extensive experiments on various delay scenarios are conducted.The results demonstrate the effectiveness of the proposed method in comparison to other popular methods. 展开更多
关键词 High-speed railway reinforcement learning train timetable rescheduling TRANSFORMER
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Real-time high-speed train rescheduling based on a Human-Computer Interaction framework 被引量:3
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作者 Wenhao Zhu Tao Zhang +3 位作者 Zhipeng Ying Zhengwen Liao Xiaojie Luan Lingyun Meng 《High-Speed Railway》 2023年第2期130-140,共11页
During railway operations,trains normally run as scheduled,but the occurrence of unexpected events will disrupt traffic flow and cause train deviation from the original timetable.In order to assist dispatchers in resc... During railway operations,trains normally run as scheduled,but the occurrence of unexpected events will disrupt traffic flow and cause train deviation from the original timetable.In order to assist dispatchers in rescheduling trains,this paper introduces an innovative Human-Computer Interaction framework.This framework enables train dispatchers to propose different timetable adjustment instructions to the original or adjusted timetable.These instructions will be processed,stored,analyzed,and digested by computer program,which finally lead to the modification and calculation of the embedded mathematical model,then a new adjusted timetable will be produced and provided to dispatchers for checking and modifying.This framework can iterate for unlimited times based on dispatchers'intentions,until the final results satisfy them.A demonstration system named RTARS(Real-time Timetable Automatic Rescheduling System)is developed based on this framework and it has been applied in Beijing Railway Administration,which shows its effectiveness in reality. 展开更多
关键词 Railway transportation Timetable rescheduling Traffic management system
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COMMENTS ON THE THERAPEUTIC TIMETABLE OF ISCHEMIC APOPLEXY AND SUPER-EARLY INTERVENTION OF ACUPUNCTURE 被引量:4
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作者 曹奕 刘广霞 张友贵 《World Journal of Acupuncture-Moxibustion》 2001年第4期7-11,共5页
According to the pathological process of ischemic apoplexy, which involves its onset and development, this paper expounds the great significance of adopting various active and effective measures within the therapeutic... According to the pathological process of ischemic apoplexy, which involves its onset and development, this paper expounds the great significance of adopting various active and effective measures within the therapeutic timetable for favorable prognosis and improvement of apoplexy. The author’s viewpoints differ from the conventional thinking towards the management of apoplexy, stressing super early intervention with acupuncture. 展开更多
关键词 Ischemic apoplexy Acupuncture therapy Therapeutic timetable
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Combined Timetabling Procedure and Complete Local Search for No-Wait Job Shop Scheduling with Total Tardiness 被引量:1
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作者 杨玉珍 顾幸生 《Journal of Donghua University(English Edition)》 EI CAS 2014年第2期83-91,共9页
The strong non-deterministic polynomial-hard( NP-hard)character of job shop scheduling problem( JSSP) has been acknowledged widely and it becomes stronger when attaches the nowait constraint,which widely exists in man... The strong non-deterministic polynomial-hard( NP-hard)character of job shop scheduling problem( JSSP) has been acknowledged widely and it becomes stronger when attaches the nowait constraint,which widely exists in many production processes,such as chemistry process, metallurgical process. However,compared with the massive research on traditional job shop problem,little attention has been paid on the no-wait constraint.Therefore,in this paper, we have dealt with this problem by decomposing it into two sub-problems, the timetabling and sequencing problems,in traditional frame work. A new efficient combined non-order timetabling method,coordinated with objective of total tardiness,is proposed for the timetabling problems. As for the sequencing one,we have presented a modified complete local search with memory combined by crossover operator and distance counting. The entire algorithm was tested on well-known benchmark problems and compared with several existing algorithms.Computational experiments showed that our proposed algorithm performed both effectively and efficiently. 展开更多
关键词 job shop scheduling NO-WAIT TIMETABLING TARDINESS complete local search with memory
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新的低成本钛合金——TIMETAL 62S 被引量:1
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作者 黄金昌 《钛工业进展》 CAS 1995年第2期1-3,共3页
水流携带的固体磨粒的碰撞引起的水力磨蚀可导致材料表面损坏,为了改善磨蚀部件的设计,很多水力机械制造厂主要依靠试验和经验数据来预估有可能由靡起的损坏,确定技术检查间隔,估计部件的耐磨强度。本文介绍的数值分析法可以使人更... 水流携带的固体磨粒的碰撞引起的水力磨蚀可导致材料表面损坏,为了改善磨蚀部件的设计,很多水力机械制造厂主要依靠试验和经验数据来预估有可能由靡起的损坏,确定技术检查间隔,估计部件的耐磨强度。本文介绍的数值分析法可以使人更尽地了解磨蚀机理,并了一种改善机器在磨蚀环境中运行的设计方法。 展开更多
关键词 钛合金 Timetal62s
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Last train timetable optimization for metro network to maximize the passenger accessibility over the end-of-service period 被引量:1
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作者 Fang Wen Yun Bai +2 位作者 Xin Zhang Yao Chen Ninghai Li 《Railway Sciences》 2023年第2期273-288,共16页
