[{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/aba-models/","summary":"Key Takeaways Acid-base accounting (ABA) itself is a standard, decades-old static/kinetic lab test — …","tags":["AI","Flotation","Machine Learning","Time-Series Forecasting"],"title":"ABA Models"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/advanced-drilling/","summary":"Key Takeaways Autonomous and semi-autonomous blast-hole drill rigs — Epiroc Pit Viper and Sandvik …","tags":["AI","Drilling \u0026 Blasting Operations / Blasthole Analysis","Robotics \u0026 Autonomous Systems","Sensor Fusion"],"title":"Advanced Drilling"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/advanced-sensing/","summary":"Key Takeaways \u0026ldquo;Advanced sensing\u0026rdquo; on the grade-control floor is really an umbrella for …","tags":["AI","Grade Control \u0026 Geotechnical Control","Hyperspectral Imaging","Machine Learning"],"title":"Advanced sensing"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/ai-image-analysis-for-ore-texture-grain-size-and-mineral-mapping/","summary":"Key Takeaways Textural analysis, grain size analysis, and mineral mapping run on the same …","tags":["AI","Crushing \u0026 Grinding","Computer Vision","Hyperspectral Imaging"],"title":"AI Image Analysis for Ore Texture, Grain Size and Mineral Mapping"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/ai-assisted-automated-mineralogy-tima-mla-qemscan/","summary":"Key Takeaways TIMA, MLA, and QEMSCAN are all SEM-based automated mineralogy platforms — they scan a …","tags":["AI","Exploration \u0026 Target Generation","Machine Learning","Computer Vision"],"title":"AI-Assisted Automated Mineralogy: TIMA, MLA \u0026 QEMSCAN"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/ai-assisted-drone-survey-and-3d-terrain-modeling/","summary":"Key Takeaways Baseline topographic survey and 3D terrain modelling are now largely …","tags":["AI","Topography","Remote Sensing","Geospatial Modeling"],"title":"AI-Assisted Drone Survey and 3D Terrain Modeling"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/ai-assisted-implicit-geological-modelling-lithology-structure-alteration-ore-zones/","summary":"Key Takeaways Lithology, structure, alteration, ore/minezone, and geotechnical domaining are all …","tags":["AI","Geological Modelling \u0026 Resource Estimation","Geospatial Modeling","Machine Learning"],"title":"AI-Assisted Implicit Geological Modelling (Lithology, Structure, Alteration \u0026 Ore Zones)"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/ai-optimized-blast-design-and-execution/","summary":"Key Takeaways Strayos uses drone photogrammetry and ML/genetic-algorithm optimization trained on …","tags":["AI","Mine Planning \u0026 Drilling/Blasting Design","Digital Twin","Process Optimization"],"title":"AI-Optimized Blast Design and Execution"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/ai-optimized-ore-blending-stockpile-plant-feed-strategy/","summary":"Key Takeaways MineMax by NTWIST is explicitly AI-driven — it sits as a supervisory layer over …","tags":["AI","Flotation","Process Optimization","Machine Learning"],"title":"AI-Optimized Ore Blending, Stockpile \u0026 Plant Feed Strategy"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/airborne-tmi-gravimetry-magnetometry/","summary":"Key Takeaways Airborne total magnetic intensity (TMI), gravity, and magnetometry survey processing …","tags":["AI","Exploration \u0026 Target Generation","Remote Sensing","Machine Learning"],"title":"Airborne TMI Gravimetry Magnetometry"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/alteration-proxies-model/","summary":"Key Takeaways Alteration modelling has quietly shifted from \u0026ldquo;geologist draws domains from …","tags":["AI","Geometallurgy Characterization","Hyperspectral Imaging","Geospatial Modeling"],"title":"Alteration/Proxies Model"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/analytical-methods/","summary":"Key Takeaways Choosing and interpreting geochemical analytical methods (aqua regia vs. multi-acid …","tags":["AI","Exploration \u0026 Target Generation","Anomaly Detection","Machine Learning"],"title":"Analytical Methods"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/automating-ore-sampling-with-sensors-and-ai/","summary":"Key Takeaways Shovel-face, automated, and blasthole/RC sampling are all being upgraded with sensor …","tags":["AI","Grade Control \u0026 Geotechnical Control","Computer Vision","Sensor Fusion"],"title":"Automating Ore Sampling with Sensors and AI"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/belt-sense/","summary":"Key Takeaways MineSense BeltSense is a real, named, commercially available product — not a generic …","tags":["AI","Ore Sorting, Dispatch \u0026 Stockpiling","Anomaly Detection","Sensor Fusion"],"title":"Belt Sense"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/bench-slope-design/","summary":"Key Takeaways Bench slope design still runs on classical finite-element and limit-equilibrium …","tags":["AI","Grade Control \u0026 Geotechnical Control","Machine Learning","Computer Vision"],"title":"Bench Slope Design"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/blastdog-imdex/","summary":"Key Takeaways BLASTDOG is IMDEX\u0026rsquo;s multi-sensor, semi-autonomous downhole probe that logs …","tags":["AI","Drilling \u0026 Blasting Operations / Blasthole Analysis","Robotics \u0026 Autonomous Systems","Sensor Fusion"],"title":"Blastdog (IMDEX): AI-Powered Blast-Hole Logging"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/blasthole-logging/","summary":"Key Takeaways Hexagon Drill Assist puts AI directly into the drilling algorithm, automatically …","tags":["AI","Grade Control \u0026 Geotechnical Control","Computer Vision","Process Optimization"],"title":"Blasthole Logging"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/blasting-evaluation/","summary":"Key Takeaways Post-blast evaluation splits into two AI-driven tasks: tracking where the ore actually …","tags":["AI","Mine Planning \u0026 Drilling/Blasting Design","Computer Vision","Geospatial Modeling"],"title":"Blasting Evaluation"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/blasting-sequence/","summary":"Key Takeaways Blast sequencing and timing design live inside broader blast-design suites: Orica …","tags":["AI","Mine Planning \u0026 Drilling/Blasting Design","Process Optimization"],"title":"Blasting Sequence"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/building-ai-soft-sensor-models-for-flotation-performance/","summary":"Key Takeaways Throughput, recovery, flotation kinetics, and concentrate grade can each be modeled as …","tags":["AI","Flotation","Machine Learning","Reinforcement Learning"],"title":"Building AI Soft-Sensor Models for Flotation Performance"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/chemical-analysis/","summary":"Key Takeaways On-stream XRF/XRD analyzers replace periodic lab assays with continuous, real-time …","tags":["AI","Concentrate Handling, Smelting \u0026 Refining","Process Optimization"],"title":"Chemical Analysis"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/clay-geomet-model/","summary":"Key Takeaways Clay content is a first-order driver of flotation, filtration, and tailings behavior — …","tags":["AI","Geometallurgy Characterization","Hyperspectral Imaging","Machine Learning"],"title":"Clay/Geomet Model"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/core-photography/","summary":"Key Takeaways High-resolution automated core photography is the raw data source that most downstream …","tags":["AI","Exploration \u0026 Target Generation","Computer Vision","Hyperspectral Imaging"],"title":"Core Photography"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/core-scanning/","summary":"Key Takeaways Hyperspectral core scanning captures mineralogy and alteration information invisible …","tags":["AI","Exploration \u0026 Target Generation","Hyperspectral Imaging","Machine Learning"],"title":"Core Scanning"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/crushing/","summary":"Key Takeaways Crusher circuit optimization is one of the more measurable AI wins on this list: …","tags":["AI","Crushing \u0026 Grinding","Reinforcement Learning","Process Optimization"],"title":"Crushing"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/density-test/","summary":"Key Takeaways Physical density testing (water immersion, wax coating, gas pycnometry) has no …","tags":["AI","Exploration \u0026 Target Generation","Machine Learning","Hyperspectral Imaging"],"title":"Density Test"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/design-of-hydrogeologic-monitoring-system/","summary":"Key Takeaways Wireless sensor-network platforms — Worldsensing, RST Instruments, and Beyond …","tags":["AI","Drilling \u0026 Blasting Operations / Blasthole Analysis","Anomaly Detection","Geospatial Modeling"],"title":"Design of Hydrogeologic Monitoring System"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/dispatch-and-control-room/","summary":"Key Takeaways Fleet dispatch is one of the longest-established \u0026ldquo;AI-adjacent\u0026rdquo; systems in …","tags":["AI","Ore Sorting, Dispatch \u0026 Stockpiling","Reinforcement Learning","Digital Twin"],"title":"Dispatch and Control Room"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/dynamic-block-models/","summary":"Key