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(PDF) The Role of Planning in Scheduling Patient Tests in Hospital Laboratories | C. Spyropoulos - Academia.edu

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window.loswp.translateUrl = "https://www.academia.edu/login?post_login_redirect_url=https%3A%2F%2Fwww.academia.edu%2F95741573%2FThe_Role_of_Planning_in_Scheduling_Patient_Tests_in_Hospital_Laboratories%3Fshow_translation%3Dtrue"; window.loswp.previewableAttachments = [{"id":97839487,"identifier":"Attachment_97839487","shouldShowBulkDownload":false}]; window.loswp.shouldDetectTimezone = true; window.loswp.shouldShowBulkDownload = true; window.loswp.showSignupCaptcha = false window.loswp.willEdgeCache = false; window.loswp.work = {"work":{"id":95741573,"created_at":"2023-01-26T08:18:05.372-08:00","from_world_paper_id":226228015,"updated_at":"2024-11-23T17:10:21.881-08:00","_data":{"publisher":"Springer Netherlands","grobid_abstract":"Recently, many researchers have been interested in applying AI planning technology to practical real-world problems. An interesting problem where planning technology can be applied is the problem of scheduling patient tests in hospital laboratories. Doctors prescribe tests to be performed in order to assist the diagnosis. Hospital laboratories that perform tests, must cooperate in order to maximize the utilization of their equipment and minimize patient waiting time. The actual timing of the tests prescribed for a particular patient. depends on several factors that require both planning and scheduling technology. Until now, approaches that cope with this problem use pure scheduling techniques [1,2]. Among them, there are approaches that consider scheduling tests in a single laboratory [2] and approaches that support multi-laboratory test scheduling by assigning different schedulers to different laboratories [I). In [3], a dynamic distributed scheduling approach has been proposed. In [4] we made a first attempt to integrate planning and scheduling technology to solve problems of this domain. In the present chapter a more thorough approach is given. We first examine the need to J This work was developed during the project PENED 561: CHRONOBAST (TEDRAS). funded by the European Commission (EC) and the Greek General Secretary for Research and Technology of the Ministry of Development. 475 S. G. Tzafestas (ed.","publication_date":"1999,,","publication_name":"Advances in Intelligent Systems","grobid_abstract_attachment_id":"97839487"},"document_type":"paper","pre_hit_view_count_baseline":null,"quality":"high","language":"en","title":"The Role of Planning in Scheduling Patient Tests in Hospital Laboratories","broadcastable":false,"draft":null,"has_indexable_attachment":true,"indexable":true}}["work"]; window.loswp.workCoauthors = [33409838]; window.loswp.locale = "en"; window.loswp.countryCode = "SG"; window.loswp.cwvAbTestBucket = ""; window.loswp.designVariant = "ds_vanilla"; window.loswp.fullPageMobileSutdModalVariant = "control"; window.loswp.useOptimizedScribd4genScript = false; window.loswp.appleClientId = 'edu.academia.applesignon';</script><script defer="" src="https://accounts.google.com/gsi/client"></script><div class="ds-loswp-container"><div class="ds-work-card--grid-container"><div class="ds-work-card--container js-loswp-work-card"><div class="ds-work-card--cover"><div class="ds-work-cover--wrapper"><div class="ds-work-cover--container"><button class="ds-work-cover--clickable js-swp-download-button" data-signup-modal="{&quot;location&quot;:&quot;swp-splash-paper-cover&quot;,&quot;attachmentId&quot;:97839487,&quot;attachmentType&quot;:&quot;pdf&quot;}"><img alt="First page of “The Role of Planning in Scheduling Patient Tests in Hospital Laboratories”" class="ds-work-cover--cover-thumbnail" src="https://0.academia-photos.com/attachment_thumbnails/97839487/mini_magick20230126-1-112fcsx.png?1674749956" /><img alt="PDF Icon" class="ds-work-cover--file-icon" src="//a.academia-assets.com/assets/single_work_splash/adobe.icon-574afd46eb6b03a77a153a647fb47e30546f9215c0ee6a25df597a779717f9ef.svg" /><div class="ds-work-cover--hover-container"><span class="material-symbols-outlined" style="font-size: 20px" translate="no">download</span><p>Download Free PDF</p></div><div class="ds-work-cover--ribbon-container">Download Free PDF</div><div class="ds-work-cover--ribbon-triangle"></div></button></div></div></div><div class="ds-work-card--work-information"><h1 class="ds-work-card--work-title">The Role of Planning in Scheduling Patient Tests in Hospital Laboratories</h1><div class="ds-work-card--work-authors ds-work-card--detail"><a class="ds-work-card--author js-wsj-grid-card-author ds2-5-body-md ds2-5-body-link" data-author-id="33409838" href="https://independent.academia.edu/Spyropoulos"><img alt="Profile image of C. Spyropoulos" class="ds-work-card--author-avatar" src="//a.academia-assets.com/images/s65_no_pic.png" />C. Spyropoulos</a></div><div class="ds-work-card--detail"><p class="ds-work-card--detail