{"id":21719,"date":"2026-09-21T15:41:34","date_gmt":"2026-09-21T12:41:34","guid":{"rendered":"https:\/\/uomisan.edu.iq\/eng\/ar\/?p=21719"},"modified":"2026-09-21T15:41:36","modified_gmt":"2026-09-21T12:41:36","slug":"%d8%aa%d8%af%d8%b1%d9%8a%d8%b3%d9%8a-%d9%81%d9%8a-%d9%83%d9%84%d9%8a%d8%a9-%d8%a7%d9%84%d9%87%d9%86%d8%af%d8%b3%d8%a9-%d9%8a%d9%86%d8%b4%d8%b1-%d8%a8%d8%ad%d8%ab%d9%8b%d8%a7-%d8%b9%d9%84%d9%85%d9%8a-3","status":"publish","type":"post","link":"https:\/\/uomisan.edu.iq\/eng\/ar\/blog\/archives\/21719","title":{"rendered":"\u062a\u062f\u0631\u064a\u0633\u064a \u0641\u064a \u0643\u0644\u064a\u0629 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u064a\u0646\u0634\u0631 \u0628\u062d\u062b\u064b\u0627 \u0639\u0644\u0645\u064a\u064b\u0627 \u0641\u064a \u0645\u062c\u0644\u0629 \u0639\u0627\u0644\u0645\u064a\u0629 \u0645\u0641\u0647\u0631\u0633\u0629 \u0636\u0645\u0646 Scopus \u0648Clarivate"},"content":{"rendered":"\n

\u0646\u0634\u0631 <\/strong>\u0627\u0644\u0645\u062f\u0631\u0633 \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u0639\u0644\u064a \u0639\u0628\u062f \u0627\u0644\u0632\u0647\u0631\u0629 \u0639\u0644\u064a<\/strong>\u060c \u0627\u0644\u062a\u062f\u0631\u064a\u0633\u064a \u0641\u064a \u0642\u0633\u0645 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0643\u064a\u0645\u064a\u0627\u0648\u064a\u0629 \u2013 \u0643\u0644\u064a\u0629 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u2013 \u062c\u0627\u0645\u0639\u0629 \u0645\u064a\u0633\u0627\u0646\u060c \u0628\u0627\u0644\u062a\u0639\u0627\u0648\u0646 <\/strong>\u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646\u060c \u0628\u062d\u062b\u064b\u0627 <\/strong>\u0639\u0644\u0645\u064a\u064b\u0627 \u062a\u062e\u0635\u0635\u064a\u064b\u0627 \u0641\u064a <\/strong>\u0645\u062c\u0644\u0629 BioEnergy Research \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629\u060c \u0627\u0644\u0645\u0641\u0647\u0631\u0633\u0629 \u0636\u0645\u0646 \u0645\u0633\u062a\u0648\u0639\u0628\u0627\u062a Scopus \u0648Clarivate\u060c \u0648\u0627\u0644\u0645\u0635\u0646\u0641\u0629 <\/strong>\u0636\u0645\u0646 \u0627\u0644\u0631\u0628\u0639 \u0627\u0644\u0623\u0648\u0644 (Q1)\u060c \u0628\u0645\u0639\u0627\u0645\u0644 <\/strong>\u062a\u0623\u062b\u064a\u0631 3.3 \u0648\u062f\u0631\u062c\u0629 <\/strong>\u0627\u0642\u062a\u0628\u0627\u0633 CiteScore \u062a\u0628\u0644\u063a 8.6.
