{ "provenance": { "url": "https://moonlit-gaufre-ac3789.netlify.app/", "retrieved": "2026-10-06", "source": { "data_generated": "2026-10-02", "page_version": "v1", "torch": "2.10.0", "python": "3.13", "generator": "feature_map_tx_energy.py (forward-hook trace of model_architectures.ipynb)" }, "status": "Analytical estimates; no hardware or trained-model validation performed.", "model": "Feature-Map Radio Budget Version 2 (2026-10-16); results_v1.json holds the v1 model.", "corrections": [ "Exclude task-incompatible final SleepFM temporal pooling.", "Include MCU sleep energy during DMA-mode transmission.", "Count AttX raw input on the full 10-s window, consistent with its feature cuts.", "Charge BLE connection maintenance and Wi-R sleep during computation as well as idle time.", "v2: 11-B packet overhead at LE 2M; no trailing inter-frame space; last connection event charged for its actual packets.", "v2: transfer time to the last packet instead of whole connection intervals; reserved intervals must fit the period.", "v2: no separate radio sleep current for MCUs with a built-in BLE radio.", "v2: Wi-R losses recovered by blind copies chosen for a whole-map delivery target." ] }, "presets": [ { "id": "h7a3", "sleep": 32, "sleepSrc": "Stop mode, full RAM retained", "name": "STM32H7A3ZI", "core": "Cortex-M7", "mhz": 280, "ua": 120, "V": 3.3, "mpc": 1, "mpcSrc": "measured: MLPerf Tiny v1.4, STEdgeAI 4.0", "pj": 478, "flash": 2, "sram": 1, "src": "ST DS13195: 120 µA/MHz Run, SMPS, 3.3 V, 25 °C (…Q part). SRAM = 1 MB AXI block (1.4 MB total)." }, { "id": "u585", "sleep": 8.95, "sleepSrc": "Stop 2, full SRAM", "name": "STM32U585", "core": "Cortex-M33", "mhz": 160, "ua": 19.5, "V": 3.3, "mpc": 0.69, "mpcSrc": "measured on STM32U575 (same core): MLPerf Tiny v1.3, X-CUBE-AI 10.2", "pj": 213, "flash": 2, "sram": 0.77, "src": "ST DS13086: 19.5 µA/MHz @ 3.3 V (feature page; regulator not confirmed). MLPerf energy measured at 1.8 V." }, { "id": "u385", "sleep": 2.2, "sleepSrc": "Stop 3, full SRAM", "name": "STM32U385", "core": "Cortex-M33", "mhz": 96, "ua": 16, "V": 3.3, "mpc": 0.69, "mpcSrc": "measured: MLPerf Tiny v1.4, STEdgeAI 4.0", "pj": 81, "flash": 1, "sram": 0.25, "src": "ST datasheet: 16 µA/MHz CoreMark, SMPS, 96 MHz, 3.3 V. MLPerf energy measured at 1.8 V." }, { "id": "l4r5", "sleep": 2.8, "sleepSrc": "Stop 2 + RTC", "name": "STM32L4R5 (L4+)", "core": "Cortex-M4F", "mhz": 120, "ua": 43, "V": 3.3, "mpc": 0.61, "mpcSrc": "measured: MLPerf Tiny v1.4, STEdgeAI 4.0", "pj": 440, "flash": 2, "sram": 0.625, "src": "ST DS12023: 43 µA/MHz with SMPS variant (110 µA/MHz LDO). MLPerf energy at 3 V." }, { "id": "l476", "sleep": 1.4, "sleepSrc": "Stop 2 + RTC", "name": "STM32L476", "core": "Cortex-M4F", "mhz": 80, "ua": 100, "V": 3.3, "est": "m4", "flash": 1, "sram": 0.125, "src": "ST DS10198: 100 µA/MHz