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\u017diga Str\u017einar, mag. in\u017e., Institut Jo\u017eef Stefan, Ljubljana in Univerza v Ljubljani, Fakulteta za elektrotehniko; dr. Bo\u0161tjan Pregelj, univ. dipl. in\u017e., Institut Jo\u017eef Stefan, Ljubljana; prof. dr. Igor \u0160krjanc, univ. dipl. in\u017e., Univerza v Ljubljani, Fakulteta za elektrotehniko<\/p>\n
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Abstract:<\/strong><\/p>\n Effective supervision of production processes is critical to ensuring product quality, maximizing production asset utilization, and improving overall performance metrics. However, the cost of implementing control systems can be prohibitively high, with such systems typically only being available on mass-produced machines. As a result, control systems are often unavailable on unique machines, which represent the majority of production assets. In order to promote wider use of control systems, our research focuses on utilizing minimally invasive or existing measuring equipment to enable control system implementation on unique machines. Specifically, we concentrate on repeatable industrial processes, with a particular emphasis on batch production. We propose a sequence of tasks that enable real-time detection of anomalies during operation. In this paper, we present a method for time series classification called Eigenresponse Fuzzy Clustering, which uses a condensed representation of each class with a limited number of prototypes known as Eigenresponses. We demonstrate the effectiveness of this method in detecting the actuation of various pneumatic actuators.<\/p>\n Keywords:<\/strong><\/p>\n Time series analysis, Time series classification, Fuzzy systems; Event detection<\/p>\n [\/et_pb_text][et_pb_button button_url=”https:\/\/revija-ventil.si\/wp-content\/uploads\/strzinar_06_2024.pdf” url_new_window=”on” button_text=”Download PDF” admin_label=”Gumb Prenesi PDF” _builder_version=”4.26.0″ custom_button=”on” button_text_size=”15px” button_text_color=”#00868a” button_bg_color=”rgba(0,0,0,0)” button_border_color=”#00868a” button_icon=”||divi||400″ custom_margin=”||0px||false|false” custom_margin_tablet=”||20px||false|false” custom_margin_phone=”” custom_margin_last_edited=”on|desktop” custom_padding=”||||false|false” hover_enabled=”0″ locked=”off” global_colors_info=”{}” button_border_color__hover_enabled=”on|hover” button_border_color__hover=”#00868a” theme_builder_area=”post_content” sticky_enabled=”0″][\/et_pb_button][et_pb_post_nav in_same_term=”on” prev_text=”Older entries” next_text=”Newer entries” admin_label=”Navigacija po objavah” _builder_version=”4.3.3″ custom_margin=”||||false|false” custom_margin_phone=”||||false|false” custom_margin_last_edited=”off|desktop” custom_padding=”20px||||false|false” custom_padding_tablet=”0px||0px||false|false” custom_padding_phone=”0px||0px||false|false” custom_padding_last_edited=”on|tablet” title_text_color_last_edited=”off|desktop” global_module=”11763″ locked=”off” global_colors_info=”{}” title_text_color__hover_enabled=”on|desktop” title_text_color__hover=”#212b31″ theme_builder_area=”post_content”][\/et_pb_post_nav][\/et_pb_column][et_pb_column type=”1_4″ _builder_version=”4.16″ custom_padding=”|||” global_colors_info=”{}” custom_padding__hover=”|||” theme_builder_area=”post_content”][et_pb_sidebar orientation=”right” area=”et_pb_widget_area_4″ disabled_on=”on|on|off” _builder_version=”4.3.3″ global_module=”11764″ global_colors_info=”{}” theme_builder_area=”post_content”][\/et_pb_sidebar][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":" Effective supervision of production processes is critical to ensuring product quality, maximizing production asset utilization, and improving overall performance metrics. However, the cost of implementing control systems can be prohibitively high, with such systems typically only being available on mass-produced machines.<\/p>\n","protected":false},"author":5,"featured_media":15411,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[154],"tags":[],"class_list":["post-15438","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-science-and-expert-articles"],"_links":{"self":[{"href":"https:\/\/revija-ventil.si\/en\/wp-json\/wp\/v2\/posts\/15438","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/revija-ventil.si\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/revija-ventil.si\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/revija-ventil.si\/en\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/revija-ventil.si\/en\/wp-json\/wp\/v2\/comments?post=15438"}],"version-history":[{"count":2,"href":"https:\/\/revija-ventil.si\/en\/wp-json\/wp\/v2\/posts\/15438\/revisions"}],"predecessor-version":[{"id":15440,"href":"https:\/\/revija-ventil.si\/en\/wp-json\/wp\/v2\/posts\/15438\/revisions\/15440"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/revija-ventil.si\/en\/wp-json\/wp\/v2\/media\/15411"}],"wp:attachment":[{"href":"https:\/\/revija-ventil.si\/en\/wp-json\/wp\/v2\/media?parent=15438"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/revija-ventil.si\/en\/wp-json\/wp\/v2\/categories?post=15438"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/revija-ventil.si\/en\/wp-json\/wp\/v2\/tags?post=15438"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}