---
title: "State of Health (SoH): TWAICE Calculation and Definitions"
description: Learn how TWAICE calculates State of Health, which three SoH definitions it provides, and how to interpret the results.
---

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# State of Health (SoH): TWAICE Calculation and Definitions

### Introduction

The State of Health (SoH) indicates the degradation of energy that can be stored and released with time, cycling, and operational stress. It reflects the gradual loss of usable capability as the battery ages.

There is no universal standard for calculating SoH, and different approaches can lead to different results. TWAICE provides three complementary SoH calculations to address different use cases. This article explains them.

 

### How TWAICE calculates and defines SoH

The basis for the SoH calculation is the estimation of the current total electrochemical capacity purely from the operational data. Depending on cell chemistry, available data and operational patterns, TWAICE applies one of these methods:

 

#### 1. Recursive Least Squares (RLS)

- Compares expected vs. actual charge throughput between two operating points.
- The error signal is minimized via an RLS algorithm, enabling continuous tracking of changes in capacity.

#### 2. Degradation Modes & Peak Tracking

- Reconstructs key battery characteristics such as Open Circuit Voltage (OCV), loss of lithium inventory (LLI), and loss of active material (LAM).
- These factors enable precise estimation of string-level SoH.
- The estimated capacity values are multiplied by the nominal voltage to gain the "Estimated Energy".

💡 *Note: These estimations purely capture the electrochemical state of the battery and do not include effects of recoverable energy (e.g. imbalance).*

### Definitions

Based on the estimated energy, TWAICE provides 3 different definitions:

- **SoH - Energy-based (Wh) = Estimated Energy** 
    - Useful when you need the absolute energy the system can currently deliver (e.g., technical analysis, modeling, operational capability).
- **SoH - ref. Installed DC Energy (%) = (Estimated Energy / Installed Energy) x 100** 
    - Useful for warranty, lifetime, and business-case comparisons, since Installed Energy represents the original design value of the system.
- **SoH - ref. Equipment DC Energy (%) = (Estimated Energy / Equipment Energy) x 100** 
    - Useful when comparing different hardware configurations, since it reflects the true technical capability of the installed equipment.

### What can you do with the TWAICE SoH?

**Identify underperforming components**

- A lower-than-expected SoH helps highlight weak cells, strings, or components limiting system performance.

**Plan maintenance actions**

- String-level SoH values help operators quickly detect malfunctioning parts and plan balancing, replacement, or other O&M measures efficiently.

**Compare planned vs. actual SoH:**

- Capacity tests are infrequent and require downtime. TWAICE SoH allows continuous tracking without interrupting operation, enabling long-term comparison against warranty expectations and degradation models.

Go to the [Warranty](https://support.twaice.com/knowledge/how-to-use-the-warranty-guarantee-tracker?hsLang=en) section or [Data Explorer](https://support.twaice.com/knowledge/how-to-use-the-updated-data-explorer?hsLang=en)to explore more on the TWAICE platform.

