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The Task Scheduling Problem: A NeuroGenetic Approach

Anurag Agarwal, Selcuk Colak, Jason Deane, Terry Rakes
<span title="2014-09-24">2014</span> <i title="Clute Institute"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/wfg2yhlvvfbvzjclubrsrtymne" style="color: black;">Journal of Business &amp; Economics Research</a> </i> &nbsp;
This paper addresses the task scheduling problem which involves minimizing the makespan in scheduling n tasks on m machines (resources) where the tasks follow a precedence relation and preemption is not  ...  The machines (resources) are all identical and a task needs only one machine for processing.  ...  It has been applied to the resource constrained project scheduling problem (Agarwal et al., 2011) but has not been applied to the task scheduling problem.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.19030/jber.v12i4.8860">doi:10.19030/jber.v12i4.8860</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/womlenquwnd2znpmhgxd4zswji">fatcat:womlenquwnd2znpmhgxd4zswji</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190428230350/https://clutejournals.com/index.php/JBER/article/download/8860/8818" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/a8/8d/a88d1c7f3e051292bf66d78d953a863b2f67c68b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.19030/jber.v12i4.8860"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

An Enhanced Discrete Bees Algorithm for Resource Constrained Optimization Problems

Mohamed Amine Nemmich, Fatima Debbat, Mohamed Slimane
<span title="2019-12-25">2019</span> <i title="IBERAMIA: Sociedad Iberoamericana de Inteligencia Artificial"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/5qve3fgne5dh3mzbzovoilyufm" style="color: black;">Inteligencia Artificial</a> </i> &nbsp;
In this paper, we propose a novel efficient model based on Bees Algorithm (BA) for the Resource-Constrained Project Scheduling Problem (RCPSP).  ...  The proposed EDBA is tested on well-known benchmark problem instance sets from Project Scheduling Problem Library (PSPLIB) and compared with other approaches from the literature.  ...  The Resource constrained project scheduling problem (RCPSP) is a well-known computationally intractable combinatorial problem with considerable practical relevance.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.4114/intartif.vol22iss64pp123-134">doi:10.4114/intartif.vol22iss64pp123-134</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ao3himkahbge7d3h2dxkb7eys4">fatcat:ao3himkahbge7d3h2dxkb7eys4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20191230010712/https://journal.iberamia.org/index.php/intartif/article/download/358/97" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/0d/17/0d17580c08541b478e37d0cda79ac8abfd125aa4.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.4114/intartif.vol22iss64pp123-134"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

A new improved genetic algorithm approach and a competitive heuristic method for large-scale multiple resource-constrained project-scheduling problems

Mostafa Khanzadi, Rambod Soufipour, Mohammad Rostami
<span title="2011-10-01">2011</span> <i title="Growing Science"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/r3eu5lbtdnecte3lctgdxnhplq" style="color: black;">International Journal of Industrial Engineering Computations</a> </i> &nbsp;
The aim of this paper is to present a new genetic algorithm approach for large scale multiple resource-constrained project-scheduling problems (RCPSP).  ...  The emphasis in this research is on investigating the complexity of scheduling problems and developing a new GA approach to solve this problem in such a way that the advantages of GA are appropriately  ...  Conclusions In this paper, we have proposed a new GA method to solve large-scale multiple resource-constrained project-scheduling problems.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5267/j.ijiec.2011.06.009">doi:10.5267/j.ijiec.2011.06.009</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/4ks4tw3vobgizhqbh45lakzbsm">fatcat:4ks4tw3vobgizhqbh45lakzbsm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180602012911/http://www.growingscience.com/ijiec/Vol2/IJIEC_2011_36.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/8f/d9/8fd9b33c7f0f571f9192cc2d8ee9543d33f4286a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5267/j.ijiec.2011.06.009"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

A NeuroGenetic Approach for Multiprocessor Scheduling [chapter]

