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🌡️ Keep the heat and the volts in budget

Thermal & Power

Junction-to-datacenter thermal and power engineering — hotspot density, heat-sink sizing, power-delivery networks and energy-per-inference for thousand-watt silicon.

10 tools in this discipline
01
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Thermal Density Calculator

Analyze heat concentration hotspots and cooling requirements across multi-die packages, HBM stacks, and power-delivery networks. Supports 3D stacking scenarios with microfluidic cooling, vapor-chamber integration, and liquid-metal TIM modeling for next-gen AI silicon.

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02
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Junction Temperature Calculator

Estimate semiconductor junction temperatures under dynamic load conditions with transient thermal analysis, power-map import, and multi-die interaction modeling. Incorporates backside power delivery impact, ambient temperature profiles, and safety-margin recommendations.

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03
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Heat Sink Sizing Calculator

Determine required heat sink specifications including fin geometry, base-plate area, and airflow requirements for air-cooled, liquid-cooled, and immersion-cooled systems. Optimizes for acoustic noise, form-factor constraints, and thermal resistance budgets in data-center deployments.

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04
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Power Budget Calculator

Estimate power consumption across CPU, GPU, NPU, memory, and I/O subsystems with workload-aware profiling and dynamic voltage-frequency scaling (DVFS) modeling. Supports AI inference and training workloads with per-layer power breakdown and TDP envelope management.

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05
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Power Delivery Network Calculator

Analyze power delivery efficiency, IR drop, and Ldi/dt noise across on-die, package, and PCB power distribution networks. Models backside power delivery networks (BSPDN), integrated voltage regulators, and decoupling capacitor placement for sub-1V advanced-node designs.

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06
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Voltage Drop Calculator

Calculate static and dynamic voltage drop (IR and Ldi/dt) across power distribution networks with mesh and tree topology analysis. Supports electromigration-aware routing, bump-array optimization, and worst-case vector generation for sign-off-quality verification.

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07
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Cooling System Estimator

Estimate data-center cooling infrastructure requirements including CRAC/CRAH capacity, chilled water loops, and hot-aisle/cold-aisle layout optimization. Models PUE impact, free-cooling potential, and liquid-cooling retrofit scenarios for AI training clusters.

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08
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Data Center Power Estimator

Calculate AI hardware power consumption and operational costs across GPU, TPU, and custom ASIC deployments with rack-level, row-level, and facility-level aggregation. Integrates electricity pricing, carbon-offset costs, and workload-scheduling efficiency for TCO optimization.

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09
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Energy Per Inference Calculator

Measure energy usage per AI inference operation across model architectures, quantization levels, and hardware platforms with token-level granularity. Supports LLM, vision, and multimodal workloads with batch-size optimization and sparsity-aware power modeling.

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10
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Thermal Throttling Predictor

Predict thermal throttling risks under sustained and burst workloads with die-level temperature telemetry, workload-pattern analysis, and cooling-system response modeling. Recommends DVFS curves, task-migration strategies, and cooling upgrades to maintain performance SLAs.

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⚙️ Yield & Process Engineering

Turn defects into learning curves

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