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N79uyVie9ODqvbhQsXlpefe8Sef1g7HMWVnhz5ssyb90uAwAXndZRmTU4MWMfCwRFYuXqNCTpbbhs/rmZ1qVKlonegP/78ywtI05XTZs7PVUFpmiHNH5AWSVDZoAE32cA1f3CatqVZ1YID2DwwZmJagBydMX156BwCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAKRCbRu2dTb4fxOHb35I3lm9+7dckX3W+Sttz88kk8z2+e2ZNmKdAFp2uibE8ML/st2B2hARj0/Tq6+tq99fBoUNFqtamUpWyZtyM7TTm2Vq8T8Q3ZGEpDmP0kNTtN9XfG36dYxzR0CZErLHdeJXiKAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIHCUCp7ZrIWWfHR5wtv+sXC3DHnnWWzdoYB+pVCktw5JuaHD8cXZ7z6u6yMkn1ZfEffukSaMTvH1y+8yNvbpLwwZ1vdPYtm27TP1ptkz55Atv3Z13D5Wzz2gv8fElvHXMpAmMDxG0N+n9KTJ08O1SvHjRtMrMHXKBQoUKyvdfvC06hO+JDetJmYRSh7wP0R5QM5y5Em1AmttfA9O0uKxr2rZb5+owjX0BgtJi/xrRQwQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBo0hAsyXpw190WD9/UNop/2uZ6bB+GtASbknav1/W/LtOihYrIqVLxafbbafJQvav2V6xYnkpVqRwuu0Zrdi9e4/8u3aDVD6mvBQsGJdRlYjXtWzeSE5t1zJgvysu6SwvNWogQx563Fv/1Xc/SZfzz/KW/TOr16yTPHnySMXyZe3Uvy2c+fXrN8nevYlSuXKFsPbfsWu3bN60RY6tckw4zaers3nrf7Jz+y6paBzz58veYHhJSUny9rtpmeTuu+d2eXrkS7L1v232uO9/9LlcdfmF6fqQ0YoNG7eIHDggZcsmZLQ503XZ2dc1rPfs7p27pESJ4m5VwDQatwPmfFatWiulSseHfZ/7D6rH3L5thxxTqYIUyJfPvymieT2nDu3Dy5D2n7l223bslCpBAarhHlDP+Z+V/0oRM/xtNNfSfxwXQKbrsgog+27qDElOPpDu+exvT9twbeo0qzb9+zIfGwIEpcXGdaAXCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAII5IjAl19PlXsfTAnS6nhaexkyqK9td9OWrXLeRdfI/uT9dojAV557VIY//pxMfDdt6MZmTRvLnf1ukBZNT5JffvtdHnj4GZkxc47XL93+1CODMwyySkxMlMeeHiOfffmt/PXXCm+f42rXlD439ZROZ3eQvHmzF1jlNeqb6d7twoCgtL9NkI0rGnSjQ3pOeOdD+f2PpaLDfLrSonkTGTH0LqlZvYpbZadTPvtGhg5/xs6rX69rLpMnnn5Zfpox2wQtpbRd2ATxXNvjcunX59oMA5BefvVtGTtuovz9z0rbTnzJEtKmdQt5aEh/uee+x+TnX36168c+/5jUq1vLzrsf69ZvMMcfKTNmz5M1JojOlTatmssd/a43WfCiy3732VdTvQA0bfPiC84yAUmrbD91+Y3xH2QalKbBiUOHPSufffGtbNi4SXcxwXnHmOt6htx6U3c554LuoveABjh98+l4u939iHbfYY89J5OnfG6bufuOm6VChXJm+MvXZNqMOXLzDd3NfdXDHUKidVu5co3cff8jMmPWPO/+OL5eXbmu5+UmOLSS3NLvXnuM1i2ayuPD7/GOpzMzZy+Qp0aNkYULFwXY1qhRTe6/57aAoKuHHhktH5msfu4e0v0fffJ5ecXcJ1pmfPeBnXbtdpP8s2q1nX/nzefSBZxpYOXDj4ySWXPme/eH3o8nN2ooF5zXUS7pcq7d1//jsWdelnffm2JXqWO5cmXkpVfGy8xZc71+a9DpvXf1lfPM8zTSEpwlLbP9v5s6U7r1uNVWefWlJ+W0U1qHrK4Z11xgGtnSQjLF7AaC0mL20tAxBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEIhfQ4DMX+OKCh7SVnTt2eUFSuv2UM7t6ASnuKLNMINS1N/SXEQ/dI33vuN8L0vFvv7HPPTJl0isBmcKWLFsh1998l/y5ZJmr6k113U1975HPv/pBRj35QMB+XqVszOzbtz9g77j8KaEQf61YJbcPfFBmm+CdjIoG27U7/SJ5zgyV2umsU70qO0zmKef3+VffiQ5t6bKJuUoa3Pbs6DGSL38+6X/rtW61yf6ULD2uv0O+/naqt05ndH8dZnTu/AVeIJGu37Nnr0688tmXP9ggKH/wnNv447SZoo+HHxiYafCYqx88fXP8+96qszqeaoc4vfjCc7ygtEWLf7eBiA3rpw2R6nZYu26jXHTZ9d7949ar03Mvvmr75Q9EdNt1mp19NSjPXYuxr78T8lpG6zZ12hzpef3t6e5ztbjtjsGiwWXu+GvXbfBOSzPg3f/gkybYMSWQzNuQOqMWV13TR66/9kq5d+Atdq0GKLq2XH29zqtWpQVK6volS//ygv4SE/e5qnb60affSL87h6Trr7bj7o8pn34trzz/iBQoUMDb95+/V3nHHvn8ONHzCy5q3fvWu6Rc2RdtUGrw9syWZ5rXDVeyymh2QA64qmaaxzefftafLc1/jPQ1WROLAjkfghyLZ0mfEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCBAQAOlNMNSh1PaimbyckXXX3/zABv4opmw2rUNHEpwwS+/ycpVa1x10aEU/QFp2laPqy6Rewb0kYsuSMva9KHJePXIky96++XUzONPvxTQVPXUzGf/rFztBTG58+x+ZVepW6d2QP27Bj1sh+QMWJm6oEFE6qHn1PH0U2yQkr/eCy+97l+U8e98FBCQ5o6rxjrvz3wWsKNZ0GEUr72xvxdwpAFRN9/Y02Su6y2aJc2VuwcPl6k/znKLYU1Xrl5jg5Zc5a4mGE1LwxPqBpzTmxPSsua5ujp90GSOc1nfdLlsmdJyzlmnS9MmjXRRFv662E4z+pGdff3t+YML9b4sVaqk3Rytm2Z1u+PuoZ63NqZZ/Tp3OtNOdTlUoN3evXu9DG5aTzMI6r3VymRT85cXXn5dfvk1JQCsYoXy1lrvA3/R63xiw/r+VRnOL/3rb7nxloEB/dXj6XXQ6+HKt9//JHff96hbTDd1AWlqaIMTfc99rTzm1Qnp9slqxfyfF9oqjU5qkFVVOaVtC3lj7LMybszTJkta4GtLRju7Nt0xMqrDutgUIFNabF4XeoUAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggMBBFTjv3I7y9KODbUalpKQk6XDOFQFBOE+MuE+6XpQSvKSZ0E7p2NXrjw6ReWyVY+zyCy+94WVI00CXyW+/JOXLlfXqXnXFhdK5S0+7/PLYt6T3dd2kePGi3vZwZz42WaL++PMvr/q27TtMoNUs8QeraMDPKe1a2jrt2za3AXcFC8bJ8KEDJSE+JYhJN86as0AuvPQ6W0+Dzv5Y8pcN0LIrgn7cftsN0rd3Dy/D2zvvf2azaGk1zVC1dasJWosvIfv2J8uwR5719tYAp3FjnpTKx1Sw69T49oEPyXuTP/Hq+GcG3DvcW9QAuOeeflDi4uLsult7d5eXxk70hil9YuQYadummVc/q5m3Jn7oVdEAu/bt04KBLu1ynhkOMmW40vc++ETuv7uPCaAr5NX//Y9lMvmjz7zlc81wnU89cq8UKlTQrtNhM6/o0dcMj7rEq+NmsrOva8M/1eEcr7/mchOEVcpbHa3bGxM+9LKHaWP33XO7XNfjEq/dWXN/kSu63xIQBOY2li4VL/37Xi/vvPexPPv4kIAhWDdu3iJndb7KC0CcNmOuvbd0GN0h0lcG3jvCDJU6yTY1+O7bpFfPy1yzmU7vHvyIt12H2nzDBHXVOa6GXWcD7O4ZbrP66Yrxb39gsrRdIbVqVPX2cTP6HHlh5HBvaFEd4rb/XQ97w/guM8Fv0ZbmJjgvq6LDd2o5NfV5mlV9bdM9x3VffV5TcocAmdJyx3WilwgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCOSYgAYmjXxiiDfEnw711/G09l77XS7q5AWk6craNasFZNTSIBhXPvjoCzcr99/TLyAgTTecfNIJcl3PK2wdDeL68JOvvPqRzEx8d7I8NOJp76HDZ7pgFW1Hg22ee2aYFPVlonrZDGP4wrMPyy4z3OLcn3812b5W20M2a3JiQHaqf9esz7ArGhx22009vYA0rXT+eacH1N2+c6dddlnV3MbHhw3yAtJ0nRo/8/j9UvXYKq6KN922bbvJfjbDWx7x0EAvIM2t1ICp4+vVtYuaNWyFGZIxnKLBchNMkJIrF55/jhTIl88tykXnd/Tm7fX5OPD6qJsret88NvweLyBN12sA4ptjn3JVAqbZ2TegIbOgWeN0OEd/QFp23ObO/8U7hGYD9Aek6YZmJzeURx8e5NUJnrmux6Xy2YevS7nyZcx9+JsJyltmAxPLJJSS8zud5VUPdW95FcKY2bz1P5k2Y7ZXc/iDd3kBabpSgxcfe/gu0WA1Vya++7GbDZgOuP2mgICwPHnymHvgTK/O9h07vPlwZlyQWTh1h44YJd163GIflWs1k3D2bdOqSThNUycGBciUFoMXhS4hgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCBwsAXy5g3MY1OuXIJ3yIKpGbq8FWamXNkyAZnUdJsO3enPkPWRCTj76psf/bvZ+WXL07Iv/bX8H7vuptsGy8rV/6ar29oMSTig3/Xp1me2QofkfHHUCKlRrXJAtckmYG7E46O9rFW6UQN3evXsJiVKFPfqaraojIpmWQsuGtClwVmaYc1flv6Vcl66TodTbHRSff9mbz6jNheZgCZ/Gf7oc/5Fb37b9rRj6vGqVQ08X6+ib+a7H2bIho2bvDVdu6QNqaorNaisbZsWXlDcmyaA7RJfHXe9tO6p7dtIsSKFdTagFCqYkjUtYKVZyM6+wW1VrpSScc6/Pjtuf/nuyU7ndPA3681ndK3cxgW/LJbBQ59IFxh50flnS+mEtOfSgQPJbpeop7//vtTbV++9Dr5Md26DBj1efEEneWb0y3bVn0sC7ylXr1Ch9Pd02bJpw3+6etFMswog0+3Pv/RaRE3/OG1ORPWpHDsCBKXFzrWgJwgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCOQqgfXrNwb01z/MY8AG38LKVSmBaLNMtq81a9b5tqTMVvAN/enfeM5Zp5ssYylBWGPHTfCGVdQhQzVjVf58gUF2k6d8KX373+dvws7rMYc89Hi69dGu0ExTWnQYS1cqVCjnZsOarly1NqDehHfSMpsFbPAtrFy1xrcUevaN8e8FbFzz71rRh79UqpgW8DVv3i+iw7Vqdjwta9elnVe5ENfGVszgR3b2zaC5dKuy47Z2bVp2PA24jKQsNUNcdr2yt3cPun0105wbmtOty4npcl9WvCpVKoVssnLltOu4fkPgczPkTjm4QQPIMhteU7fpEKyRBqa5LmbWtqvDNHYECEqLnWtBTxBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEMhVAiWKFQvorw53WbxE4LqACmbhhHp17Cr/UIP+Ogml4v2L3rxm7zq1XUu7fMwx5WTQfSPsvA6b+dobk+Saqy/26urMI0887y03btxQbjXDP7Zs0UhWrVwjzzz3qoQTQOc1EMZMhfJlvVorV6YME+qtyGKmeLEiATV0+NSsSo3qWWdJW79+k8lc90NAUz2uvz1gOaOFtyZOlvvu7mM3VfSd16rV4QXCuTazs69rI7Npdtw0cNBlkIv0vF58ZbwXkKZZ8Qb2v8kMf/s/0aFcP/hQs/ONyqzbEW/zPyf8wXTBDa31BYlWrlQxePNBWfYHis2cPS/LY0SaLS2cNrM8KBUOiwBBaYeFnYMigAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCQ+wWKFy8aMJTlWR3bS5fzzwrrxD58O2WYwbAqB1XqdukF8sZb73lDhw5/bKSce1Z7OxSlVt22bbv8/c9Kb68xox6RsmVThlSsc1wNGfXkA7LGZMqaFUYQjddIFjPHVjnGq6FDe3793bR0wywmJibK9h07vHpupnrQMJx39O0llcwwo9ktEydNiaqJdyZ9JHff0Vt0SMhjj03LzPX1t1NNINcWMzxpqYB2N2zaErDsFrKzr2sjs2l23KoeW0UW/rrYNj/+7cly5WUXiMt65465McR5zZu/0FWR+wf1k87nnm6X4+NLyC03Xi17zHV++tmXvDrZnalV81ivCQ2kmzP/V2nS6ARvnc4kJyfLlI+/9NbVqVPLmz/YM41OamCHMZ3/c5pLTh3TtanHoOQugcDclbmr7/QWAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBA6zwIXnn+P14P4HH5fVGQzJqcNBvjDmLa9edmd0qM6HHxjgNaPDJg4akjYkZ558+bxtOhMXlz5nT5wJuMrJUrP6sWZ40Spek/0HPihzf/7VW1aXS666JcMhSzVQrm6d2l7dPv2HyN69id6ym/nm++ny6Rffu8VMpwcOHJA3J77v1YkvWULO6nhqyEezpo29uhpU9+mXKRnWTknNTqcb1bnXzQNFM7C5ogFSF19+g1sMmGZn34CGQixkx+20U1t7rWpwmt4/GjSoJWn/fpn47hS5696HvTr+mQIF0u6nuLg4/yY7XzDMe2vV6sBhVNM1lLqids3qcny9ut7mgYOGyYYNm71lnXn86THy55Jl3roO/0vJKuitOIgzzX33ztAR4WeJ69bjFvlu6syQPfO35T9GyB3YEFMCac+SmOoWnUEAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACB3CBw/bWXy/i3P7ABSxrM1P6MrtLz6kul4Ql1ZceOnTJvwW/y5vhJ9lSOOaaCdDrr1Bw5rWYnN5QLO58t703+xLb36effyFffTpPTTmklxYsWkRMb1pcFv/xmt/XuO1j697lOTjrxeNm4aasZvnOs/DgtdDBMNB3Mmzev3Nq7h9w+8AG7u2a06tylpxeo5s/cllH7A/rdIG5ozRkz50i7jl2lx5VdpUa1KrJy9Tr5fup00UxlhQsXlq8/GS/+zGwZtTdtxjzRoU1d6X19d+ndq5tbTDfdaQLOTmp2pjcspWaiO+/sDlLFDAN50QXnyqT3U7KuzZ4zXxq3OssG0a1du070mocq2dk3VJvB66N169zpDHnsqRc8o9feeFveNhniatWsJktNEKUG4IUqbVo197KsDXn4SRP0WEDatmoiifv2m2FhvzBDx44Otau5