Anurag Agarwal
<span title="2007-12-01">2007</span> <i title="I-Tech Education and Publishing"> Multiprocessor Scheduling, Theory and Applications </i> &nbsp;
A job-shop scheduling problem can be considered a special case of the resource-constrained project scheduling problem (RCPSP).  ...  This chapter presents a NeuroGenetic approach for solving a family of multiprocessor scheduling problems.  ...  We apply this hybrid approach to a multiprocessor scheduling problem, the job-shop scheduling problem to test if the hybridization helps improve the solution.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5772/5218">doi:10.5772/5218</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/uhwnh5jtbjbqbgzvfuahuskc2u">fatcat:uhwnh5jtbjbqbgzvfuahuskc2u</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190502193111/https://cdn.intechopen.com/pdfs/616.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/84/29/8429f0df3004c8ca3a2c0bfda3fa7b041ef14d3e.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5772/5218"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

An ABC-Genetic method to solve resource constrained project scheduling problem

Reza Akbari, Vahid Zeighami, Ismail Akbari
<span title="2012-11-05">2012</span> <i title="Sciedu Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/zr2wmo3glvdzdpurf5honbqn24" style="color: black;">Artificial intelligence research</a> </i> &nbsp;
The aim of this work is to study the effect of hybridization on the performance of the Artificial Bee Colony (ABC) as a recently introduced metaheuristic for solving Resource Constrained Project Scheduling  ...  For this purposes, the ABC is combined with a Genetic Algorithm (GA). At the initial time, the algorithm generates a set of schedules randomly.  ...  Conclusions A new hybrid method for solving resource-constrained project scheduling problem has been proposed in the present work.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5430/air.v1n2p185">doi:10.5430/air.v1n2p185</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/kyfb6k42zbaafnkyagli635dta">fatcat:kyfb6k42zbaafnkyagli635dta</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20130227022531/http://www.sciedu.ca:80/journal/index.php/air/article/download/1102/1002" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/87/f1/87f188e5f2e98f0f56e3058f4d49304a786f852f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5430/air.v1n2p185"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Review of conventional metaheuristic techniques for resource-constrained project scheduling problem

Amir Golab, Ehsan Sedgh Gooya, Ayman Al Falou, Mikael Cabon
<span title="">2022</span> <i title="Growing Science"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/rtw5k37eafgpzjfzq4orevr3hq" style="color: black;">Journal of Project Management</a> </i> &nbsp;
Finally, the challenges of the conventional meta-heuristics are explored, which may be helpful for future studies to apply new suitable techniques to solve the Resource-Constrained Project Scheduling Problem  ...  In this problem, resource constraints and precedence relationships between activities are known to be the most important constraints for project scheduling.  ...  mode version 2 A hybrid genetic algorithm for the resource-constrained project scheduling problem 370 2008 Hybrid Genetic Algorithm (HGA) 3 A random key based genetic algorithm for the resource constrained  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5267/j.jpm.2021.10.002">doi:10.5267/j.jpm.2021.10.002</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/m6zcwdorpbdcbkbgbibonui4oq">fatcat:m6zcwdorpbdcbkbgbibonui4oq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20211228211424/http://www.growingscience.com/jpm/Vol7/jpm_2021_22.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/bf/da/bfda5b28c7b9dee2ed14676a557440b37db0a1a9.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5267/j.jpm.2021.10.002"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

Nuclear Power Plant Construction Scheduling Problem with Time Restrictions: A Particle Swarm Optimization Approach

Shang-Kuan Chen, Yen-Wu Ti, Kuo-Yu Tsai
<span title="">2016</span> <i title="Hindawi Limited"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/4hflwfupybdbndsa63q4g4aed4" style="color: black;">Science and Technology of Nuclear Installations</a> </i> &nbsp;
In nuclear power plant construction scheduling, a project is generally defined by its dependent preparation time, the time required for construction, and its reactor installation time.  ...  In this paper, a hierarchical particle swarm optimization algorithm is proposed to solve the nuclear power plant construction scheduling problem and minimize the occurrence of projects failing to achieve  ...  Agarwal et al. (2011) proposed a neurogenetic approach which is a hybrid of genetic algorithms and neural-network approaches for solving the resourceconstrained project scheduling problem.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2016/2150692">doi:10.1155/2016/2150692</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/qfcpa7j3bzaqdepejhszdsqfvi">fatcat:qfcpa7j3bzaqdepejhszdsqfvi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190302151731/http://pdfs.semanticscholar.org/a53e/83ab753cf36c83f08064259e53c644945f8e.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/a5/3e/a53e83ab753cf36c83f08064259e53c644945f8e.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2016/2150692"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> hindawi.com </button> </a>

