Optimisasi multiobjektif: Perbedaan antara revisi

Optimisasi desain multiobjektif juga diterapkan pada sistem-sistem teknik seperti mengoptimasi tata letak kabinet kontrol,<ref>{{cite arxiv|last1=Pllana|first1=Sabri|last2=Memeti|first2=Suejb|last3=Kolodziej|first3=Joanna|title=Customizing Pareto Simulated Annealing for Multi-objective Optimization of Control Cabinet Layout|eprint=1906.04825|class=cs.OH|year=2019}}</ref> optimisasi bentuk ''airfoil'',<ref>{{cite journal|last1=Nguyen|first1=Hoang Anh|last2=van Iperen|first2=Zane|last3=Raghunath|first3=Sreekanth|last4=Abramson|first4=David|last5=Kipouros|first5=Timoleon|last6=Somasekharan|first6=Sandeep|date=2017|title=Multi-objective optimisation in scientific workflow|journal=Procedia Computer Science|volume=108|pages=1443–1452|doi=10.1016/j.procs.2017.05.213|hdl=1826/12173|doi-access=free}}</ref> desain semikonduktor nano-[[CMOS]],<ref>{{Cite journal|last1=Ganesan|first1=T.|last2=Elamvazuthi|first2=I.|last3=Vasant|first3=P.|date=2015-07-01|title=Multiobjective design optimization of a nano-CMOS voltage-controlled oscillator using game theoretic-differential evolution|journal=Applied Soft Computing|volume=32|pages=293–299|doi=10.1016/j.asoc.2015.03.016}}</ref> desain [[System on a chip|''system on chip'']], desain sistem irigasi dengan tenaga (listrik) surya,<ref>{{Cite book|last1=Ganesan|first1=T.|last2=Elamvazuthi|first2=I.|last3=Shaari|first3=Ku Zilati Ku|last4=Vasant|first4=P.|date=2013-01-01|title=Hypervolume-Driven Analytical Programming for Solar-Powered Irrigation System Optimization|publisher=Springer International Publishing|isbn=978-3-319-00541-6|editor-last=Zelinka|editor-first=Ivan|series=Advances in Intelligent Systems and Computing|pages=147–154|doi=10.1007/978-3-319-00542-3_15|editor-last2=Chen|editor-first2=Guanrong|editor-last3=Rössler|editor-first3=Otto E.|editor-last4=Snasel|editor-first4=Vaclav|editor-last5=Abraham|editor-first5=Ajith}}</ref> optimisasi sistem dan bentuk cetakan pasir,<ref>{{Cite book|last1=Ganesan|first1=T.|last2=Elamvazuthi|first2=I.|last3=Shaari|first3=Ku Zilati Ku|last4=Vasant|first4=P.|date=2013-01-01|title=Multiobjective Optimization of Green Sand Mould System Using Chaotic Differential Evolution|publisher=Springer Berlin Heidelberg|isbn=978-3-642-45317-5|editor-last=Gavrilova|editor-first=Marina L.|series=Lecture Notes in Computer Science|pages=145–163|doi=10.1007/978-3-642-45318-2_6|editor-last2=Tan|editor-first2=C. J. Kenneth|editor-last3=Abraham|editor-first3=Ajith}}</ref><ref>{{cite journal|last1=Surekha|first1=B.|last2=Kaushik|first2=Lalith K.|last3=Panduy|first3=Abhishek K.|last4=Vundavilli|first4=Pandu R.|last5=Parappagoudar|first5=Mahesh B.|date=2011-05-07|title=Multi-objective optimization of green sand mould system using evolutionary algorithms|journal=The International Journal of Advanced Manufacturing Technology|volume=58|issue=1–4|pages=9–17|doi=10.1007/s00170-011-3365-8|issn=0268-3768|s2cid=110315544}}</ref> desain mesin,<ref>{{Cite web|title=MultiObjective Optimization in Engine Design Using Genetic Algorithms to Improve Engine Performance {{!}} ESTECO|url=http://www.esteco.com/modefrontier/multiobjective-optimization-engine-design-using-genetic-algorithms-improve-engine-perfo|website=www.esteco.com|access-date=2015-12-01|archive-date=2017-04-10|archive-url=https://web.archive.org/web/20170410045646/http://www.esteco.com/modefrontier/multiobjective-optimization-engine-design-using-genetic-algorithms-improve-engine-perfo|dead-url=yes}}</ref><ref>{{cite book|last1=Courteille|first1=E.|last2=Mortier|first2=F.|last3=Leotoing|first3=L.|last4=Ragneau|first4=E.|date=2005-05-16|url=https://hal.archives-ouvertes.fr/hal-00913315/file/SAE_HAL.pdf|title=SAE Technical Paper Series|location=Warrendale, PA|volume=1|chapter=Multi-Objective Robust Design Optimization of an Engine Mounting System|doi=10.4271/2005-01-2412|chapter-url=http://papers.sae.org/2005-01-2412/}}</ref> juga desain penyebaran sensor<ref>{{cite journal|last1=Domingo-Perez|first1=Francisco|last2=Lazaro-Galilea|first2=Jose Luis|last3=Wieser|first3=Andreas|last4=Martin-Gorostiza|first4=Ernesto|last5=Salido-Monzu|first5=David|last6=Llana|first6=Alvaro de la|date=April 2016|title=Sensor placement determination for range-difference positioning using evolutionary multi-objective optimization|journal=Expert Systems with Applications|volume=47|pages=95–105|doi=10.1016/j.eswa.2015.11.008}}</ref> dan desain ''controller'' yang optimal.<ref>{{Cite journal|last1=Bemporad|first1=Alberto|last2=Muñoz de la Peña|first2=David|date=2009-12-01|title=Multiobjective model predictive control|journal=Automatica|volume=45|issue=12|pages=2823–2830|doi=10.1016/j.automatica.2009.09.032}}</ref><ref>{{cite journal|last=Panda|first=Sidhartha|date=2009-06-01|title=Multi-objective evolutionary algorithm for SSSC-based controller design|journal=Electric Power Systems Research|volume=79|issue=6|pages=937–944|doi=10.1016/j.epsr.2008.12.004}}</ref>