ds2-5-body-sm">1999, Advances in Intelligent Systems</p><div class="ds-work-card--work-metadata"><div class="ds-work-card--work-metadata__stat"><span class="material-symbols-outlined" style="font-size: 20px" translate="no">visibility</span><p class="ds2-5-body-sm" id="work-metadata-view-count">…</p></div><div class="ds-work-card--work-metadata__stat"><span class="material-symbols-outlined" style="font-size: 20px" translate="no">description</span><p class="ds2-5-body-sm">12 pages</p></div><div class="ds-work-card--work-metadata__stat"><span class="material-symbols-outlined" style="font-size: 20px" translate="no">link</span><p class="ds2-5-body-sm">1 file</p></div></div><script>(async () => { const workId = 95741573; const worksViewsPath = "/v0/works/views?subdomain_param=api&amp;work_ids%5B%5D=95741573"; const getWorkViews = async (workId) => { const response = await fetch(worksViewsPath); if 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class="ds2-5-text-link__content">View PDF</span><span class="material-symbols-outlined" style="font-size: 18px" translate="no">chevron_right</span></a></div></div><div class="ds-related-work--container js-wsj-grid-card" data-collection-position="6" data-entity-id="18429016" data-sort-order="default"><a class="ds-related-work--title js-wsj-grid-card-title ds2-5-body-md ds2-5-body-link" href="https://www.academia.edu/18429016/Evaluation_of_a_Multi_Agent_System_for_Hospital_Patient_Scheduling">Evaluation of a Multi-Agent System for Hospital Patient Scheduling</a><div class="ds-related-work--metadata"><a class="js-wsj-grid-card-author ds2-5-body-sm ds2-5-body-link" data-author-id="38434664" href="https://independent.academia.edu/FranzRothlauf">Franz Rothlauf</a></div><div class="ds-related-work--ctas"><button class="ds2-5-text-link ds2-5-text-link--inline js-swp-download-button" 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js-wsj-grid-card" data-collection-position="7" data-entity-id="14291158" data-sort-order="default"><a class="ds-related-work--title js-wsj-grid-card-title ds2-5-body-md ds2-5-body-link" href="https://www.academia.edu/14291158/Genetic_algorithm_based_system_for_patient_scheduling_in_highly_constrained_situations">Genetic algorithm based system for patient scheduling in highly constrained situations</a><div class="ds-related-work--metadata"><a class="js-wsj-grid-card-author ds2-5-body-sm ds2-5-body-link" data-author-id="33253364" href="https://uni-mb.academia.edu/ViliPodgorelec">Vili Podgorelec</a></div><p class="ds-related-work--metadata ds2-5-body-xs">Journal of medical systems, 1997</p><p class="ds-related-work--abstract ds2-5-body-sm">In medicine and health care there are a lot of situations when patients have to be scheduled on different devices and/or with different physicians or therapists. It may concern preventive examinations, laboratory tests or convalescent therapies, therefore we are always looking for an optimal schedule that would result in finishing all the activities scheduled as soon as possible, with the least patient waiting time and maximum device utilization. Since patient scheduling is a highly complex problem, it is impossible to make a qualitative schedule by hand or even with exact heuristic methods. Therefore we developed a powerful automated scheduling method for highly constrained situations based on genetic algorithms and machine learning. In this paper we present the method, together with the whole process of schedule generation, the important parameters to direct the evolution and how the algorithm is guaranteed to produce only feasible solutions, not breaking any of the required const...</p><div class="ds-related-work--ctas"><button class="ds2-5-text-link ds2-5-text-link--inline js-swp-download-button" data-signup-modal="{&quot;location&quot;:&quot;wsj-grid-card-download-pdf-modal&quot;,&quot;work_title&quot;:&quot;Genetic algorithm based system for patient scheduling in highly constrained situations&quot;,&quot;attachmentId&quot;:44351067,&quot;attachmentType&quot;:&quot;pdf&quot;,&quot;work_url&quot;:&quot;https://www.academia.edu/14291158/Genetic_algorithm_based_system_for_patient_scheduling_in_highly_constrained_situations&quot;,&quot;alternativeTracking&quot;:true}"><span class="material-symbols-outlined" style="font-size: 18px" translate="no">download</span><span class="ds2-5-text-link__content">Download free PDF</span></button><a class="ds2-5-text-link ds2-5-text-link--inline js-wsj-grid-card-view-pdf" href="https://www.academia.edu/14291158/Genetic_algorithm_based_system_for_patient_scheduling_in_highly_constrained_situations"><span class="ds2-5-text-link__content">View PDF</span><span class="material-symbols-outlined" style="font-size: 18px" translate="no">chevron_right</span></a></div></div><div class="ds-related-work--container js-wsj-grid-card" data-collection-position="8" data-entity-id="14450953" data-sort-order="default"><a class="ds-related-work--title js-wsj-grid-card-title ds2-5-body-md