H9KGXdXnjQa4Lfp9iYx76XGbmS7Ujnea+6P7dX3t5t//WCKnnNlVzjn7dClm7vVZc362mcrcvpd06SyNTqrvFg/6dNCAm+T5l16zx9GpLodbfpw2R/xDgPr3c23qukja9LfB/OETyHv4Ds2REUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCC3C+gwk6+++IR3GhrMM+r5sXL9zQNsgJYLSNMK06bP8erlxMy9A2+1QVqurbsGDzPBRHvs4vXXpgVgfT91mnTq0kOq1G4ujVp0lLGvTXC75Oi060XnyDXdLw9oU4PRXEBa0yaNzNCXpQO2u4XTO7SVu+68xS3aYKkHhz1lA9UGP/CIDUjTjeo7e17WwyS+Pj4tS5rud/EFZ+skZClqgt06n9vR2z5txmxZuXKNXR56f3/RvvuLBka5gLTOnc70bwqYz86+AQ2FWIjWrYDJpvf6mCcDrofaatY0F5DW8fRTMjxq14vOtsPW6kYN/Lv62r5S4/g2UrdhOxlwz0MZ7uNWdjy9nZu1x3nh5ddl6o8z5IefZnvrM5rRYMs7+/X2Nqm9Prd0fzfEpW5s3Lih3DPwZq/eoZq54bqrvUP5M5x5K1NnNABN6+pwnDoNFWzmb8PfdnB7LMeuAEFpsXtt6BkCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAJWIK8ZrtJf8mcyPGDePGl1C4SoV7hIYX9z6ebjfMMTuo35g4bEdOt12rrlyTL9+8ly7tlneME6/u06NOUbY5+VYQ/c6V8d0Xz+/OkHgytbNkH6973ea2eNGSLzudRhQjXL1+inH/YylblKmmns4QcGyint0oZv9Dv5j+Nf7/bXaaj1efLkkSGD+soLI0eIZtNyRQOFbr/tBnn79ZFulZ0WCboON/W6Ut4d/6K0aN4kINjO7dSubSv57ot35KLOacFjbpt/umfPXpnyyRfeqg6ntBW1yqpc2vW8gCrvf/S5XdbMc+NffUbuG9TPG2ZUHbXdpx4bInf07eXtp8OE+kt29vXf9wUyuP7uONG66bCYn05+XW7s1d0LTtOgQc3A9/7bY+TU9q3cIaRo0bTnTO2a1eTdt16wgVVehdSZKy/vIv363uCtDh7es0a1yiaj3rXpru/uPSnBlPl9z73gYWdv7d1d3nptVIbH1X4PuP0m+WDCi5IQX9I7fvBMRo758qV/bgXvl9WyP7hMM5z5g8qC99W6H707JtOANLKkBavlvuU8ZgzhA9F2e+XqlIhYTbdIQQABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDIPQKx8n1vrPQj91y53NHT1SY47I8//5Ly5cpKrRrHSsGCcYe149qfP5csl1rVq0qVKgc3xiFp/37RLFyu7NufLPlTgwr/XbtemrU5122S5X9MD6jrbTAzycnJsmTpCtG+6xCelSsf47Xjr3eo5v3n5UJNNAhPy6TJn0uf2++18xqMN2Hcs3be/cjOvq6NcKeRuvn75r9Werz+dz0sE975wB5as5RpUFhw2b5dh6j9VcqXLSM1a1ULeT2D99PhUufNXSgFCxeSOma/kkHBfMH1g5e134sXLxE9fp06NaRMQqngKod8+bupM6Vbj7Rsf5llQgvVOQ1m8wekaTBrqOE9Q7VxNK6PxffStPDoo/GKcM4IIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggkOMCOqTnqe1aSv16tQ57QJqenPbnlP+1OOgBaYmJidLhrMvkweHPSlJSknV1AWmavazfnQ961jp8oT94zduQOpM3b16pc1wN61itauXDGpC29K+/pVGzjvLO+5/Z3mkwmgtI06C5oWaYUVcaNjjezdppdvYNaCjMhUjc3p70sbTtcJEs+GWxbd1dK13QACsXkKbLJzasp5N0pXjxotKuTXOTQa5mptczeEcdLrVtm2bS7OSGEQekaVt67zQ8oa7NUhgLAWnaJzc0p85r0eCyyrWaZZo1LaWm2Dpa1x+QpkFtBKQ5odw3JVNa7rtm9BgBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDItkCsZFWJlX5kG5QGEDACI554QZ4dPcZaVDSBcE1PPkmqHVtF/tu2TSZ/9Jls/W+b5zTqqYek87mne8uxOqNZ0S687AaZPWe+7WKDE+qZYMM6Ur5CWVmxYqU9L9d3HdLz08njTHa8qnZVdvZ1bR6s6cbNW6Rlu/Nlt8lYpqVVi6Y2CLBo0aKyYOEimfrjDO/QOvzslEn/Z+8+wKMo+jiO/wkJgQAh9C4oIiAKijSxYO+KCqICKth7fRUs2EAFERt2VFCRIqICgvoir2Khd0Q6oqGE3gPp787G3ezu9dxeuMt993nC7e7Mzs5+9o4F7sfMx1K+fLK5jxXfAs4R04yaKojZoV0bffP0Tm3lt5nzZc68hb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