Shuffled Frog Leaping Algorithm for Preemptive Project Scheduling Problems with Resource Vacations Based on Patterson Set

Yi Han, Ikou Kaku, Jianhu Cai, Yanlai Li, Chao Yang, Lili Deng
<span title="">2013</span> <i title="Hindawi Limited"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/xdzjuti5nzejrghubfpezefpqi" style="color: black;">Journal of Applied Mathematics</a> </i> &nbsp;
This paper presents a shuffled frog leaping algorithm (SFLA) for the single-mode resource-constrained project scheduling problem where activities can be divided into equant units and interrupted during  ...  The presence of scarce resources and precedence relations between activities makes project scheduling a difficult and important task in project management.  ...  Therefore the resource-constrained project scheduling problem (RCPSP), which is NP-hard, began to receive more and more attention afterwards.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2013/451090">doi:10.1155/2013/451090</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/4y5vo36jvvh6tcnzzubiqi5h3q">fatcat:4y5vo36jvvh6tcnzzubiqi5h3q</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190305000722/http://pdfs.semanticscholar.org/c349/b7fdca12d0daf1f24982452f5a212fa05081.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/c3/49/c349b7fdca12d0daf1f24982452f5a212fa05081.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2013/451090"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> hindawi.com </button> </a>

An Efficient Task Scheduling of Multiprocessor using Genetic Algorithm based on Task Height

Ashish Sharma, Mandeep Kaur
<span title="2015-08-31">2015</span> <i title="Science and Engineering Research Support Society"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/rebsgv7gbjechhypg6np633rcu" style="color: black;">International Journal of Hybrid Information Technology</a> </i> &nbsp;
S Diana, L Ganapathy, Ashok K Pundir [18], proposed improved Genetic Algorithm (IGA) based approach for the single mode resource constrained project scheduling problem (RCPSP) with makespan minimization  ...  AnuragAgarwal, SelcukColak [14] , proposed a metaheuristic approach -called NeuroGenetic -which is a combination of an augmented neural network and a genetic algorithm.  ...  Proposed Algorithm We propose a genetic algorithm for scheduling tasks in multiprocessor environment. We have used the randomized height based approach.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.14257/ijhit.2015.8.8.07">doi:10.14257/ijhit.2015.8.8.07</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/nsebg2pcenadvle4ge5cqb2u4a">fatcat:nsebg2pcenadvle4ge5cqb2u4a</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180603173645/http://www.sersc.org/journals/IJHIT/vol8_no8_2015/7.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/e0/68/e068166a4293e3aa14999cdf5bccf90ae983e37d.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.14257/ijhit.2015.8.8.07"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

An Efficient Task Scheduling of Multiprocessor Using Genetic Algorithm Based on Task Height

Ashish Sharma Mandeep Kaur
<span title="">2015</span> <i title="OMICS Publishing Group"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/3vq4nfyo65gndle6y4jboqa4oy" style="color: black;">Journal of Information Technology &amp; Software Engineering</a> </i> &nbsp;
S Diana, L Ganapathy, Ashok K Pundir [18], proposed improved Genetic Algorithm (IGA) based approach for the single mode resource constrained project scheduling problem (RCPSP) with makespan minimization  ...  AnuragAgarwal, SelcukColak [14] , proposed a metaheuristic approach -called NeuroGenetic -which is a combination of an augmented neural network and a genetic algorithm.  ...  Proposed Algorithm We propose a genetic algorithm for scheduling tasks in multiprocessor environment. We have used the randomized height based approach.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.4172/2165-7866.1000151">doi:10.4172/2165-7866.1000151</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/nsrdczafrjejxoiai2grcwbhce">fatcat:nsrdczafrjejxoiai2grcwbhce</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180603173645/http://www.sersc.org/journals/IJHIT/vol8_no8_2015/7.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/e0/68/e068166a4293e3aa14999cdf5bccf90ae983e37d.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.4172/2165-7866.1000151"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

An adaptive memory programming framework for the resource-constrained project scheduling problem