Purpose-This study aims to improve the passenger accessibility of passenger demands in the end-ofoperation period.Design/methodology/approach-A mixed integer nonlinear programming model for last train timetable optim... Purpose-This study aims to improve the passenger accessibility of passenger demands in the end-ofoperation period.Design/methodology/approach-A mixed integer nonlinear programming model for last train timetable optimization of the metro was proposed considering the constraints such as the maximum headway,the minimum headway and the latest end-of-operation time.The objective of the model is to maximize the number of reachable passengers in the end-of-operation period.A solution method based on a preset train service is proposed,which significantly reduces the variables of deciding train services in the original model and reformulates it into a mixed integer linear programming model.Findings-The results of the case study of Wuhan Metro show that the solution method can obtain highquality solutions in a shorter time;and the shorter the time interval of passenger flow data,the more obvious the advantage of solution speed;after optimization,the number of passengers reaching the destination among the passengers who need to take the last train during the end-of-operation period can be increased by 10%.Originality/value-Existing research results only consider the passengers who take the last train.Compared with previous research,considering the overall passenger demand during the end-of-operation period can make more passengers arrive at their destination.Appropriately delaying the end-of-operation time can increase the proportion of passengers who can reach the destination in the metro network,but due to the decrease in passenger demand,postponing the end-of-operation time has a bottleneck in increasing the proportion of passengers who can reach the destination. 展开更多
关键词 Urban rail transit Last train of metro Timetable optimization End-of-operation period Passenger demand OD reachability
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Closing the loop between data mining and fast decision support for intelligent train scheduling and traffic control
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作者 Ingo A. HANSEN 《北京交通大学学报》 CAS CSCD 北大核心 2019年第1期24-30,共7页
The existing Big Data of transport flows and railway operations can be mined through advanced statistical analysis and machine learning methods in order to describe and predict well the train speed, punctuality, track... The existing Big Data of transport flows and railway operations can be mined through advanced statistical analysis and machine learning methods in order to describe and predict well the train speed, punctuality, track capacity and energy consumption. The accurate modelling of the real spatial and temporal distribution of line and network transport, traffic and performance stimulates a faster construction and implementation of robust and resilient timetables, as well as the development of efficient decision support tools for real-time rescheduling of train schedules. In combination with advanced train control and safety systems even (semi-.) automatic piloting of trains on main and regional railway lines will become feasible in near future. 展开更多
关键词 INTELLIGENT TRAIN RESCHEDULING TRAIN control BIG railway data statistical learning robust TIMETABLING
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Optimization Techniques in University Timetabling Problem:Constraints,Methodologies,Benchmarks,and Open Issues
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作者 Abeer Bashab Ashraf Osman Ibrahim +4 位作者 Ibrahim Abakar Tarigo Hashem Karan Aggarwal Fadhil Mukhlif Fuad A.Ghaleb Abdelzahir Abdelmaboud 《Computers, Materials & Continua》 SCIE EI 2023年第3期6461-6484,共24页
University timetabling problems are a yearly challenging task and are faced repeatedly each semester.The problems are considered nonpolynomial time(NP)and combinatorial optimization problems(COP),which means that they... University timetabling problems are a yearly challenging task and are faced repeatedly each semester.The problems are considered nonpolynomial time(NP)and combinatorial optimization problems(COP),which means that they can be solved through optimization algorithms to produce the aspired optimal timetable.Several techniques have been used to solve university timetabling problems,and most of them use optimization techniques.This paper provides a comprehensive review of the most recent studies dealing with concepts,methodologies,optimization,benchmarks,and open issues of university timetabling problems.The comprehensive review starts by presenting the essence of university timetabling as NP-COP,defining and clarifying the two formed classes of university timetabling:University Course Timetabling and University Examination Timetabling,illustrating the adopted algorithms for solving such a problem,elaborating the university timetabling constraints to be considered achieving the optimal timetable,and explaining how to analyze and measure the performance of the optimization algorithms by demonstrating the commonly used benchmark datasets for the evaluation.It is noted that meta-heuristic methodologies are widely used in the literature.Additionally,recently,multi-objective optimization has been increasingly used in solving such a problem that can identify robust university timetabling solutions.Finally,trends and future directions in university timetabling problems are provided.This paper provides good information for students,researchers,and specialists interested in this area of research.The challenges and possibilities for future research prospects are also explored. 展开更多
关键词 University timetabling timetabling approaches META-HEURISTICS combinatorial optimization
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An Improved Walk Model for Train Movement on Railway Network
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作者 LI Ke-Ping MAO Bo-Hua GAO Zi-You 《Communications in Theoretical Physics》 SCIE CAS CSCD 2009年第6期979-984,共6页
