Abstract:N-1 contingency lists miss multi-hop failure paths. Graph neural models trained on simulated outages improve early ranking of critical lines relative to classical loading metrics.
Abstract:Young plantings risk over-irrigation when schedules ignore root-zone heterogeneity. Multi-depth capacitance probes guiding deficit regimes maintain shoot growth while cutting applied water in the driest months.
Abstract:Dwarfing rootstocks improve density but may constrain recovery after soil water deficits. Stem water potential and sap flow after dry-down show combinations with fine-root plasticity regain photosynthesis faster.
Abstract:Pump failures cascade into service outages when inspections are calendar-based. Digital twins fed by vibration and pressure streams prioritize interventions before catastrophic seal failures.
Abstract:Tariff pilots assume homogeneous load shifting that rarely holds. Clustering smart-meter series reveals archetypes whose peak reduction differs under identical price signals.
Abstract:Capstones drift from workplace practice when briefs are faculty-only. Co-designed projects with mentors improve rubric alignment with industry competencies without diluting learning outcomes.
Abstract:Rotational grazing packages stall when fence and water logistics exceed household labor. Choice experiments show bundling portable fencing with peer mentoring outperforms premium subsidies alone.
Abstract:Mixed swards obscure early nitrogen stress when greenness metrics average across species. Red-edge ratios from handheld spectrometers detect deficiency earlier than NDVI alone.
Abstract:Concentrated dairy regions face eutrophication risk alongside fertilizer import dependence. Struvite precipitation from slurry is evaluated against agronomic release curves in greenhouse forage trials. Recovered products lower effluent phosphorus loads while matching conventional fertilizer response for early biomass accumulation.
Abstract:Heat load events elevate respiration rates and reduce feed conversion in outdoor finishing systems. Infrared cameras over shaded and sprinkled pens synchronize surface temperatures with wet-bulb globe temperature. Combined shade and intermittent sprinkling cut peak surface temperature enough to lower panting scores during mid-afternoon peaks.