ds2-5-body-link" href="https://www.academia.edu/14450953/Coordinated_Hospital_Patient_Scheduling">Coordinated Hospital Patient Scheduling</a><div class="ds-related-work--metadata"><a class="js-wsj-grid-card-author ds2-5-body-sm ds2-5-body-link" data-author-id="33387646" href="https://udel.academia.edu/KeithDecker">Keith Decker</a></div><p class="ds-related-work--metadata ds2-5-body-xs">International Conference on Multiagent Systems, 1998</p><p class="ds-related-work--abstract ds2-5-body-sm">Hospital Patient Scheduling is an inherently distributed problem because of the way real hospitals are organized. As medical procedures have become more complex, and their associated tests and treatments have become inter- related, the current ad hoc patient scheduling solutions have been observed to break down (15). We propose a multi-agent solution using the Generalized Partial Global Planning (GPGP) approach</p><div class="ds-related-work--ctas"><button class="ds2-5-text-link ds2-5-text-link--inline js-swp-download-button" data-signup-modal="{&quot;location&quot;:&quot;wsj-grid-card-download-pdf-modal&quot;,&quot;work_title&quot;:&quot;Coordinated Hospital Patient Scheduling&quot;,&quot;attachmentId&quot;:44138145,&quot;attachmentType&quot;:&quot;pdf&quot;,&quot;work_url&quot;:&quot;https://www.academia.edu/14450953/Coordinated_Hospital_Patient_Scheduling&quot;,&quot;alternativeTracking&quot;:true}"><span class="material-symbols-outlined" style="font-size: 18px" translate="no">download</span><span class="ds2-5-text-link__content">Download free PDF</span></button><a class="ds2-5-text-link ds2-5-text-link--inline js-wsj-grid-card-view-pdf" href="https://www.academia.edu/14450953/Coordinated_Hospital_Patient_Scheduling"><span class="ds2-5-text-link__content">View PDF</span><span class="material-symbols-outlined" style="font-size: 18px" translate="no">chevron_right</span></a></div></div><div class="ds-related-work--container js-wsj-grid-card" data-collection-position="9" data-entity-id="18429008" data-sort-order="default"><a class="ds-related-work--title js-wsj-grid-card-title ds2-5-body-md ds2-5-body-link" href="https://www.academia.edu/18429008/Agent_Based_Patient_Scheduling_in_Hospitals">Agent-Based Patient Scheduling in Hospitals</a><div class="ds-related-work--metadata"><a class="js-wsj-grid-card-author ds2-5-body-sm ds2-5-body-link" data-author-id="38434664" href="https://independent.academia.edu/FranzRothlauf">Franz Rothlauf</a></div><p class="ds-related-work--metadata ds2-5-body-xs">International Handbooks on Information Systems, 2006</p><div class="ds-related-work--ctas"><button class="ds2-5-text-link ds2-5-text-link--inline js-swp-download-button" data-signup-modal="{&quot;location&quot;:&quot;wsj-grid-card-download-pdf-modal&quot;,&quot;work_title&quot;:&quot;Agent-Based Patient Scheduling in Hospitals&quot;,&quot;attachmentId&quot;:40058869,&quot;attachmentType&quot;:&quot;pdf&quot;,&quot;work_url&quot;:&quot;https://www.academia.edu/18429008/Agent_Based_Patient_Scheduling_in_Hospitals&quot;,&quot;alternativeTracking&quot;:true}"><span class="material-symbols-outlined" style="font-size: 18px" translate="no">download</span><span class="ds2-5-text-link__content">Download free PDF</span></button><a class="ds2-5-text-link ds2-5-text-link--inline js-wsj-grid-card-view-pdf" href="https://www.academia.edu/18429008/Agent_Based_Patient_Scheduling_in_Hospitals"><span class="ds2-5-text-link__content">View PDF</span><span class="material-symbols-outlined" style="font-size: 18px" translate="no">chevron_right</span></a></div></div></div></div><div class="ds-sticky-ctas--wrapper js-loswp-sticky-ctas hidden"><div class="ds-sticky-ctas--grid-container"><div class="ds-sticky-ctas--container"><button class="ds2-5-button js-swp-download-button" data-signup-modal="{&quot;location&quot;:&quot;continue-reading-button--sticky-ctas&quot;,&quot;attachmentId&quot;:97839487,&quot;attachmentType&quot;:&quot;pdf&quot;,&quot;workUrl&quot;:null}">See full PDF</button><button class="ds2-5-button ds2-5-button--secondary js-swp-download-button" data-signup-modal="{&quot;location&quot;:&quot;download-pdf-button--sticky-ctas&quot;,&quot;attachmentId&quot;:97839487,&quot;attachmentType&quot;:&quot;pdf&quot;,&quot;workUrl&quot;:null}"><span class="material-symbols-outlined" style="font-size: 20px" translate="no">download</span>Download PDF</button></div></div></div><div class="ds-below-fold--grid-container"><div class="ds-work--container js-loswp-embedded-document"><div class="attachment_preview" data-attachment="Attachment_97839487" style="display: none"><div class="js-scribd-document-container"><div class="scribd--document-loading js-scribd-document-loader" style="display: block;"><img alt="Loading..." src="//a.academia-assets.com/images/loaders/paper-load.gif" /><p>Loading Preview</p></div></div><div style="text-align: center;"><div class="scribd--no-preview-alert js-preview-unavailable"><p>Sorry, preview is currently unavailable. 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