Run, LDO (no SMPS on this part)." }, { "id": "wba52", "sleep": 0.9, "sleepSrc": "Standby, 64 KB SRAM", "ble": [ 5.2, 4.4 ], "name": "STM32WBA52 (BLE)", "core": "Cortex-M33", "mhz": 100, "ua": 23, "V": 3.3, "est": "m33", "flash": 1, "sram": 0.125, "src": "ST DS14127: 23 µA/MHz Run @ 3.3 V (feature page). Built-in BLE 5.4: TX 5.2 mA / RX 4.4 mA." }, { "id": "n52840", "sleep": 3.16, "sleepSrc": "System ON, full RAM + RTC", "ble": [ 6.4, 6.26 ], "name": "nRF52840 (BLE)", "core": "Cortex-M4F", "mhz": 64, "ua": 52, "V": 3, "est": "m4", "flash": 1, "sram": 0.25, "src": "Nordic PS: 52 µA/MHz CoreMark from flash, DC/DC 3 V." }, { "id": "n5340", "sleep": 1.3, "sleepSrc": "System ON (full-RAM figure not published)", "ble": [ 3.4, 2.7 ], "name": "nRF5340 app core (BLE)", "core": "Cortex-M33", "mhz": 128, "ua": 60.8, "V": 3, "mpc": 0.28, "mpcSrc": "measured: MLPerf Tiny v1.1, microTVM + CMSIS-NN (an older stack; optimized stacks reach ~0.69 on M33)", "flash": 1, "sram": 0.5, "src": "Nordic PS: 66 CoreMark/mA at 128 MHz → ≈60.8 µA/MHz (calculated), DC/DC 3 V." }, { "id": "n54l15", "sleep": 2.9, "sleepSrc": "System ON, 256 KB RAM", "ble": [ 4.8, 3.4 ], "name": "nRF54L15 (BLE)", "core": "Cortex-M33", "mhz": 128, "ua": 20, "V": 3, "est": "m33", "flash": 1.5, "sram": 0.25, "src": "Nordic Developer Academy: 20 µA/MHz CoreMark from NVM @128 MHz, 3 V (not the datasheet table)." }, { "id": "apollo3", "sleep": 4.1, "sleepSrc": "Deep Sleep, 384 KB retained", "ble": [ 4.3, 3.2 ], "name": "Ambiq Apollo3 Blue (BLE)", "core": "Cortex-M4F", "mhz": 48, "ua": 10.3, "V": 3.3, "est": "m4", "flash": 1, "sram": 0.375, "src": "Ambiq DS-A3 Table 1203: 10.3 µA/MHz CoreMark @48 MHz, 3.3 V, buck (6 µA/MHz is the while-loop figure)." }, { "id": "apollo4", "sleep": 13.6, "sleepSrc": "Deep Sleep 2, 8 KB, at 1.9 V", "ble": [ 5.2, 5.9 ], "name": "Ambiq Apollo4 Blue Plus (BLE)", "core": "Cortex-M4F", "mhz": 96, "ua": 15.4, "V": 1.9, "est": "m4", "flash": 2, "sram": 2.75, "src": "Ambiq datasheet Table 34: 15.4–17.2 µA/MHz CoreMark @96 MHz, 1.9 V, buck." }, { "id": "apollo510", "sleep": 13.2, "sleepSrc": "Deep Sleep, 160 KB, at 1.8 V", "name": "Ambiq Apollo510", "core": "Cortex-M55", "mhz": 250, "ua": 26, "V": 1.8, "est": "m55", "flash": 4, "sram": 3.75, "src": "Ambiq DS-A510 Table 39: 46.8 µW/MHz CoreMark @250 MHz, 1.8 V (≈26 µA/MHz)." }, { "id": "mg24", "sleep": 2.9, "sleepSrc": "EM2, full 256 KB", "ble": [ 5, 4.4 ], "name": "SiLabs EFR32MG24 / BG24 (BLE, MVP)", "core": "Cortex-M33 + MVP", "mhz": 78, "ua": 49.1, "V": 3, "mpc": 1.04, "mpcSrc": "measured: MLPerf Tiny v1.0, TFLM + MVP accelerator", "pj": 134, "flash": 1.5, "sram": 0.25, "src": "SiLabs datasheet Table 4.5: 49.1 µA/MHz CoreMark @78 MHz, 3.0 V, DC-DC. MLPerf energy at 1.8 V." }, { "id": "bg22", "sleep": 1.4, "sleepSrc": "EM2, 32 KB", "ble": [ 4.1, 3.6 ], "name": "SiLabs