{"id":1548,"date":"2023-08-29T09:37:07","date_gmt":"2023-08-29T06:37:07","guid":{"rendered":"https:\/\/projektit.gtk.fi\/cintem\/?page_id=1548"},"modified":"2026-08-27T13:01:09","modified_gmt":"2026-08-27T10:01:09","slug":"digital-mine-and-mill","status":"publish","type":"page","link":"https:\/\/projektit.gtk.fi\/cintem\/digital-mine-and-mill\/","title":{"rendered":"Digital Mine and Mill"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1664px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h1 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:38;line-height:1.26;\"><h1><span class=\"TextRun SCXW209224987 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW209224987 BCX8\">Digital Mine and Mill<\/span><\/span><\/h1><\/h1><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1664px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-1\"><p><span data-contrast=\"auto\"><strong>CINTEM<\/strong> advances the digital mill by integrating mineralogy, advanced flotation, machine learning, digital twins, and life\u2011cycle thinking to enable smarter extraction of critical raw materials (CRMs).<\/span><span data-ccp-props=\"\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">A circular\u2011economy\u2011aligned flowsheet\u00a0optimizes\u00a0processes, generates cleaner side streams, and improves early\u2011stage decisions. Experiments, models, sensors, and LCA feed a closed digital feedback loop. Automated mineralogy\u2011based simulation and LCA reveal environmental impacts and test circularity options such as\u00a0tailings\u00a0reprocessing and multi\u2011product flowsheets. Online sensors support predictive control and\u00a0a digital\u00a0twin for smart optimization. Enhanced froth flotation improves recovery of\u00a0coarse\u00a0(>150 \u00b5m) and fine (<35 \u00b5m) CRM\u2011bearing\u00a0sulphides, including from tailings via flash and hybrid flotation. Advanced phosphate separation yields cleaner side streams for new products, underpinned by surface\u2011chemistry insight for more selective, less wasteful silicate flotation.<\/span><span data-ccp-props=\"\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\"><strong>Theme leader organization:<\/strong>\u00a0University of Oulu<\/span><span data-ccp-props=\"\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\"><strong>Contact person:<\/strong>\u00a0Raul Mollehuara Canales\u00a0<\/span><a href=\"mailto:raul.mollehuaracanales@oulu.fi\"><span data-contrast=\"none\">raul.mollehuaracanales@oulu.fi<\/span><\/a><span data-ccp-props=\"\">\u00a0<\/span><\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_2 1_2 fusion-flex-column fusion-flex-align-self-flex-start\" style=\"--awb-padding-left:16px;--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-margin-bottom:0px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-1 hover-type-none\"><img decoding=\"async\" width=\"1024\" height=\"700\" alt=\"Image by Marfa Bolotohodova on Unsplash\" title=\"Image by Marfa Bolotohodova on Unsplash\" src=\"https:\/\/projektit.gtk.fi\/cintem\/wp-content\/uploads\/sites\/37\/2026\/08\/02_marfa-bolotohodova-CvHJwk7F2cs-unsplash-1024x700.jpg\" class=\"img-responsive wp-image-2064\" srcset=\"https:\/\/projektit.gtk.fi\/cintem\/wp-content\/uploads\/sites\/37\/2026\/08\/02_marfa-bolotohodova-CvHJwk7F2cs-unsplash-200x137.jpg 200w, https:\/\/projektit.gtk.fi\/cintem\/wp-content\/uploads\/sites\/37\/2026\/08\/02_marfa-bolotohodova-CvHJwk7F2cs-unsplash-400x274.jpg 400w, https:\/\/projektit.gtk.fi\/cintem\/wp-content\/uploads\/sites\/37\/2026\/08\/02_marfa-bolotohodova-CvHJwk7F2cs-unsplash-600x410.jpg 600w, https:\/\/projektit.gtk.fi\/cintem\/wp-content\/uploads\/sites\/37\/2026\/08\/02_marfa-bolotohodova-CvHJwk7F2cs-unsplash-800x547.jpg 800w, https:\/\/projektit.gtk.fi\/cintem\/wp-content\/uploads\/sites\/37\/2026\/08\/02_marfa-bolotohodova-CvHJwk7F2cs-unsplash-1200x821.jpg 1200w\" sizes=\"(max-width: 640px) 100vw, 800px\" \/><\/span><\/div><\/div><\/div><\/div><\/div><\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":20,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_relevanssi_hide_post":"","_relevanssi_hide_content":"","_relevanssi_pin_for_all":"","_relevanssi_pin_keywords":"","_relevanssi_unpin_keywords":"","_relevanssi_related_keywords":"","_relevanssi_related_include_ids":"","_relevanssi_related_exclude_ids":"","_relevanssi_related_no_append":"","_relevanssi_related_not_related":"","_relevanssi_related_posts":"","_relevanssi_noindex_reason":"","inline_featured_image":false,"footnotes":""},"class_list":["post-1548","page","type-page","status-publish","hentry"],"acf":[],"lang":false,"translations":[],"_links":{"self":[{"href":"https:\/\/projektit.gtk.fi\/cintem\/wp-json\/wp\/v2\/pages\/1548","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/projektit.gtk.fi\/cintem\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/projektit.gtk.fi\/cintem\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/projektit.gtk.fi\/cintem\/wp-json\/wp\/v2\/users\/20"}],"replies":[{"embeddable":true,"href":"https:\/\/projektit.gtk.fi\/cintem\/wp-json\/wp\/v2\/comments?post=1548"}],"version-history":[{"count":8,"href":"https:\/\/projektit.gtk.fi\/cintem\/wp-json\/wp\/v2\/pages\/1548\/revisions"}],"predecessor-version":[{"id":2072,"href":"https:\/\/projektit.gtk.fi\/cintem\/wp-json\/wp\/v2\/pages\/1548\/revisions\/2072"}],"wp:attachment":[{"href":"https:\/\/projektit.gtk.fi\/cintem\/wp-json\/wp\/v2\/media?parent=1548"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}