Updated README

Author: muizabdul29

README.md

@@ -97,13 +97,12 @@ voltage_simulated = simulate_model(model, dataset)
 
 ## Relevant publications
 
-<a id="1">[1]</a> A.M.A. Sheikh, M.C.F. Donkers, and H.J. Bergveld, “A comprehensive approach to sparse identification of linear parameter-varying models for lithium-ion batteries using improved experimental design,” *Journal of Energy Storage, 2024*.
+<a id="1">[1]</a> A.M.A. Sheikh, M.C.F. Donkers, and H.J. Bergveld, “A comprehensive approach to sparse identification of linear parameter-varying models for lithium-ion batteries using improved experimental design,” *Journal of Energy Storage, 2024*. https://doi.org/10.1016/j.est.2024.112581
 
-<a id="2">[2]</a> A.M.A. Sheikh, M.C.F. Donkers, and H.J. Bergveld, “Investigating Identification Input Designs for Modelling Lithium-ion Batteries with Hysteresis using LPV Framework,” *2024 American Control Conference (ACC)*.
+<a id="2">[2]</a> A.M.A. Sheikh, M.C.F. Donkers, and H.J. Bergveld, “Investigating Identification Input Designs for Modelling Lithium-ion Batteries with Hysteresis using LPV Framework,” *2024 American Control Conference (ACC)*. https://doi.org/10.23919/ACC60939.2024.10644893
 
 <a id="3">[3]</a> A.M.A. Sheikh, M.C.F. Donkers, and H.J. Bergveld, “Towards temperature-dependent linear
-parameter-varying models for lithium-ion batteries
-using novel experimental design,” *Submitted to Journal*.
+parameter-varying models for lithium-ion batteries using novel experimental design,” *Journal of Energy Storage, 2025*. https://doi.org/10.1016/j.est.2025.116311
 
 ## License
 PyBatteryID is an open-source library licensed under the BSD-3-Clause license. For more information, see [LICENSE](LICENSE.txt).

examples/1_1_nmc_identification.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {
     "jupyter": {
      "is_executing": true
@@ -12,7 +12,7 @@
    "source": [
     "from pybatteryid import ModelStructure\n",
     "from pybatteryid.identification import identify_model\n",
-    "from pybatteryid.utilities import print_model_details, save_model_to_file, invert_voltage_function, analyze_dataset\n",
+    "from pybatteryid.utilities import print_model_details, save_model_to_file, analyze_dataset\n",
     "from pybatteryid.plotter import plot_time_vs_current\n",
     "\n",
     "from data import helper"

examples/1_2_nmc_validation.ipynb

@@ -2,14 +2,14 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
     "from sklearn.metrics import root_mean_squared_error, mean_absolute_error\n",
     "\n",
     "from pybatteryid.simulation import simulate_model\n",
-    "from pybatteryid.utilities import load_model_from_file, invert_voltage_function\n",
+    "from pybatteryid.utilities import load_model_from_file\n",
     "from pybatteryid.plotter import plot_time_vs_current, plot_time_vs_voltage\n",
     "\n",
     "from data import helper"