\u0639\u0646\u0648\u0627\u0646 \u0627\u0644\u0628\u062d\u062b:
<\/strong>A Physics-Informed Neural Network Framework for Modeling and Optimization of Biomass\u2013Plastic Co-Pyrolysis Systems
\u0648\u064a\u062a\u0646\u0627\u0648\u0644 <\/strong>\u0627\u0644\u0628\u062d\u062b \u062a\u0637\u0648\u064a\u0631 \u0625\u0637\u0627\u0631 \u0645\u062a\u0642\u062f\u0645 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0646\u064a\u0631\u0629 \u0628\u0627\u0644\u0641\u064a\u0632\u064a\u0627\u0621 (Physics-Informed Neural Networks \u2013 PINNs) \u0644\u0646\u0645\u0630\u062c\u0629 \u0648\u062a\u062d\u0633\u064a\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062d\u0644\u0644 \u0627\u0644\u062d\u0631\u0627\u0631\u064a \u0627\u0644\u0645\u0634\u062a\u0631\u0643 \u0644\u0644\u0643\u062a\u0644\u0629 \u0627\u0644\u062d\u064a\u0648\u064a\u0629 \u0648\u0627\u0644\u0645\u062e\u0644\u0641\u0627\u062a \u0627\u0644\u0628\u0644\u0627\u0633\u062a\u064a\u0643\u064a\u0629\u060c \u0628\u0648\u0635\u0641\u0647\u0627 \u0625\u062d\u062f\u0649 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0648\u0627\u0639\u062f\u0629 \u0644\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0645\u062e\u0644\u0641\u0627\u062a \u0625\u0644\u0649 \u0648\u0642\u0648\u062f \u0648\u0645\u0646\u062a\u062c\u0627\u062a \u0630\u0627\u062a \u0642\u064a\u0645\u0629 \u0645\u0636\u0627\u0641\u0629.
\u0648\u0627\u0639\u062a\u0645\u062f <\/strong>\u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0639\u0644\u0649 106 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062c\u0631\u064a\u0628\u064a\u0629\u060c \u0645\u0639 \u062f\u0645\u062c \u062d\u0631\u0643\u064a\u0629 \u0623\u0631\u0647\u064a\u0646\u064a\u0648\u0633 \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u062a\u0631\u0643\u064a\u0628 \u0627\u0644\u0645\u0648\u0627\u062f \u0648\u0642\u0648\u0627\u0646\u064a\u0646 \u062d\u0641\u0638 \u0627\u0644\u0643\u062a\u0644\u0629 \u0648\u0627\u0644\u0639\u0646\u0627\u0635\u0631 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\u060c \u0648\u0644\u0627 \u0633\u064a\u0645\u0627 \u0627\u0644\u0643\u0631\u0628\u0648\u0646 \u0648\u0627\u0644\u0647\u064a\u062f\u0631\u0648\u062c\u064a\u0646 \u0648\u0627\u0644\u0623\u0648\u0643\u0633\u062c\u064a\u0646\u060c \u0636\u0645\u0646 \u0625\u0637\u0627\u0631 \u0646\u0645\u0630\u062c\u0629 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0623\u0647\u062f\u0627\u0641.
\u0648\u0623\u0638\u0647\u0631\u062a <\/strong>\u0627\u0644\u0646\u062a\u0627\u0626\u062c \u062f\u0642\u0629 \u062a\u0646\u0628\u0624\u064a\u0629 \u0645\u0631\u062a\u0641\u0639\u0629 \u0644\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0625\u0630 \u0628\u0644\u063a \u0645\u0639\u0627\u0645\u0644 \u0627\u0644\u062a\u062d\u062f\u064a\u062f R\u00b2 \u0646\u062d\u0648 0.988\u060c \u0641\u064a\u0645\u0627 \u0628\u0644\u063a RMSE \u0646\u062d\u0648 1.838 wt% \u0648MAPE \u0646\u062d\u0648 2.4%\u060c \u0645\u0639 \u0627\u0646\u062e\u0641\u0627\u0636 \u0641\u064a \u0642\u064a\u0645\u0629 RMSE \u0628\u0646\u0633\u0628\u0629 66% \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0646\u0645\u0648\u0630\u062c XGBoost. \u0643\u0645\u0627 \u062d\u0642\u0642 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0632\u0627\u0645\u064b\u0627 \u0643\u0627\u0645\u0644\u064b\u0627 \u0628\u0627\u062a\u0632\u0627\u0646 \u0627\u0644\u0643\u062a\u0644\u0629\u060c \u0648\u0623\u0638\u0647\u0631 \u0627\u0633\u062a\u0642\u0631\u0627\u0631\u064b\u0627 \u0641\u064a \u0627\u0644\u062a\u0646\u0628\u0624 \u0639\u0646\u062f \u062f\u0631\u062c\u0627\u062a \u062d\u0631\u0627\u0631\u0629 \u0648\u0635\u0644\u062a \u0625\u0644\u0649 1000\u00b0C.
\u0648\u0628\u064a\u0651\u0646 \u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u062e\u0627\u0631\u062c\u064a \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0642\u062f\u0631\u062a\u0647 \u0627\u0644\u0639\u0627\u0644\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0645\u064a\u0645\u060c \u0645\u062d\u0642\u0642\u064b\u0627 R\u00b2 = 0.991 \u0648RMSE = 1.74 wt%\u060c \u0645\u0639 \u062e\u0637\u0623 \u0641\u064a \u0625\u063a\u0644\u0627\u0642 \u0627\u0644\u0643\u062a\u0644\u0629 \u0623\u0642\u0644 \u0645\u0646 0.5 wt%.
\u0643\u0645\u0627 \u0643\u0634\u0641\u062a <\/strong>\u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0639\u0646 \u0639\u062a\u0628\u0629 \u062a\u0631\u0643\u064a\u0628\u064a\u0629 \u0639\u0646\u062f 30 wt% \u0645\u0646 \u0627\u0644\u0628\u0644\u0627\u0633\u062a\u064a\u0643 \u0627\u0631\u062a\u0628\u0637\u062a \u0628\u0628\u062f\u0621 \u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0627\u0646\u062a\u0642\u0627\u0644 \u0627\u0644\u0647\u064a\u062f\u0631\u0648\u062c\u064a\u0646 \u0648\u0627\u0646\u062e\u0641\u0627\u0636 \u0637\u0627\u0642\u0629 \u0627\u0644\u062a\u0646\u0634\u064a\u0637 \u0645\u0646 180 \u0625\u0644\u0649 85 kJ\/mol\u060c \u0641\u0636\u0644\u064b\u0627 \u0639\u0646 \u0632\u064a\u0627\u062f\u0629 \u0645\u0631\u062f\u0648\u062f \u0627\u0644\u0632\u064a\u062a \u0627\u0644\u062d\u064a\u0648\u064a \u0628\u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 11.9 wt%. \u0648\u062d\u062f\u062f\u062a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0638\u0631\u0648\u0641 \u062a\u0634\u063a\u064a\u0644 \u0645\u062b\u0644\u0649 \u0642\u0631\u0628 513\u00b0C \u0648\u0628\u0646\u0633\u0628\u0629 \u0628\u0644\u0627\u0633\u062a\u064a\u0643 \u062a\u062a\u062c\u0627\u0648\u0632 90 wt%\u060c \u0645\u0639 \u0645\u0631\u062f\u0648\u062f \u0645\u062a\u0648\u0642\u0639 \u064a\u0632\u064a\u062f \u0639\u0644\u0649 92 wt%.
\u0648\u062a\u0628\u0631\u0632 \u0646\u062a\u0627\u0626\u062c <\/strong>\u0627\u0644\u0628\u062d\u062b \u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0628\u064a\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u0645\u0628\u0627\u062f\u0626 \u0627\u0644\u0641\u064a\u0632\u064a\u0627\u0626\u064a\u0629 \u0648\u0627\u0644\u0647\u0646\u062f\u0633\u064a\u0629 \u0641\u064a \u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u062f\u0642\u064a\u0642\u0629 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0641\u0633\u064a\u0631\u060c \u0628\u0645\u0627 \u064a\u0633\u0647\u0645 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0639\u0645\u0644\u064a\u0627\u062a \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0645\u062e\u0644\u0641\u0627\u062a \u0648\u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646\u0647\u0627 \u0641\u064a \u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0637\u0627\u0642\u0629 \u0648\u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u0636\u0627\u0641\u0629\u060c \u0648\u062f\u0639\u0645 \u0627\u0644\u062a\u0648\u062c\u0647 \u0646\u062d\u0648 \u062d\u0644\u0648\u0644 \u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u062f\u0627\u0645\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0637\u0627\u0642\u0629 \u0648\u0627\u0644\u0628\u064a\u0626\u0629.