In this paper, we propose an improved walk model for simulating the train movement on railway network. In the proposed method, walkers represent trains. The improved walk model is a kind of the network-based simulatio... In this paper, we propose an improved walk model for simulating the train movement on railway network. In the proposed method, walkers represent trains. The improved walk model is a kind of the network-based simulation analysis model. Using some management rules for walker movement, walker can dynamically determine its departure and arrival times at stations. In order to test the proposed method, we simulate the train movement on a part of railway network. The numerical simulation and analytical results demonstrate that the improved model is an effective tool for simulating the train movement on railway network. Moreover, it can well capture the characteristic behaviors of train scheduling in railway traffic. 展开更多
关键词 train movement random-walk model train timetable
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A Multiple-Neighborhood-Based Parallel Composite Local Search Algorithm for Timetable Problem
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作者 颜鹤 郁松年 《Journal of Shanghai University(English Edition)》 CAS 2004年第3期301-308,共8页
This paper presents a parallel composite local search algorithm based on multiple search neighborhoods to solve a special kind of timetable problem. The new algorithm can also effectively solve those problems that can... This paper presents a parallel composite local search algorithm based on multiple search neighborhoods to solve a special kind of timetable problem. The new algorithm can also effectively solve those problems that can be solved by general local search algorithms. Experimental results show that the new algorithm can generate better solutions than general local search algorithms. 展开更多
关键词 multiple neighborhoods PARALLEL composite local search algorithm timetable problem.
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An Enhanced Particle Swarm Optimization for ITC2021 Sports Timetabling
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作者 Mutasem K.Alsmadi Ghaith M.Jaradat +5 位作者 Malek Alzaqebah Ibrahim A.Lmarashdeh Fahad A.Alghamdi Rami Mustafa A.Mohammad Nahier Aldhafferi Abdullah Alqahtani 《Computers, Materials & Continua》 SCIE EI 2022年第7期1995-2014,共20页
Timetabling problem is among the most difficult operational tasks and is an important step in raising industrial productivity,capability,and capacity.Such tasks are usually tackled using metaheuristics techniques that... Timetabling problem is among the most difficult operational tasks and is an important step in raising industrial productivity,capability,and capacity.Such tasks are usually tackled using metaheuristics techniques that provide an intelligent way of suggesting solutions or decision-making.Swarm intelligence techniques including Particle Swarm Optimization(PSO)have proved to be effective examples.Different recent experiments showed that the PSO algorithm is reliable for timetabling in many applications such as educational and personnel timetabling,machine scheduling,etc.However,having an optimal solution is extremely challenging but having a sub-optimal solution using heuristics or metaheuristics is guaranteed.This research paper seeks the enhancement of the PSO algorithm for an efficient timetabling task.This algorithm aims at generating a feasible timetable within a reasonable time.This enhanced version is a hybrid dynamic adaptive PSO algorithm that is tested on a round-robin tournament known as ITC2021 which is dedicated to sports timetabling.The competition includes several soft and hard constraints to be satisfied in order to build a feasible or sub-optimal timetable.It consists of three categories of complexities,namely early,test,and middle instances.Results showed that the proposed dynamic adaptive PSO has obtained feasible timetables for almost all of the instances.The feasibility is measured by minimizing the violation of hard constraints to zero.The performance of the dynamic adaptive PSO is evaluated by the consumed computational time to produce a solution of feasible timetable,consistency,and robustness.The dynamic adaptive PSO showed a robust and consistent performance in producing a diversity of timetables in a reasonable computational time. 展开更多
关键词 Sports timetabling particle swarm optimization ITC2021 roundrobin tournament dynamic adaptive
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Annealing Harmony Search Algorithm to Solve the Nurse Rostering Problem
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作者 Mohammed Hadwan 《Computers, Materials & Continua》 SCIE EI 2022年第6期5545-5559,共15页
A real-life problem is the rostering of nurses at hospitals.It is a famous nondeterministic,polynomial time(NP)-hard combinatorial optimization problem.Handling the real-world nurse rostering problem(NRP)constraints i... A real-life problem is the rostering of nurses at hospitals.It is a famous nondeterministic,polynomial time(NP)-hard combinatorial optimization problem.Handling the real-world nurse rostering problem(NRP)constraints in distributing workload equally between available nurses is still a difficult task to achieve.The international shortage of nurses,in addition to the spread of COVID-19,has made it more difficult to provide convenient rosters for nurses.Based on the literature,heuristic-based methods are the most commonly used methods to solve the NRP due to its computational complexity,especially for large rosters.Heuristic-based algorithms in general have problems striking the balance between diversification and intensification.Therefore,this paper aims to introduce a novel metaheuristic hybridization that combines the enhanced harmony search algorithm(EHSA)with the simulated annealing(SA)algorithm called the annealing harmony search algorithm(AHSA).The AHSA is used to solve NRP from a Malaysian hospital.The AHSA performance is compared to the EHSA,climbing harmony search algorithm(CHSA),deluge harmony search algorithm(DHSA),and harmony annealing search algorithm(HAS).The results show that the AHSA performs better than the other compared algorithms for all the tested instances where the best ever results reported for the UKMMC dataset. 展开更多
