At the saved 10 W sensing baseline and fixed reporting rate: 7.695833333 W input and 2.304166667 W less heat for equal exports and stored-energy change. The cooler uses 50 g fixed + 150 g scalable mass; 34.5625 g removed at equal heat transfer and temperature, with 0 g added parts.

Exact saved result and related comparisons

{
  "reference_input_J_per_job": 1,
  "selected_input_J_per_job": 0.7695833333333333,
  "delta_J_per_job": 0.23041666666666666,
  "reading_energy_fraction": 0.5,
  "added_planning_energy_fraction": 0.03,
  "exact_conventional_planner_reading_tie": true
}

Related models of defined tasks: D066, D067, D120. Each comparison uses its stated task and energy boundary.

Study and sources →

Linked-error decisions

The retained C05/T032 summary compares exact inference with SymPy in selected 256-input cases. Its within-case median ratios range from 1.7065 to 39.0642.

At a fixed job period T: E0=P0_active*t0+P0_idle*(T-t0)+E0_added; E1=P1_active*t1+P1_idle*(T-t1)+E1_added. Heat energy saved per job equals E0−E1 when exported energy and changes in stored energy match.

Exact saved result and related comparisons

{
  "reference_active_time_s": 100,
  "assumed_equal_active_power_W": 1,
  "selected_active_times_s": [
    58.59947260474656,
    2.5598885936484046
  ],
  "active_energy_saved_J": [
    41.40052739525344,
    97.44011140635159
  ],
  "evidence_limit": "Retained T032 summary ratios; original invocation witness remains unrecovered. Constant active power is a separate projection assumption."
}

Related models of defined tasks: D023. Each comparison uses its stated task and energy boundary.

Study and sources →

Amplifier modeling

The state-history model predicts a synthetic amplifier’s output. It compares four features with twelve across three test regimes, each with 3,000 samples.

Execution energy remains open for the forward-prediction study. The RF finite arithmetic jobs use their own source boundaries.

Exact saved result and related comparisons

{
  "prediction_MSE_reduction_percent": [
    99.986,
    99.9999
  ],
  "features_before": 4,
  "features_after": 12,
  "energy_J": null
}

Related models of defined tasks: D021, D022, D026, D027, D028, D030, D041. Each comparison uses its stated task and energy boundary.

Study and sources →

Checked device-code export

The retained summary compares corrected generated controller code with its reference logic on 45 specified input sequences.

Controller execution energy and new guarded-FIR mapped power remain open.

Exact saved result and related comparisons

{
  "matching_sequences": 45,
  "energy_J": null
}

Related models of defined tasks: D015, D019, D081, D082. Each comparison uses its stated task and energy boundary.

Study and sources →

Energy and heat accounting

The actuator checks use equal force and reconcile energy at the load with energy at the power source.

In the retained battery-boundary adverse example, equal exports and stored-energy change give 0.006 J more heat per job. The 200 equal-force checks retain the same copper loss.

Exact saved result and related comparisons

{
  "synthetic_equal_force_cases": 200,
  "copper_loss_change_J": 0,
  "example_load_energy_saved_J": 0.004020005,
  "example_battery_energy_increase_J": 0.006
}

Related models of defined tasks: D061, D062, D063, D064, D065. Each comparison uses its stated task and energy boundary.

Study and sources →

Passive signal recording

The reviewed R23-to-R24 recorder comparison includes the same complete producer history in both reserved-storage totals.

E_saved = Nwrite0*ewrite0−Nwrite1*ewrite1 + Nread0*eread0−Nread1*eread1 + Ncrc0*ecrc0−Ncrc1*ecrc1 + leak0*T−leak1*T − E_added. Terms partition capture, recovery and readback work without overlap.

Exact saved result and related comparisons

{
  "before_B": 1453784064,
  "after_B": 1163480256,
  "removed_B": 290303808,
  "combined_reserved_storage_reduction_percent": 19.96883960890632,
  "write_work_reduction": 0.10714285714285714,
  "read_work_reduction": 0.17647058823529413,
  "checksum_work_reduction": 0.6
}

Related models of defined tasks: D091, D095, D099. Each comparison uses its stated task and energy boundary.

Study and sources →

Offline engineering workbench

The source covers caching exact report calculations. A separate history example counts two categories of repeated work at 4,096 records.

The energy model prices removed evaluations, cache retention and traffic, and remaining work. Execution-energy coefficients remain open.

Exact saved result and related comparisons

{
  "expression_events_before": 3194940,
  "expression_events_after": 2457660,
  "events_removed": 737280,
  "removed_visited_positions_in_separate_history_categories": 16777216,
  "ordinary_same_cache_tie": true
}

Related models of defined tasks: D118, D083, D084. Each comparison uses its stated task and energy boundary.

Study and sources →

Receiver health and evidence

The proposed review traces suspect intervals through receiver logs and retained signal records. The matched event-review and detection task still needs an energy-cost calculation.

The event-review job awaits an installed energy budget. The GNSS recorder reference supplies separate finite-model arithmetic.

Exact saved result and related comparisons

{
  "matched_review_energy_J": null
}

Related models of defined tasks: D092, D093, D095, D099, D100. Each comparison uses its stated task and energy boundary.

Study and sources →

Results across 120 reference jobs.

The 120-reference portfolio retains 13 savings at the main modeled point, 100 ties using the conventional fallback, and 7 unmatched comparisons. The product pages give each task’s rate, included changes and baseline design.

Exact reference models and full source map →