Takeaways \u0026ldquo;Dynamic\u0026rdquo; block models update automatically as new drilling or production …","tags":["AI","Geometallurgy Characterization","Geospatial Modeling"],"title":"Dynamic Block Models"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/environmental-impacts-assessment/","summary":"Key Takeaways Environmental impact assessment for tailings facilities now runs largely on the same …","tags":["AI","Thickening \u0026 Tailings","Remote Sensing","Anomaly Detection"],"title":"Environmental Impacts Assessment"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/environmental-studies/","summary":"Key Takeaways Envirosuite (EVS Industrial) is the leading environmental intelligence platform used …","tags":["AI","Exploration \u0026 Target Generation","Time-Series Forecasting","Sensor Fusion"],"title":"Environmental Studies"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/exploration-brownfield/","summary":"Key Takeaways Brownfield exploration (drilling near an existing mine) already sits on top of dense …","tags":["AI","Geometallurgy Characterization","Geospatial Modeling","Machine Learning"],"title":"Exploration Brownfield"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/flotation/","summary":"Key Takeaways Flotation is one of the most mature applications of industrial AI in mineral …","tags":["AI","Flotation","Reinforcement Learning","Computer Vision"],"title":"Flotation"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/fracture-spacing-ai/","summary":"Key Takeaways Fracture spacing/frequency logging is one of the best-validated AI applications on the …","tags":["AI","Exploration \u0026 Target Generation","Computer Vision"],"title":"Fracture Spacing AI"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/frag-track/","summary":"Key Takeaways Orica FRAGTrack uses AI plus stereoscopic 2D/3D imaging for automated post-blast …","tags":["AI","Drilling \u0026 Blasting Operations / Blasthole Analysis","Computer Vision"],"title":"Frag TRACK"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/geochemical-proxies/","summary":"Key Takeaways Geochemical proxies — patterns in multi-element data that stand in for the presence of …","tags":["AI","Exploration \u0026 Target Generation","Machine Learning","Anomaly Detection"],"title":"Geochemical Proxies"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/geomet-reports/","summary":"Key Takeaways GeoMet reporting — turning geometallurgical sample results into predictive performance …","tags":["AI","Grade Control \u0026 Geotechnical Control","Machine Learning","Geospatial Modeling"],"title":"GeoMet Reports"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/geometallurgical-reconciliation/","summary":"Key Takeaways Geomet reconciliation — comparing predicted vs. actual mill performance to recalibrate …","tags":["AI","Grade Control \u0026 Geotechnical Control","Machine Learning","Process Optimization"],"title":"Geometallurgical Reconciliation"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/geophysics/","summary":"Key Takeaways The raw geophysics (magnetics, gravity, EM survey acquisition) is still classical, …","tags":["AI","Exploration \u0026 Target Generation","Machine Learning","Geospatial Modeling"],"title":"Geophysics"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/geotechnical-monitoring/","summary":"Key Takeaways AI-augmented slope radar and satellite InSAR monitoring is now the standard, not the …","tags":["AI","Grade Control \u0026 Geotechnical Control","Remote Sensing","Anomaly Detection"],"title":"Geotechnical Monitoring"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/geotechnical-reports/","summary":"Key Takeaways There\u0026rsquo;s no dedicated \u0026ldquo;geotechnical reporting\u0026rdquo; AI product — most …","tags":["AI","Grade Control \u0026 Geotechnical Control","Machine Learning","Anomaly Detection"],"title":"Geotechnical Reports"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/grinding/","summary":"Key Takeaways Grinding (SAG/ball mills) is one of the single largest energy consumers on a mine site …","tags":["AI","Crushing \u0026 Grinding","Process Optimization","Machine Learning"],"title":"Grinding"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/ground-water-model/","summary":"Key Takeaways Ground water models still rest on MODFLOW 6 or FEFLOW as the actual flow-simulation …","tags":["AI","Drilling \u0026 Blasting Operations / Blasthole Analysis","Geospatial Modeling","Sensor Fusion"],"title":"Ground Water Model"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/handheld-xrf/","summary":"Key Takeaways Field-portable XRF is mature hardware — Evident (formerly Olympus) Vanta Max