\u0631\u0627\u0628\u0637 \u0627\u0644\u0628\u062d\u062b:
<\/strong>https:\/\/link.springer.com\/article\/10.1007\/s12155-026-11054-8<\/a>
\u25cb\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cf\u25cb
\u0634\u0639\u0628\u0629 \u0627\u0644\u0625\u0639\u0644\u0627\u0645 \u0648\u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0627\u0644\u062d\u0643\u0648\u0645\u064a
\u0643\u0644\u064a\u0629 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u2013 \u062c\u0627\u0645\u0639\u0629 \u0645\u064a\u0633\u0627\u0646<\/strong><\/p>\n\n\n\n

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\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n<\/figure>\n","protected":false},"excerpt":{"rendered":"

\u0646\u0634\u0631 \u0627\u0644\u0645\u062f\u0631\u0633 \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u0639\u0644\u064a \u0639\u0628\u062f \u0627\u0644\u0632\u0647\u0631\u0629 \u0639\u0644\u064a\u060c \u0627\u0644\u062a\u062f\u0631\u064a\u0633\u064a \u0641\u064a \u0642\u0633\u0645 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0643\u064a\u0645\u064a\u0627\u0648\u064a\u0629 \u2013 \u0643\u0644\u064a\u0629 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u2013 \u062c\u0627\u0645\u0639\u0629 \u0645\u064a\u0633\u0627\u0646\u060c \u0628\u0627\u0644\u062a\u0639\u0627\u0648\u0646 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646\u060c \u0628\u062d\u062b\u064b\u0627 \u0639\u0644\u0645\u064a\u064b\u0627 \u062a\u062e\u0635\u0635\u064a\u064b\u0627 \u0641\u064a \u0645\u062c\u0644\u0629 BioEnergy Research \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629\u060c \u0627\u0644\u0645\u0641\u0647\u0631\u0633\u0629 \u0636\u0645\u0646 \u0645\u0633\u062a\u0648\u0639\u0628\u0627\u062a Scopus \u0648Clarivate\u060c \u0648\u0627\u0644\u0645\u0635\u0646\u0641\u0629 \u0636\u0645\u0646 \u0627\u0644\u0631\u0628\u0639 \u0627\u0644\u0623\u0648\u0644 (Q1)\u060c \u0628\u0645\u0639\u0627\u0645\u0644 \u062a\u0623\u062b\u064a\u0631 3.3 \u0648\u062f\u0631\u062c\u0629 \u0627\u0642\u062a\u0628\u0627\u0633 CiteScore \u062a\u0628\u0644\u063a 8.6.\u0639\u0646\u0648\u0627\u0646 \u0627\u0644\u0628\u062d\u062b:A Physics-Informed Neural Network Framework for …<\/p>\n","protected":false},"author":12,"featured_media":21722,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"advanced_seo_description":"","jetpack_seo_html_title":"","jetpack_seo_noindex":false,"jetpack_seo_schema_type":"","_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"_themeisle_gutenberg_block_has_review":false,"footnotes":""},"categories":[204],"tags":[],"class_list":["post-21719","post","type-post","status-publish","format-standard","has-post-thumbnail","","category--ar"],"jetpack_featured_media_url":"https:\/\/uomisan.edu.iq\/eng\/ar\/wp-content\/uploads\/2026\/09\/815367278_4303365373307622_6078438486934915811_n-1.jpg","_links":{"self":[{"href":"https:\/\/uomisan.edu.iq\/eng\/ar\/wp-json\/wp\/v2\/posts\/21719","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/uomisan.edu.iq\/eng\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/uomisan.edu.iq\/eng\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/uomisan.edu.iq\/eng\/ar\/wp-json\/wp\/v2\/users\/12"}],"replies":[{"embeddable":true,"href":"https:\/\/uomisan.edu.iq\/eng\/ar\/wp-json\/wp\/v2\/comments?post=21719"}],"version-history":[{"count":1,"href":"https:\/\/uomisan.edu.iq\/eng\/ar\/wp-json\/wp\/v2\/posts\/21719\/revisions"}],"predecessor-version":[{"id":21723,"href":"https:\/\/uomisan.edu.iq\/eng\/ar\/wp-json\/wp\/v2\/posts\/21719\/revisions\/21723"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/uomisan.edu.iq\/eng\/ar\/wp-json\/wp\/v2\/media\/21722"}],"wp:attachment":[{"href":"https:\/\/uomisan.edu.iq\/eng\/ar\/wp-json\/wp\/v2\/media?parent=21719"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/uomisan.edu.iq\/eng\/ar\/wp-json\/wp\/v2\/categories?post=21719"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/uomisan.edu.iq\/eng\/ar\/wp-json\/wp\/v2\/tags?post=21719"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}