关键词 Harmony search algorithm simulated annealing combinatorial optimization problems TIMETABLING metaheuristic algorithms nurse rostering problems
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Revision of the new formula for book losing rate
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作者 唐振宇 耿小兵 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2005年第1期52-55,共4页
While the amount of book borrowing is overlooked in the calculation of book losing rate in a closed system, there are also other important overlooked elements, factors such as reader groups and the reading timetable i... While the amount of book borrowing is overlooked in the calculation of book losing rate in a closed system, there are also other important overlooked elements, factors such as reader groups and the reading timetable in open book stacks. On the basis of concrete evidence, this paper revised a new formula for book losing rate with the purpose of making the estimation in management more objective and more accurate. 展开更多
关键词 losing rate opening book stacks reading timetable factor of reader groups
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A Hybrid Heuristic Algorithm for Solving COVID-19’s Social Distancing at Universities Campus
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作者 Hassan Al-Tarawneh Khalid Al-Kaabneh +2 位作者 Aysh Alhroob Hazem Migdady Issam Alhadid 《Computer Systems Science & Engineering》 SCIE EI 2022年第6期933-944,共12页
Social distancing during COVID-19 has become one of the most important measures in reducing the risks of the spread of the virus. Implementing thesemeasures at universities is crucial and directly related to the phys... Social distancing during COVID-19 has become one of the most important measures in reducing the risks of the spread of the virus. Implementing thesemeasures at universities is crucial and directly related to the physical attendance ofthe populations of students, professors, employees, and other members on campus. This research proposes an automated scheduling approach that can help universities and schools comply with the social distancing regulations by providingassistance in avoiding huge assemblages of people. Furthermore, this paper proposes a novel course timetable-scheduling scheme based on four main constraints.First, a distance of two meters must be maintained between each student inside theclassroom. Second, no classrooms should contain more than 20% of their regularcapacity. Third, there would be no back-to-back classes. Lastly, no lectures shouldbe held simultaneously in adjacent classrooms. The proposed approach wasimplemented using a variable neighborhood search (VNS) approach with an adaptive neighborhood structure (AD-NS) to resolve the problem of scheduling coursetimetables at Al-Ahlyyia Amman University. However, the experimental resultsshow that the proposed techniques outperformed the standard VNS tested on university course timetabling benchmark dataset ITC2007-Track3. Meanwhile, theapproach was tested using datasets collected from the faculty of information technology at Al-Ahlyyia Amman University (Jordan). Where the results showed that,the proposed technique could help educational institutes to resume their regularoperations while complying with the social distancing guidelines. 展开更多
关键词 COVID-19 social distance variable neighborhood search adaptive neighborhood structure university course timetable
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A simulation-based optimization approach for passenger train timetabling with periodic track maintenance and stops for praying
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作者 Zahra Bahramian Morteza Bagheri 《Journal of Modern Transportation》 2015年第2期148-157,共10页
This paper presents two optimization methods for solving the passenger train timetabling problem to minimize the total delay time in the single track railway networks. The goal of the train timetable problem is to det... This paper presents two optimization methods for solving the passenger train timetabling problem to minimize the total delay time in the single track railway networks. The goal of the train timetable problem is to determine departure and arrival times to or from each station in order to prevent collisions between trains and effective utilization of resources. The two proposed methods are based on integration of a simulation and an optimization method to simulate train traffic flow and generate near optimal train timetable under realistic con- straints including stops for track maintenance and praying. The first proposed method integrates a cellular automata (CA) simulation model with genetic algorithm optimiza- tion method. In the second proposed approach, a CA simulation model combines with dynamically dimensioned search optimization method. The proposed models are applied to hypothetical case study to demonstrate the merit of them. The Islamic Republic of Iran Railways (IRIR) data and regulations have been used to optimize train timetable. The results show the first method is more effi- cient than the second method to obtain near optimal train timetabling. 展开更多
关键词 Train timetabling problem (TTP) Cellularautomata (CA) Genetic algorithm (GA) Dynamicallydimensioned search (DDS) algorithm STATION Trackmaintenance PRAYING
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