KieLgULlJYNm7c4tX+4+ix8uu4yRIRUUzefrWHc5kkmMxtQ0f8Jv8u/M8NjtPGYsWKyK03tbb38/Pzc/tr5eU3P5L9+w/ac6/36i5Ll6+SqdP/Es329mKPR6VWzQvd/ivXbJAfR4yRLVt3iAZwadFAr/r1a0uH29qZeKoIt69WZv+9QIb+NMaeq3/JxXJzm+tk2MjfTCKv9e569Pqrr7rMOqUVNLbvwEEZOGSUrDH3PqaZtkwJCAqUSuXLyZWXN5Grrmhiz3n+odcM+GGkrF270b1G2ytWKCcd7rxZalU3gVYeJTb2mPT+6Gub7a5G9aryXPcHvTLceXTNcvXEsGFuX93C0u/JJ9xjpxLw4gsip4LS9NzJESPE7/HHnea0Xw8ekqPfDnbbQtvf5B2Q5rSYDGXy0EPOUdZfZ8+W+BXJWflC7u9iIsu83zNpDeZf6VT2wHmLJTgm1qSFK5jUbdl/yd1LlRKZP19ihvwsASVMkOCzzyS3UUPABwQISvOBh8AUEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQMBboECBEOnS6Tb5tv9w26CBW3/M+kdaX2e2VTQlat9+NxjLCULbuWu3e852Mn8cT0iUo+ZLA8gOH4lOt93pr69bt++UDz/9Vg4ePOx52tb1XP9BP8k/8xfbgCvPwLQ9e/a6QXR9TLCT5zakngNpcNnvU//0PGXrusZ//10qixYtk57PPibVq1V2+8TExLlzX7R4ufw9b5Fdm9vBVPT6qdNnSUCAv3Rsf6Nnkw1q+37gT24AnNOoPus3bLZfGzdtla6db3Ozrc01a/zm+6GprtFrN5utVnt/0EfuvL2d3NDqKmc4+4ycda9es14W/LtMmjWt77Znp5K4ICn4UK8tcFMbEQ0SS1lM1rICra+WYxOn25bjCxdJGr28r1q/3uvY/8EHk47N+0hWrhCJNpn6qlUXufDCtO/pdXXqg8QBA92TGkwn7byfiduYstK0mXvmeM9eEnDfvSJmrsf6mmxtpgRVrSASXkziOt9jjwv+3+tiIi5tnT8Q8BUBf1+ZCPNAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQ8BZo3beC1BeSWrds9m1PVS0aWkCImG5pnCQkJtucqmGxgpUuVTNWuGcX0Gm3Xknj8uFdAmmYS03nc2PY6qVfvYnfo5StWy5AfkzKXuSc9Kk5glp7S8YNDgmzrzL/meQWkacaxG66/Wq5pcbnNwqadNLis9yd90wyK03YNwtNgMp2bZiNLueYp02ZpN7ds37nbBvfpuE4pV6601K5dU8LCCjmn5O9//nWzwu0yW6Z+/e0PbkCa3qPl1ZfbueqcnfLTyLGyaMly51Di45My2zknIiKKOtVsvyZu2uJe61+7tltPWQmonfx8jm/emrI59fHWFH3M++P4M89IdLOrJPq+xyT6yRckuvUtEl2tjpx47z19MKnHSO/MmjVeW44WvN8EkBVIyvKX3iXu+YtqSaHHH7CHsb9Nkuib75ToHr0kcYcJljMl5L135WTfvpKwfosUaHNtxluI2iv4A4HcF8g0KDT3p8QdEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAAB3enQT4qbbTWj9u63HLtNJrKMSq/nHrPNuo3mVrMtppYH7u0gjRvUtXXnj1ff+thm+tLjRx7sLE0a1nOazFafk91gsEKFQuWt13pIcZOVyim67aZmCNMy/Y/ZcttNrSTU2V7R6XTq9R6T6e0yE9CmWd+0xJitGAcNG3Wq1STOatNSbr+5tXvcwWxP+tGn38nKVWtt0Nm4SdOl8103u+2eldatWsidt7Vxs5pNm/m3DB4y0nbR4LMjR45K4cJJAWdfmeAyp2iQ3nPPPCzVqlRyTskws02pbg/6mtlytGjRpIxbX3+XfE2qbTjNfceMm2K3RdVBRowaL/VPBexdf+2VsmHzNlm3bqNc3ryRCZqr4t4nW5Ujh+XEkeTtWM0bIt1h/CKKu20asBVy8mTG22Vu8Qh2M5nM4jvdI/H/rXLH8KzE9B0oBTdslICPPxIplBzI59nHs358cLKfnvfr2MGzOeO6ed/7PdtDwsqXl4TxEyTOZAgMLFtKAuvXlcDuT5n0f8fl6Kd9RbOvBb72csZj0YrAORIgU9o5gue2CCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIJC5QMipgC7tmZiYmPkFZ9hjztwF7ggaVOYZkKYNtUyQ1RWXNbF9NPjrzznz3f6elaefuF+uuaq5G5CmbUuXr3a33AwPL2oC2q73vESCAgLksQc7uef+/Osft+5Z0SCxu25v6wakaVuLK5Lm5PSLjT1mq0dMVrVt23Y6p+X+rnd5BaRpg271+eXHb0jJyKSAr+joGK+tRx9/qLMEBSVlenMGuqnttRJRPNwe7jCZ2HbolpemhISEyNOP3yt9PnlTOtzRzp47oz9SPvPg4PSHM8FcXiXltV6NIifj4twzGvjmBKQFN6onoZ3vSNom0+0hEvv7TDnxwYceZ9KpRkVJ7NCkAEHtEdr+JpHIkul0zuD0ne0laPBACdu4UgrM/kMCv/xcpEplie/1kr0o9JUXRIqXEJkxQ0726SMnP/vM1k0qvQwGpQmB3BEgU1ruOHMXBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEMiGwM7dUe5VFcpf4NbPRkW37jxw4JA79CwTcDZ/wRL32KloEJZTdpzaUtE5dl6dAC/nWF83bEzOzKVZ077sO9iz2a3rlqIa8BYXFy/HjsV5BbZpp8DA1OEeeo1u56nbenoWz21Etd0zK5xnP81K55RNW7y3SR087Benyes1zszNKdu375aypUs5h1l/PXhIEp402b9OHE91TdC9XU20XQvv8/sPeB97HkVHu0cBJUyAXYpAOrfRqZRIzqymp4KqVpCQAd+LmAxlWjS/Xci69XKsy/3u1pkxg36UsF49RTIIjjsxfLi93vnDv4vZujOnypAhEr9wmYRc1lDkqqskwWR3i5v7r9fodh1DzHsrO8/DayQOEMi+QOrvUtkfiysRQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIEcE9hituD0DLKqUjkpWCjHbpBioAP7kwPStGnZsrS3cvS8bE/UPs/DDOtRHn014GzBwqUZ9tdGHb9C+bKZ9kvV4VSQmef8Ik5tzZmqb4oTu6P2ep3JyjxTXuM1QEYHx47Z7SnT6hLUtq2ICbYLrFROEjclBcqd3L5NksPnvK86sT05mC6gSgXvxjSO/Ep5B9GF/GyCycKTssW53S+sKgV6PivR3Z5zT8kOc59KlZOPPWtmPce+H+SescFjF13kHp9Rxdw3+rV37RBBb78piW+87QakhZhtYv0iwuXYhKmiW5ee7NBJCvw+MfPAvDOaEBcjkL4AQWnp29CCAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAudQoG+/oV53v7BKRa/jnD4oVKig15C6TWahUO9zXh3MQeVKWQ+UCw0NdS8vUKCAXFTzQvc4vYr2O5PiOf/9hw5naSjPa/SCSy+pnel15bKblSvAzwadpXmDsEL2dFD1C92gtITJUyX48cdTd9fMcmMnuecDqmVuK+VSZN5Lb7vPcuXccW0lOoPtMX8dI7oVqFOC7rvXqZ7xa+Krb9oxwno+LVIgVI6Nn2KPC/V4XPyeeCKpbdYsib7noSSvpf+JNLj0jO/LAAhkR4CgtOyocQ0CCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIInDWBhIQEGfDDSNm+fZd7j1o1q2UvY5g7QuaVUBOA5rkFZrMml0qLK5tmfmEWe5QpE+n2DAwMkG6PdjGJwPzdc2ejUrZ0SXdYzTq3ctU6qZVJMJznNXpxxztvlsgS4e44OVqJLCkFZkzNcMiAW28V+X2m7RP/3yoJXrjQRMqlCLaaPl2O793vjhNw801uPd1KndpeWdhO9Osv/i++mLq73s+zVKnseZRc18C47/u7x7qNpm6xmSNl3Dg5Nu1PCb6omsh994lJs+cO69e2nVuXyy4T/8KhNjDu5Lx/xI+gtGQbarkqcHa/s+XqUrgZAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCORVgYTjx2XDpi0ydcYcebbX/8nsvxe4S9FAscce7OQen81Ks0bJwU4//PiLREUlBzo59926faeMHvu7c5jl1yuaNXT7RptsW4OH/+IeO5UTJrBp3MTpoluX5kTRrT/Dw4u6Q3313ZBUa5rx51x57e1PJCYm1vZLec2nffpJfHyiO4ZTWbDoP/l77iLn0L6ePHnSPrvPvh4o8/5d6tWW7YNrrpbAsslbbcY+3E1k1crk4f5dKDHPvOAeB9epKdIw2Vp0XUOHycl3zdaXa9e6/XRr0AL3d3GPY74ZJCcHDhQxz8AtEyZI9Nsfuoc2KCw0KYObe9KpzJxpt850DkPuNWPnRNDhgYMS0+s1O2xw73dEAk0OKs+sfoc9tp09FudmavMLIFeV8yx4zX0B3n25b84dEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQMAIfPHVwEwdNJPYYw92liJFCmfaNyc63Nz2Wpkzd4GJSzohmlns+ZfflRb/ay4XVqlgYpviZPWa9TJvwWJ7q8jiEXJFc4/gp0wmULRoEbnisiYya/Y/tueMP+bImrUb5MrLGpvAsWKyect2e+8DBw6Z4Ly/5MN3X5LAgIBMRs28WTOd9ek7yHY8fPiIXdMll1wsJSLCZe26jbJx01bb1uv1D+TtV5+VsLBQ6dD+Jvnqm8H2/LZtO6X7829Iy2uukHJlSpmgtn2ycPEyWb9hs830VrlyeSldqo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)