EFR32BG22 (BLE)", "core": "Cortex-M33", "mhz": 76.8, "ua": 37, "V": 3, "est": "m33", "flash": 0.5, "sram": 0.03125, "src": "SiLabs datasheet Table 4.5: 37 µA/MHz CoreMark @76.8 MHz, 3.0 V, DC-DC. Only 32 KB SRAM." }, { "id": "cc2340", "sleep": 0.71, "sleepSrc": "Standby, full RAM", "ble": [ 5.1, 5.3 ], "name": "TI CC2340R5 (BLE)", "core": "Cortex-M0+", "mhz": 48, "ua": 53, "V": 3, "est": "m0", "flash": 0.5, "sram": 0.0625, "src": "TI SWRS272F §7.9: 53 µA/MHz CoreMark @48 MHz, 3.0 V, DC/DC." }, { "id": "cc2652", "sleep": 0.94, "sleepSrc": "Standby, 80 KB", "ble": [ 7, 6.9 ], "name": "TI CC2652R (BLE)", "core": "Cortex-M4F", "mhz": 48, "ua": 71, "V": 3, "est": "m4", "flash": 0.344, "sram": 0.078, "src": "TI SWRS207J §8.5: 3.39 mA CoreMark @48 MHz, 3.0 V, DC/DC (71 µA/MHz)." }, { "id": "ra8m1", "sleep": 900, "sleepSrc": "Software Standby with all SRAM ≈0.9 mA", "name": "Renesas RA8M1", "core": "Cortex-M85", "mhz": 480, "ua": 318, "V": 3.3, "mpc": 1.94, "mpcSrc": "measured on RA8D1 (same M85 core): MLPerf Tiny v1.2, TFLM + CMSIS", "flash": 2, "sram": 1, "src": "Renesas RA8M1 datasheet Table 2.19: 318 µA/MHz CoreMark, IDD (core supply) @480 MHz." }, { "id": "mcxn947", "sleep": 5.2, "sleepSrc": "Power Down, 512 KB", "name": "NXP MCX N947 (CPU only)", "core": "Cortex-M33", "mhz": 150, "ua": 57, "V": 3.3, "est": "m33", "flash": 2, "sram": 0.5, "src": "NXP datasheet Table 20: 9.19 mA while(1) @150 MHz, DCDC 3.3 V (≈57 µA/MHz). Its eIQ Neutron NPU is not modelled here." }, { "id": "alifb1", "sleep": 0.45, "sleepSrc": "STOP, 64 KB", "ble": [ 2, 1.5 ], "name": "Alif Balletto B1 (BLE, CPU only)", "core": "Cortex-M55", "mhz": 160, "ua": 22, "V": 3.3, "est": "m55", "flash": 1.9, "sram": 2, "src": "Alif product page: 22 µA/MHz @ 3.3 V (workload not stated). Its Ethos-U55 NPU is not modelled here." } ], "profiles": [ { "id": "attx_vgg", "name": "AttX (VGG)", "period_s": 4, "period": "every 4 s: 10-s windows, 60% overlap", "params": 3670983, "note": "ECG and EDA each run in their own stream, and every dist point cuts both streams at the same layer.", "splits": [ { "label": "Raw ECG + EDA (full 10-s window)", "shape": "2 × 2560 (full 10-s window)", "ein": 5120, "ef": 0, "macs": 0, "params": 0, "act": 0, "note": "Each inference sends the full 10-s window, the same window every dist point covers.", "short": "raw", "group": "Input" }, { "label": "Stage 1 · conv 1 (both streams)", "shape": "2 × 32 × 2560", "ein": 0, "ef": 163840, "macs": 10485760, "params": 4160, "act": 84480, "note": "", "short": "conv1", "group": "Stage 1" }, { "label": "Stage 1 · conv 2 (both streams)", "shape": "2 × 32 × 854", "ein": 0, "ef": 54656, "macs": 122421248, "params": 135296, "act": 109248, "note": "", "short": "conv2", "group": "Stage 1" }, { "label": "Stage 1 · 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