Optimisasi multiobjektif semakin sering digunakan dalam [[teknik kimia]] dan [[manufaktur]]. Pada tahun 2009, Fiandaca dan Fraga menggunakan algoritma genetik multiobjektif (''multi-objective genetic algorithm'', MOGA) untuk mengoptimisasi proses [[adsorpsi ayunan tekanan]]. Masalah ini melibatkan proses memaksimumkan jumlah (''recovery)'' nitrogen yang didapatkan sekaligus tingkat kemurnian nitrogen. Hasil yang didapatkan metode ini memberikan perkiraan batas Pareto yang bagus dengan tarik-ulur antar objektif yang dapat diterima.<ref>{{Cite journal|last1=Fiandaca|first1=Giovanna|last2=Fraga|first2=Eric S.|last3=Brandani|first3=Stefano|year=2009|title=A multi-objective genetic algorithm for the design of pressure swing adsorption|url=http://www.research.ed.ac.uk/portal/en/publications/a-multiobjective-genetic-algorithm-for-the-design-of-pressure-swing-adsorption(b0048cd0-b338-4263-954b-c28ad4058666)/export.html|journal=Engineering Optimization|volume=41|issue=9|pages=833–854|doi=10.1080/03052150903074189|access-date=2015-12-01|s2cid=120201436}}</ref> Beberapa masalah lain yang dikerjakan dengan menggunakan optimisasi multiobjektif diantaranya: pengawetan makanan secara termal,<ref>{{cite journal|last1=Sendín|first1=José Oscar H.|last2=Alonso|first2=Antonio A.|last3=Banga|first3=Julio R.|date=2010-06-01|title=Efficient and robust multi-objective optimization of food processing: A novel approach with application to thermal sterilization|journal=Journal of Food Engineering|volume=98|issue=3|pages=317–324|doi=10.1016/j.jfoodeng.2010.01.007|hdl=10261/48082|hdl-access=free}}</ref> dan teknik pangan secara umum,<ref>{{Cite journal|author=Abakarov. A., Sushkov. Yu., Mascheroni. R.H.|year=2012|title=Multi-criteria optimization and decision-making approach for improving of food engineering processes.|url=http://tomakechoice.com/paper/MCDM&OD_IJFS.pdf|journal=International Journal of Food Studies|volume=2|pages=1–21|doi=10.7455/ijfs/2.1.2013.a1|access-date=2021-12-27|archive-date=2018-12-21|archive-url=https://web.archive.org/web/20181221185608/http://tomakechoice.com/paper/MCDM%26OD_IJFS.pdf|dead-url=yes}}</ref> ekstraksi bahan kimia,<ref>{{Cite book|last1=Ganesan|first1=Timothy|last2=Elamvazuthi|first2=Irraivan|last3=Vasant|first3=Pandian|last4=Shaari|first4=Ku Zilati Ku|date=2015-03-23|title=Multiobjective Optimization of Bioactive Compound Extraction Process via Evolutionary Strategies|publisher=Springer International Publishing|isbn=978-3-319-15704-7|editor-last=Nguyen|editor-first=Ngoc Thanh|series=Lecture Notes in Computer Science|pages=13–21|doi=10.1007/978-3-319-15705-4_2|editor-last2=Trawiński|editor-first2=Bogdan|editor-last3=Kosala|editor-first3=Raymond}}</ref> proses produksi bioetanol,<ref>{{Cite book|last=Mehdi|first=Khosrow-Pour|date=2014-06-30|url=https://books.google.com/books?id=L6N_BAAAQBAJ|title=Contemporary Advancements in Information Technology Development in Dynamic Environments|publisher=IGI Global|isbn=9781466662537}}</ref> juga masalah alokasi pembagian kerja bagi karyawan dan mesin.<ref>{{Cite journal|last1=Pearce|first1=Margaret|last2=Mutlu|first2=Bilge|last3=Shah|first3=Julie|last4=Radwin|first4=Robert|date=2018|title=Optimizing Makespan and Ergonomics in Integrating Collaborative Robots Into Manufacturing Processes|journal=IEEE Transactions on Automation Science and Engineering|language=en-US|volume=15|issue=4|pages=1772–1784|doi=10.1109/tase.2018.2789820|issn=1545-5955|s2cid=52927442|doi-access=free}}</ref>

* ''Reactive Search Optimization'' (menggunakan pemelajaran mesin untuk mengubah strategi dan objektif),<ref>{{cite book|last=Battiti|first=Roberto|author2=Mauro Brunato|author3=Franco Mascia|year=2008|title=Reactive Search and Intelligent Optimization|publisher=[[Springer Verlag]]|isbn=978-0-387-09623-0}}</ref><ref>{{cite book|last=Battiti|first=Roberto|author2=Mauro Brunato|year=2011|url=http://www.reactivebusinessintelligence.com/|title=Reactive Business Intelligence. From Data to Models to Insight.|location=Trento, Italy|publisher=Reactive Search Srl|isbn=978-88-905795-0-9|access-date=2021-10-11|archive-date=2011-03-15|archive-url=https://web.archive.org/web/20110315221838/http://www.reactivebusinessintelligence.com/|dead-url=yes}}</ref> diterapkan dalam [[LIONsolver]]