and …","tags":["AI","Exploration \u0026 Target Generation","Machine Learning"],"title":"Handheld XRF"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/hydrological-modeling/","summary":"Key Takeaways MODFLOW 6 is the USGS-maintained, actively-updated standard groundwater flow engine …","tags":["AI","Drilling \u0026 Blasting Operations / Blasthole Analysis","Machine Learning","Anomaly Detection"],"title":"Hydrological Modeling"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/hyperspectral-point-or-scan/","summary":"Key Takeaways Two flavors exist: handheld point spectrometers (fast, spot checks) and full-core …","tags":["AI","Exploration \u0026 Target Generation","Hyperspectral Imaging","Machine Learning"],"title":"Hyperspectral (Point or Scan)"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/hyperspectral-imaging-spectroscopy-device/","summary":"Key Takeaways Portable VIS-SWIR spectrometers like the ASD TerraSpec Halo (Malvern Panalytical) …","tags":["AI","Exploration \u0026 Target Generation","Hyperspectral Imaging","Machine Learning"],"title":"Hyperspectral imaging / Spectroscopy Device"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/hyperspectral-input-models-i-e-high-resolution-clay-models/","summary":"Key Takeaways Corescan and CSIRO\u0026rsquo;s HyLogger are the two systems that dominate this space — …","tags":["AI","Geometallurgy Characterization","Hyperspectral Imaging","Machine Learning"],"title":"Hyperspectral Input Models (High Resolution Clay Models)"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/informed-logging/","summary":"Key Takeaways \u0026ldquo;Informed\u0026rdquo; logging means the geologist (or AI system) logs new core with …","tags":["AI","Exploration \u0026 Target Generation","Computer Vision","Geospatial Modeling"],"title":"Informed Logging"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/libs/","summary":"Key Takeaways LIBS (Laser-Induced Breakdown Spectroscopy) detects light elements — lithium, boron, …","tags":["AI","Exploration \u0026 Target Generation","Machine Learning"],"title":"LIBS"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/long-term-planning/","summary":"Key Takeaways Long-term mine planning is one of the more genuinely AI-native categories on this …","tags":["AI","Mine Planning \u0026 Drilling/Blasting Design","Process Optimization"],"title":"Long Term Planning"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/marketing-and-sales-department/","summary":"Key Takeaways AI-driven supply/demand and price-forecasting platforms now claim meaningfully better …","tags":["AI","Marketing, Costs \u0026 Reconciliation","Remote Sensing","Time-Series Forecasting"],"title":"Marketing and Sales Department"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/mill-surveys/","summary":"Key Takeaways Traditional mill surveys are manual, periodic snapshots — a team samples the circuit …","tags":["AI","Flotation","Process Optimization","Sensor Fusion"],"title":"Mill Surveys"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/mine-geological-model/","summary":"Key Takeaways Leapfrog Geo (Seequent), Micromine, and Datamine are the established platforms for …","tags":["AI","Topography","Geospatial Modeling","Machine Learning"],"title":"Mine Geological Model"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/mining-block-model/","summary":"Key Takeaways Block modelling itself still runs on established commercial platforms: Datamine Studio …","tags":["AI","Mine Planning \u0026 Drilling/Blasting Design","Process Optimization","Geospatial Modeling"],"title":"Mining Block Model"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/mining-predictions-report/","summary":"Key Takeaways Production prediction reporting is consolidating into web-based platforms: Datamine …","tags":["AI","Mine Planning \u0026 Drilling/Blasting Design","Time-Series Forecasting","Machine Learning"],"title":"Mining Predictions Report"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/monitoring-during-mining/","summary":"Key Takeaways Continuous, wireless geotechnical and hydrological monitoring has replaced periodic …","tags":["AI","Drilling \u0026 Blasting Operations / Blasthole Analysis","Anomaly Detection","Sensor Fusion"],"title":"Monitoring during mining"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/monitoring-reports/","summary":"Key Takeaways Slope-monitoring vendors bundle automated report and alert generation directly into …","tags":["AI","Grade Control \u0026 Geotechnical Control","Remote Sensing","Anomaly Detection"],"title":"Monitoring Reports"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/muon-tomography-reveal-earth-vision/","summary":"Key