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Comparison of Evolutionary and Deterministic Multiobjective Algorithms for Dose Optimization in Brachytherapy [chapter]

Natasa Milickovic, Michael Lahanas, Dimos Baltas, Nikolaos Zamboglou
<i title="Springer Berlin Heidelberg"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2w3awgokqne6te4nvlofavy5a4" style="color: black;">Lecture Notes in Computer Science</a> </i> &nbsp;
We compare two multiobjective evolutionary algorithms, with deterministic gradient based optimization methods for the dose optimization problem in high-dose rate (HDR) brachytherapy.  ...  The performance of the multiobjective evolutionary algorithms is improved if a small part of the population is initialized with solutions from deterministic algorithms.  ...  We have estimated in some cases the performance of the MOEAs from Monte Carlo sampling experiments.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/3-540-44719-9_12">doi:10.1007/3-540-44719-9_12</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/f4pumimr5jhifmkbkoyhogqpuu">fatcat:f4pumimr5jhifmkbkoyhogqpuu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20041016030956/http://www.mlahanas.de:80/Papers/preprint/LNCS_comp.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/f7/cf/f7cf5c5cbd2a3b0070a410867e4152aaa917b33c.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/3-540-44719-9_12"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Application of Multiobjective Evolutionary Algorithms for Dose Optimization Problems in Brachytherapy [chapter]

Michael Lahanas, Natasa Milickovic, Dimos Baltas, Nikolaos Zamboglou
<span title="">2001</span> <i title="Springer Berlin Heidelberg"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2w3awgokqne6te4nvlofavy5a4" style="color: black;">Lecture Notes in Computer Science</a> </i> &nbsp;
For the last approach we compare the optimization results of evolutionary multiobjective algorithms with deterministic optimization methods.  ...  In High Dose Rate (HDR) brachytherapy the conventional dose optimization algorithms consider the multiple objectives in form of an aggregate function which combines individual objectives into a single  ...  Zitzler and P. E. Sevinc for the FEMO library. This investigation was supported by a European Commission Grant (IST-1999-10618, Project: MITTUG).  ... 
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<a target="_blank" rel="noopener" href="https://web.archive.org/web/20041016021529/http://www.mlahanas.de:80/Papers/preprint/LNCS_appl.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/fa/3c/fa3c98e14cff916be620f0912e0b06d5c0e05d1f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/3-540-44719-9_40"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

A hierarchical evolutionary algorithm for multiobjective optimization in IMRT

Clay Holdsworth, Minsun Kim, Jay Liao, Mark H. Phillips
<span title="2010-08-27">2010</span> <i title="Wiley"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/4xxxfsh2pjc4nhsa3qijpqv6zy" style="color: black;">Medical Physics (Lancaster)</a> </i> &nbsp;
The top level of the hierarchical algorithm is a multiobjective evolutionary algorithm (MOEA).  ...  Our goal was to develop an efficient multiobjective optimization algorithm that was flexible enough to handle any form of objective function and that resulted in a set of Pareto optimal plans.  ...  III A͒; • a multiobjective comparison of performance between a standard genetic algorithm package and the modified evolutionary algorithm ͑Sec.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1118/1.3478276">doi:10.1118/1.3478276</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/20964218">pmid:20964218</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC2945740/">pmcid:PMC2945740</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/pksdvtiyf5a43g3ijgkvsczo6q">fatcat:pksdvtiyf5a43g3ijgkvsczo6q</a> </span>
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Global convergence analysis of fast multiobjective gradient-based dose optimization algorithms for high-dose-rate brachytherapy

M Lahanas, D Baltas, S Giannouli
<span title="2003-02-17">2003</span> <i title="IOP Publishing"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/zuggg3zvsfaatpw6invuoevl7a" style="color: black;">Physics in Medicine and Biology</a> </i> &nbsp;
Multiobjective dose optimization in HDR brachytherapy using L-BFGS and a new modified computation method for the objectives and derivatives has been accelerated, depending on the number of sampling points  ...  We consider the problem of the global convergence of gradient-based optimization algorithms for interstitial high dose rate (HDR) brachytherapy dose optimization using variance-based objectives.  ...  Deterministic gradient-based algorithms Dose optimization algorithms in HDR brachytherapy require the inclusion of constraints for the dwell weights as the result of the optimization includes a large number  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1088/0031-9155/48/5/304">doi:10.1088/0031-9155/48/5/304</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/12696798">pmid:12696798</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/q7ydcywtyvhz5nlyv2cau3dchm">fatcat:q7ydcywtyvhz5nlyv2cau3dchm</a> </span>
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Multiobjective anatomy-based dose optimization for HDR-brachytherapy with constraint free deterministic algorithms