**Determine available capacity with Usable Energy:**

- Since capacity tests do not reflect true operational behavior, TWAICE also provides the Usable Energy KPI. In addition to aging, Usable Energy accounts for imbalances, weak cells, inactive strings and sibling effects. This makes it directly applicable for operational planning (e.g., estimating how long maximum power can be sustained). Check out our help articles on Usable Energy to learn more: 
    - [Optimize performance with Usable and Recoverable energy](https://support.twaice.com/knowledge/optimize-performance-with-usable-and-recoverable-energy?hsLang=en)
    - [What is the difference between SoH, Usable Energy and Availability?](https://support.twaice.com/knowledge/what-is-the-difference-between-soh-usable-energy-and-availability?hsLang=en)

### Considerations for interpreting SoH

#### Impact of operation on SoH results

- Accurate SoH estimation requires operation across sufficiently broad SoC ranges over time.
- Different degradation modes appear in different SoC regions. For example, degradation at the negative electrode becomes visible below ~60% SoC. If a system operates only in a narrow SoC window (e.g., 60-80%), certain degradation mechanisms can hardly be observed.

💡 Note: Manufacturers often specify conservative nominal values and the actual capacity at BoL is higher. Therefore, TWAICE SoH (%) can exceed 100% for certain cells in certain cases.

 

#### Impact of data quality

SoH accuracy depends heavily on data completeness and resolution. Missing or low-quality sensor data limits the precision of the estimation.

- Missing min/max voltage sensors: weaker confidence intervals and limited imbalance analysis
- Missing temperature sensors: reduced accuracy in degradation estimation
- Low time resolution: insufficient detail for reliable feature extraction

#### Why could the SoH graph show sudden jumps?

A SoH jump is a sudden, step-like change in the reported State of Health for a component, a discrete increase or decrease instead of the slow trend expected from normal aging. Jumps are a normal outcome of field estimation and can have several causes:

- Change in operation: New charge/discharge profiles, market participation, SoC windows, or string reconfiguration can reveal (or hide) degradation mechanisms.
- New data / model retraining: SoH is an estimate that depends on the data the model receives. Models are periodically retrained on newly available or corrected field data; a retrain can change the current best estimate, and since we don't overwrite historic UI points, that updated estimate can appear as a sudden, visual jump. New data, such as access to previously unobserved SoC regions, corrected sensor readings, or higher-resolution measurements can make the estimate more or less conservative, so retraining can move SoH up or down.
- Algorithm update: Rarely, TWAICE could update how SoH is calculated, and this could cause a SoH jump as well.
- Actual aging (physical change): A real, physical event, for example a cell or module failure, protection event, or the sudden loss of capacity can cause a permanent downward step in SoH.

Reach out to us for further questions!

 

 

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