Dimitris C. Paraskevopoulos, Christos D. Tarantilis, George Ioannou
<span title="2016-03-21">2016</span> <i title="Informa UK Limited"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/sowvaovjz5h3hpgfua7tikprd4" style="color: black;">International Journal of Production Research</a> </i> &nbsp;
The Resource Constrained Project Scheduling Problem (RCPSP) is one of the most intractable combinatorial optimisation problems that combines a set of constraints and objectives met in a vast variety of  ...  Adaptive Memory Programming (AMP) is one of the most successful frameworks for solving hard combinatorial optimisation problems (e.g., vehicle routing and scheduling).  ...  Acknowledgements Thanks are due to the anonymous reviewers for providing valuable and insightful comments on an earlier version of this paper.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1080/00207543.2016.1145814">doi:10.1080/00207543.2016.1145814</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/7hglnnpt3zcebdeq2nol6rn4ie">fatcat:7hglnnpt3zcebdeq2nol6rn4ie</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190416034359/https://core.ac.uk/download/pdf/77025075.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/cc/df/ccdf857c94e5d6a388353b496fd2f94d073d0132.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1080/00207543.2016.1145814"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> tandfonline.com </button> </a>

The 0/1 Multidimensional Knapsack Problem and Its Variants: A Survey of Practical Models and Heuristic Approaches

Soukaina Laabadi, Mohamed Naimi, Hassan El Amri, Boujemâa Achchab
<span title="">2018</span> <i title="Scientific Research Publishing, Inc,"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/64fqehzdhzdu5m46zxlkozlbei" style="color: black;">American Journal of Operations Research</a> </i> &nbsp;
On the other hand, due to its well-known NP-Hardness, many researchers choose the 0/1 MKP as a test problem for their new resolution approaches.  ...  They review and compare 11 variants of this metaheuristic approach for solving MKP. The 0/1 MKP is strongly NP-hard problem [14] .  ...  Conflicts of Interest The authors declare no conflicts of interest regarding the publication of this paper.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.4236/ajor.2018.85023">doi:10.4236/ajor.2018.85023</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3gj2dpb7preahdrpbtveuijgli">fatcat:3gj2dpb7preahdrpbtveuijgli</a> </span>
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Abstracts from the Energy Informatics.Academy Asia 2021 conference and PhD workshop

<span title="">2021</span> <i title="Springer Science and Business Media LLC"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/eqs7yyvi6nczhfbq7ofgzxw2ae" style="color: black;">Energy Informatics</a> </i> &nbsp;
Acknowledgements The authors thank the SDU Center for Energy Informatics for funding the Ph.D project.  ...  Acknowledgements The authors would like to acknowledge Dinel for supplying data to the research project.  ...  In this paper, the optimal bidding scheduling was determined by solving a mixed integer linear programming problem formulated as follows.  ... 
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Relevance and Applicability of Multi-objective Resource Constrained Project Scheduling Problem Review Article

Babatunde Odedairo, Victor Oladokun
<span title="">2011</span> <i > Technology &amp; Applied Science Research </i> &nbsp; <span class="release-stage">unpublished</span>
Resource-Constrained Project Scheduling Problem (RCPSP) is a on Polynomial (P)-Hard optimization problem that considers how to assign activities to available resources in order to meet predefined objectives  ...  Inherently, these tend to make RCPSP, a multi-objective problem. However, it has been treated as a single objective problem with project makespan often recognized as the most relevant objective.  ...  The resource constrained project scheduling is a problem for most project managers because virtually all organizations use their project schedule not only as a tool to manage their project, but also as  ... 
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A Hybrid Method for the Multi-Mode Resource-Constrained Project Scheduling Problem

E. Szendroi
<i title="Civil-Comp Press"> Proceedings of the First International Conference on Soft Computing Technology in Civil, Structural and Environmental Engineering </i> &nbsp; <span class="release-stage">unpublished</span>
This paper addresses the multi-mode multi-skilled resource-constrained project scheduling problem. Activities of real world projects often require more than one skill to be accomplished.  ...  Furthermore, the PGA uses a hybrid multi-attribute decision making (MADM) approach consisting of the Shannon's entropy method and the VIKOR method to select the candidate individuals for reproduction.  ...  Introduction A classical resource-constrained project scheduling problem (RCPSP) deals with scheduling a set of interrelated activities with respect to precedence relations and resource limitations (Hosseini  ... 
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