N Milickovic, M Lahanas, M Papagiannopoulou, N Zamboglou, D Baltas
<span title="2002-06-18">2002</span> <i title="IOP Publishing"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/zuggg3zvsfaatpw6invuoevl7a" style="color: black;">Physics in Medicine and Biology</a> </i> &nbsp;
In high dose rate (HDR) brachytherapy, the conventional dose optimization algorithms consider multiple objectives in the form of an aggregate function that transforms the multiobjective problem into a  ...  We use objectives expressed in terms of dose variances obtained from a few hundred sampling points in the planning target volume (PTV) and in organs at risk (OAR).  ...  Statistics for the 16 clinical cases used for the analysis of the deterministic multiobjective dose optimization algorithms and FSA.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1088/0031-9155/47/13/306">doi:10.1088/0031-9155/47/13/306</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/12164586">pmid:12164586</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/kizzzvytgjev7cjpupwcqcukkm">fatcat:kizzzvytgjev7cjpupwcqcukkm</a> </span>
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Intensity Modulated Beam Radiation Therapy Dose Optimization with Multiobjective Evolutionary Algorithms [chapter]

Michael Lahanas, Eduard Schreibmann, Natasa Milickovic, Dimos Baltas
<span title="">2003</span> <i title="Springer Berlin Heidelberg"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2w3awgokqne6te4nvlofavy5a4" style="color: black;">Lecture Notes in Computer Science</a> </i> &nbsp;
We compare the performance of the algorithms with objectives for which deterministic optimization methods provide global optimal solutions.  ...  We apply the NSGA-II algorithm and its controlled elitist version NSGA-IIc for the intensity modulated beam radiotherapy dose optimization problem.  ...  We used in the past MO evolutionary algorithms for dose optimization in brachytherapy [5] , which is another radiation based cancer treatment method.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/3-540-36970-8_46">doi:10.1007/3-540-36970-8_46</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/yusnozh3xzaszhg6bpb2razri4">fatcat:yusnozh3xzaszhg6bpb2razri4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20040317101158/http://www.mlahanas.de:80/Papers/preprint/IMRT_EMO2003.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/4b/27/4b277c3a9e35aa16af593256cdeb43a3b43b3fc3.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/3-540-36970-8_46"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Are dose calculations during dose optimization in brachytherapy necessary?

M. Lahanas, D. Baltas
<span title="2003-08-22">2003</span> <i title="Wiley"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/4xxxfsh2pjc4nhsa3qijpqv6zy" style="color: black;">Medical Physics (Lancaster)</a> </i> &nbsp;
We consider the problem of anatomy based dose optimization in brachytherapy.  ...  The idea is that some of the objectives and their derivatives used for dose optimization do not require the explicit calculation of dose values.  ...  Multiobjective evolutionary optimization algorithms 6 do not require importance factors.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1118/1.1580483">doi:10.1118/1.1580483</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/14528959">pmid:14528959</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/yqcqmtcdnrhe7i6lagrbtjrcnm">fatcat:yqcqmtcdnrhe7i6lagrbtjrcnm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20040317124445/http://www.mlahanas.de:80/Papers/preprint/MPHSpeedUp.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/74/d7/74d7586402c131a5c0956f5311dcc71e9ecefb41.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1118/1.1580483"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Multiobjective inverse planning for intensity modulated radiotherapy with constraint-free gradient-based optimization algorithms