Takeaways This poster node maps to a real, deployed product: Ideon Technologies\u0026rsquo; REVEAL …","tags":["AI","Exploration \u0026 Target Generation","Geospatial Modeling"],"title":"Muon Tomography: AI-Powered Ore Body Imaging with REVEAL"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/operational-variability-plant-integration/","summary":"Key Takeaways The core problem: your design model (from testwork) and your actual plant behavior …","tags":["AI","Flotation","Digital Twin","Process Optimization"],"title":"Operational Variability \u0026 Plant Integration"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/ore-sorting/","summary":"Key Takeaways Sensor-based ore sorting is a mature, high-adoption category — TOMRA and Steinert …","tags":["AI","Ore Sorting, Dispatch \u0026 Stockpiling","Computer Vision","Machine Learning"],"title":"Ore Sorting"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/ore-sorting-technologies/","summary":"Key Takeaways The competitive frontier in ore sorting isn\u0026rsquo;t a single sensor — it\u0026rsquo;s …","tags":["AI","Ore Sorting, Dispatch \u0026 Stockpiling","Sensor Fusion","Computer Vision"],"title":"Ore Sorting Technologies"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/permitting/","summary":"Key Takeaways Environmental and social permitting is one of the slowest, most document-heavy parts …","tags":["AI","Exploration \u0026 Target Generation","Natural Language Processing","Anomaly Detection"],"title":"Permitting"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/petrography/","summary":"Key Takeaways Petrographic thin-section analysis (identifying minerals and textures under a …","tags":["AI","Exploration \u0026 Target Generation","Computer Vision","Machine Learning"],"title":"Petrography"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/predicting-comminution-parameters-bwi-dwi-ai-with-machine-learning/","summary":"Key Takeaways BWI (Bond Work Index), DWI (Drop Weight Index), and the Abrasion Index all still start …","tags":["AI","Exploration \u0026 Target Generation","Machine Learning","Hyperspectral Imaging"],"title":"Predicting Comminution Parameters (BWI, DWI, Ai) with Machine Learning"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/predicting-geotechnical-recovery-variables-in-your-block-model-with-ml/","summary":"Key Takeaways RQD, fracture frequency, point-load strength, clay content, comminution hardness …","tags":["AI","Geological Modelling \u0026 Resource Estimation","Machine Learning","Computer Vision"],"title":"Predicting Geotechnical \u0026 Recovery Variables in Your Block Model with ML"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/predicting-mineralogy-and-geometallurgical-domains-with-ml/","summary":"Key Takeaways Both calculated mineralogical models and geometallurgical (geomet) models are, in …","tags":["AI","Geological Modelling \u0026 Resource Estimation","Machine Learning","Geospatial Modeling"],"title":"Predicting Mineralogy and Geometallurgical Domains with ML"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/predicting-rock-strength-ucs-from-point-load-testing-with-ai/","summary":"Key Takeaways Uniaxial Compressive Strength (UCS) is the standard rock-strength measurement, but …","tags":["AI","Exploration \u0026 Target Generation","Machine Learning"],"title":"Predicting Rock Strength (UCS) from Point Load Testing with AI"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/proxy-models/","summary":"Key Takeaways A proxy model is a classic supervised-regression problem: predict an …","tags":["AI","Geometallurgy Characterization","Machine Learning"],"title":"Proxy Models"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/quality-assurance-and-quality-control/","summary":"Key Takeaways QA/QC monitoring — tracking lab standards, blanks, and duplicates for drift or …","tags":["AI","Exploration \u0026 Target Generation","Anomaly Detection","Machine Learning"],"title":"Quality Assurance and Quality Control"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/quick-geological-logging/","summary":"Key Takeaways First-pass (\u0026ldquo;quick\u0026rdquo;) geological logging — the initial lithology/alteration …","tags":["AI","Exploration \u0026 Target Generation","Computer Vision"],"title":"Quick Geological Logging"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/real-time-geometallurgy/","summary":"Key Takeaways \u0026ldquo;Real-time geometallurgy\u0026rdquo; is the umbrella term for fusing ore …","tags":["AI","Crushing \u0026 Grinding","Process Optimization","Sensor Fusion"],"title":"Real Time Geometallurgy"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/real-time-ore-grade-sensing-at-the-shovel/","summary":"Key