5 [0.1257970095089821, 0.9464965711277091] {'r1MOhm': 10.548822318108844, 'tauS': 8.817878783521673} {'trainingCell': 'A2', 'heldOutCell': 'A6', 'trainingRestTemperatureC': 6.570250034332275, 'heldOutRestTemperatureC': 6.394957065582275, 'temperatureQC': 'Cold A4 rests are at 12.70 C and cannot validate the A2 6.57 C map; A6 at 6.39 C is used, selected solely by thermal comparability. At nominal 25/40 C A4 is within 2 C of A2.', 'training': {'windows': 63, 'samples': 8960, 'rmseMV': 8.287157345940715, 'maxAbsMV': 26.754081491861648, 'chargeRmseMV': 8.093278726983971, 'dischargeRmseMV': 8.449193630195177}, 'heldOut': {'windows': 51, 'samples': 7269, 'rmseMV': 65.90173280209636, 'maxAbsMV': 266.3725482076078, 'chargeRmseMV': 68.16889195020403, 'dischargeRmseMV': 64.39634238835175}, 'ocvHeldOutRmseMV': 3.683203265417015, 'ocvHeldOutPoints': 5, 'method': "OCV rests at authors' measured ocvsoc; capacity from A2 C/20 discharge; R0 from paired 0.5C pulses; one global R1/tau fitted at each temperature to A2 pulse and 20 s recovery windows. Thermally comparable A6 (cold) or A4 (25/40 C) is held out. Dynamic errors align each window to its measured pre-pulse voltage, so they measure incremental pulse response, not absolute OCV accuracy. OCV cross-cell error is reported separately. Piecewise-constant measured current, model SOC integrated with training-cell capacity, and exact RC propagation. Only windows wholly inside the shared measured SOC domain are retained. No holdout-dependent tuning.", 'chargeAcceptance': 'Observed charge pulse coverage only; a passed 13 s laboratory pulse is not a safe repeatable regen rating. Some high-current pulses reach the 4.2 V ceiling. The study keeps its separately selected charge policy and voltage cap.'}
25 [0.09589582568176669, 0.9485475631610789] {'r1MOhm': 4.720355021932593, 'tauS': 5.823225648992724} {'trainingCell': 'A2', 'heldOutCell': 'A4', 'trainingRestTemperatureC': 25.168622970581055, 'heldOutRestTemperatureC': 25.371000289916992, 'temperatureQC': 'Cold A4 rests are at 12.70 C and cannot validate the A2 6.57 C map; A6 at 6.39 C is used, selected solely by thermal comparability. At nominal 25/40 C A4 is within 2 C of A2.', 'training': {'windows': 63, 'samples': 8974, 'rmseMV': 10.241180748998081, 'maxAbsMV': 42.32465589855927, 'chargeRmseMV': 10.205863777311347, 'dischargeRmseMV': 10.271182693170072}, 'heldOut': {'windows': 65, 'samples': 9262, 'rmseMV': 11.204757948477885, 'maxAbsMV': 48.900089692980316, 'chargeRmseMV': 11.263781918823963, 'dischargeRmseMV': 11.153956531156519}, 'ocvHeldOutRmseMV': 3.72494596535046, 'ocvHeldOutPoints': 7, 'method': "OCV rests at authors' measured ocvsoc; capacity from A2 C/20 discharge; R0 from paired 0.5C pulses; one global R1/tau fitted at each temperature to A2 pulse and 20 s recovery windows. Thermally comparable A6 (cold) or A4 (25/40 C) is held out. Dynamic errors align each window to its measured pre-pulse voltage, so they measure incremental pulse response, not absolute OCV accuracy. OCV cross-cell error is reported separately. Piecewise-constant measured current, model SOC integrated with training-cell capacity, and exact RC propagation. Only windows wholly inside the shared measured SOC domain are retained. No holdout-dependent tuning.", 'chargeAcceptance': 'Observed charge pulse coverage only; a passed 13 s laboratory pulse is not a safe repeatable regen rating. Some high-current pulses reach the 4.2 V ceiling. The study keeps its separately selected charge policy and voltage cap.'}
40 [0.06890763047963688, 0.9469721034496332] {'r1MOhm': 3.8070800472189763, 'tauS': 4.816141634210798} {'trainingCell': 'A2', 'heldOutCell': 'A4', 'trainingRestTemperatureC': 39.34937286376953, 'heldOutRestTemperatureC': 39.75339126586914, 'temperatureQC': 'Cold A4 rests are at 12.70 C and cannot validate the A2 6.57 C map; A6 at 6.39 C is used, selected solely by thermal comparability. At nominal 25/40 C A4 is within 2 C of A2.', 'training': {'windows': 63, 'samples': 8976, 'rmseMV': 7.578347431084336, 'maxAbsMV': 42.36187422152238, 'chargeRmseMV': 7.578791401233016, 'dischargeRmseMV': 7.577969206989413}, 'heldOut': {'windows': 63, 'samples': 8971, 'rmseMV': 11.462554285222293, 'maxAbsMV': 44.41933764592099, 'chargeRmseMV': 9.101508069954066, 'dischargeRmseMV': 13.145086975800051}, 'ocvHeldOutRmseMV': 0.820001274033097, 'ocvHeldOutPoints': 6, 'method': "OCV rests at authors' measured ocvsoc; capacity from A2 C/20 discharge; R0 from paired 0.5C pulses; one global R1/tau fitted at each temperature to A2 pulse and 20 s recovery windows. Thermally comparable A6 (cold) or A4 (25/40 C) is held out. Dynamic errors align each window to its measured pre-pulse voltage, so they measure incremental pulse response, not absolute OCV accuracy. OCV cross-cell error is reported separately. Piecewise-constant measured current, model SOC integrated with training-cell capacity, and exact RC propagation. Only windows wholly inside the shared measured SOC domain are retained. No holdout-dependent tuning.", 'chargeAcceptance': 'Observed charge pulse coverage only; a passed 13 s laboratory pulse is not a safe repeatable regen rating. Some high-current pulses reach the 4.2 V ceiling. The study keeps its separately selected charge policy and voltage cap.'}