Michael Lahanas, Eduard Schreibmann, Dimos Baltas
<span title="2003-08-21">2003</span> <i title="IOP Publishing"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/zuggg3zvsfaatpw6invuoevl7a" style="color: black;">Physics in Medicine and Biology</a> </i> &nbsp;
We consider the behavior of the limited memory L-BFGS algorithm as a representative constraint-free gradient-based algorithm which is used for multiobjective (MO) dose optimization for intensity modulated  ...  The elimination of the problem of negative beam fluences and the high computational speed permits constraint-free gradient-based optimization algorithms to be used for MO dose optimization.  ...  Important for deterministic gradient-based algorithms is the problem of global convergence as described for brachytherapy by Lahanas et al 2003 and in radiotherapy by Rowbottom et al (2002) .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1088/0031-9155/48/17/308">doi:10.1088/0031-9155/48/17/308</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/14516105">pmid:14516105</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zzgvba44zneezle5mpx547vyqu">fatcat:zzgvba44zneezle5mpx547vyqu</a> </span>
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Scheduling by NSGA-II: Review and Bibliometric Analysis

Iman Rahimi, Amir H. Gandomi, Kalyanmoy Deb, Fang Chen, Mohammad Reza Nikoo
<span title="2022-01-04">2022</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/vt2hc3xcijfofb7cwnxv4hhszi" style="color: black;">Processes</a> </i> &nbsp;
Moreover, a brief comparison of different evolutionary multi-objective optimization algorithms is provided, followed by a summary of state-of-the-art works on the application of NSGA-II in scheduling.  ...  NSGA-II is an evolutionary multi-objective optimization algorithm that has been applied to a wide variety of search and optimization problems since its publication in 2000.  ...  Application and benchmarking of multi-objective evolutionary algorithms on high-dose-rate brachytherapy planning for prostate cancer treatment. Swarm Evol. Comput. 2018, 40, 37–52.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/pr10010098">doi:10.3390/pr10010098</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/p37agkf6pzegbmwategpmobtfq">fatcat:p37agkf6pzegbmwategpmobtfq</a> </span>
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Application of multiobjective genetic algorithms in anatomy based dose optimization in brachytherapy and its comparation with deterministic algorithms

N.B. Milickovic, M. Lahanas, M. Papagiannopoulou, K. Karouzakis, D. Baltas, N. Zamboglou
<i title="IEEE"> 2001 Conference Proceedings of the 23rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society </i> &nbsp;
For the last approach we compare the optimization results of evolutionary multiobjective algorithms with deterministic optimization methods.  ...  In High Dose Rate (HDR) brachytherapy the conventional dose optimization algorithms consider the multiple objectives in form of an aggregate function which combines individual objectives into a single  ...  A combination of deterministic and evolutionary multiobjective algorithms seems to be the best choice for a robust and efficient multiobjective dose optimization in HDR brachytherapy.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/iembs.2001.1019698">doi:10.1109/iembs.2001.1019698</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/qjapu4f4tjh6vehkxuhsirtfxu">fatcat:qjapu4f4tjh6vehkxuhsirtfxu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20040720122048/http://mlahanas.de:80/Papers/preprint/eurogen1.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/f6/15/f615219475f903d5eb1af3126cdfa34eaed7afb7.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/iembs.2001.1019698"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

A survey on applications of the harmony search algorithm

D. Manjarres, I. Landa-Torres, S. Gil-Lopez, J. Del Ser, M.N. Bilbao, S. Salcedo-Sanz, Z.W. Geem
<span title="">2013</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/74vjt6olkvfqpdykhombmbjp74" style="color: black;">Engineering applications of artificial intelligence</a> </i> &nbsp;
results in a wide range of optimization problems.  ...  This paper thoroughly reviews and analyzes the main characteristics and application portfolio of the so-called Harmony Search algorithm, a meta-heuristic approach that has been shown to achieve excellent  ...  Acknowledgments This work was supported by the Gachon University research fund of 2012 (GCU-2012-R034).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.engappai.2013.05.008">doi:10.1016/j.engappai.2013.05.008</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ewsb5amb3rf7dobjaaqpndfh2a">fatcat:ewsb5amb3rf7dobjaaqpndfh2a</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170809141253/http://romisatriawahono.net/lecture/rm/survey/softcomputing/Manjarres%20-%20Harmony%20Search%20Algorithm%20-%202013.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/95/9e/959e18e9c3e57df8588f88b96b715b15698644c6.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.engappai.2013.05.008"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>