Takeaways MineSense ShovelSense mounts high-speed XRF sensors on shovel/excavator buckets to …","tags":["AI","Drilling \u0026 Blasting Operations / Blasthole Analysis","Machine Learning","Process Optimization"],"title":"Real-Time Ore Grade Sensing at the Shovel"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/model-using-machine-models-i-e-recovery-cu-models-hardness-models/","summary":"Key Takeaways Predicting copper recovery and ore hardness from routine measurements is one of the …","tags":["AI","Geometallurgy Characterization","Machine Learning"],"title":"Recovery \u0026 Hardness Prediction with Machine Learning"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/refined-hydrological-response-model/","summary":"Key Takeaways Model refinement — recalibrating a groundwater model against real monitoring data — …","tags":["AI","Drilling \u0026 Blasting Operations / Blasthole Analysis","Machine Learning","Geospatial Modeling"],"title":"Refined Hydrological Response Model"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/statistical-analysis-and-domaining/","summary":"Key Takeaways Unsupervised clustering (K-means, Gaussian Mixture Models, hierarchical clustering) is …","tags":["AI","Geological Modelling \u0026 Resource Estimation","Machine Learning","Geospatial Modeling"],"title":"Statistical Analysis and Domaining"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/structural-mapping/","summary":"Key Takeaways Photogrammetric structural mapping — extracting discontinuity orientation, spacing, …","tags":["AI","Grade Control \u0026 Geotechnical Control","Computer Vision","Remote Sensing"],"title":"Structural Mapping"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/swir/","summary":"Key Takeaways SWIR (short-wave infrared, roughly 1,300-2,500nm) hyperspectral scanning reads …","tags":["AI","Ore Sorting, Dispatch \u0026 Stockpiling","Hyperspectral Imaging","Machine Learning"],"title":"SWIR"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/tailings/","summary":"Key Takeaways Tailings dam failure prediction has moved from periodic manual survey to continuous …","tags":["AI","Thickening \u0026 Tailings","Remote Sensing","Anomaly Detection"],"title":"Tailings"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/tailings-management/","summary":"Key Takeaways Tailings dam monitoring has become its own specialized AI category following several …","tags":["AI","Drilling \u0026 Blasting Operations / Blasthole Analysis","Remote Sensing","Anomaly Detection"],"title":"Tailings Management"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/thickening/","summary":"Key Takeaways AI-based thickener control is a published, validated strategy — reinforcement-learning …","tags":["AI","Thickening \u0026 Tailings","Reinforcement Learning","Process Optimization"],"title":"Thickening"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/transport-and-shipping/","summary":"Key Takeaways Concentrate and cathode shipments can now be tracked in near-real-time using satellite …","tags":["AI","Concentrate Handling, Smelting \u0026 Refining","Machine Learning","Time-Series Forecasting"],"title":"Transport and Shipping"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/water-management-plans/","summary":"Key Takeaways Water management planning for tailings and site water is still mostly a …","tags":["AI","Thickening \u0026 Tailings","Sensor Fusion","Remote Sensing"],"title":"Water Management Plans"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/water-quality-monitoring/","summary":"Key Takeaways The sensors themselves (multiparameter sondes measuring pH, conductivity, turbidity, …","tags":["AI","Drilling \u0026 Blasting Operations / Blasthole Analysis","Anomaly Detection","Machine Learning"],"title":"Water Quality Monitoring"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/water-quality-test/","summary":"Key Takeaways There\u0026rsquo;s no dedicated, mining-specific AI product for water quality testing today …","tags":["AI","Exploration \u0026 Target Generation","Anomaly Detection","Time-Series Forecasting"],"title":"Water Quality Test"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/xrd/","summary":"Key Takeaways Classical XRD phase identification runs on Rietveld refinement — mature, accurate, but …","tags":["AI","Exploration \u0026 Target Generation","Machine Learning"],"title":"XRD"},{"date":"Sep 21, 2026","permalink":"https://www.eigenform.ai/ai-geo-tooltips/xrf/","summary":"Key Takeaways Portable and lab-bench XRF remain the workhorse tool for rapid elemental analysis in …","tags":["AI","Exploration \u0026 Target Generation","Machine Learning"],"title":"XRF"}]