State-of-the-Art in the Proposed Field of Research
--------------------------------------------------

.. list-table:: List of publications of data-driven approaches for various SOC systems
   :widths: 10 20 20 20 20
   :header-rows: 1

   * - 
     - SOEC
     - SOFC
     - Catalyst
     - rSOC
   * - Control
     - 
     - See Refs [1-5]
     - 
     - 
   * - Design Parameter Optimization
     - 
     - See Refs [6-9]
     - 
     - 
   * - Design/Process Parameter Optimization
     - 
     - See Ref [10]
     - 
     - 
   * - Fault Detection
     - 
     - See Refs [11-13]
     - 
     - 
   * - Multi-Physics Model Enhancement
     - See Ref [14]
     - 
     - 
     - 
   * - Performance Optimization
     - 
     - See Ref [15]
     - 
     - 
   * - Performance Prediction
     - See Refs [16-18]
     - See Refs [19-29]
     - See Ref [30]
     - 
   * - Performance/Degradation Prediction
     - 
     - See Ref [31]
     - 
     - 
   * - Process Parameter Optimisation
     - 
     - See Ref [32]
     - 
     - See Ref [33]

References
----------

1. https://doi.org/10.1016/S0378-7753(03)00309-4
2. https://doi.org/10.1016/j.jpowsour.2007.12.036
3. https://doi.org/10.1016/j.jpowsour.2008.06.064
4. https://doi.org/10.1016/j.energy.2013.08.031
5. https://doi.org/10.1115/1.4003976
6. https://doi.org/10.1016/j.renene.2019.01.072
7. https://doi.org/10.3390/en13071621
8. https://doi.org/10.1002/fuce.201100140
9. https://doi.org/10.1016/j.enconman.2019.111916
10. https://doi.org/10.1155/2019/7828019
11. https://doi.org/10.1016/j.jpowsour.2016.04.080
12. https://doi.org/10.1016/j.apenergy.2018.10.113
13. https://doi.org/10.1016/j.ijhydene.2016.06.143
14. https://doi.org/10.1016/j.cherd.2012.06.003
15. https://doi.org/10.1016/j.egyai.2020.100003
16. https://doi.org/10.1016/j.ijhydene.2015.04.042
17. https://doi.org/10.1016/j.ijhydene.2019.09.055
18. https://doi.org/10.1016/j.electacta.2017.08.113
19. https://doi.org/10.1016/S0378-7753(02)00314-2
20. https://doi.org/10.1016/j.jpowsour.2013.04.114
21. https://doi.org/10.1631/jzus.2007.A1505
22. https://doi.org/10.1016/j.ijhydene.2009.04.068
23. https://doi.org/10.1016/j.ijhydene.2011.10.051
24. https://doi.org/10.3390/app9010051
25. https://doi.org/10.1016/j.energy.2009.02.012
26. https://doi.org/10.1016/j.jpowsour.2007.04.015
27. https://doi.org/10.1016/j.egypro.2014.01.032
28. https://doi.org/10.1109/TIE.2008.2009516
29. https://doi.org/10.1051/e3sconf/201911302010
30. https://doi.org/10.1016/j.ijhydene.2021.03.132
31. https://doi.org/10.1016/j.enconman.2017.06.041
32. https://doi.org/10.1016/j.applthermaleng.2019.114861
33. https://doi.org/10.1007/s40095-018-0269-5