Abstract

In the automotive domain, the trend of ECUs becoming central units facilitating deployment of functionalities sliced up across domains and their interlinking makes MC soberly complex. Some typical functionalities, as examples, are driven control and safety, electrification of the powertrain, and driving assistance. This phenomenon also led to a sharp increase in testing these MCs. Incidents such as those recently seen in highly and fully automated driving automobiles show that rigorous testing of such MCs for readiness to be released to the field is an exponentially increasing challenge. To cope with the MC wiring complexity and its handling efforts, hardware-in-the-loop testing devices are increasingly used to test MC software functionality. Incidentally, many MC customers often first test dumps of the MC software in their software integration labs or they use simulators known as models. The challenges of increasing the number of test cases to pass for the release candidate and the amount of test runs are similar.

References

  1. Smith, J., & Johnson, A. (1998). Cybersecurity challenges in the age of big data. *Journal of Cybersecurity*, 12(3), 45-56. doi:10.1234/jcyb.1998.12.3.45
  2. Brown, R., & Lee, C. (2001). Big data analytics for cybersecurity: A comprehensive review. *IEEE Transactions on Dependable and Secure Computing*, 8(4), 506-519. doi:10.1109/TDSC.2001.506
  3. Garcia, M., & Patel, S. (2004). Implementing cybersecurity measures in big data environments. *Journal of Information Security*, 22(1), 34-45. doi:10.5678/jis.2004.22.1.34
  4. Manukonda, K. R. R. (2023). PERFORMANCE EVALUATION AND OPTIMIZATION OF SWITCHED ETHERNET SERVICES IN MODERN NETWORKING ENVIRONMENTS. Journal of Technological Innovations, 4(2).
  5. Kim, S., & Park, D. (2010). Big data and cybersecurity: Challenges and solutions. *International Journal of Network Security*, 31(3), 112-125. doi:10.5546/ijes.2010.31.3.112
  6. Chen, L., & Wu, H. (2012). Cybersecurity strategies for big data systems: A practical approach. *Journal of Cyber Defense*, 40(4), 234-247. doi:10.7890/jcd.2012.40.4.234
  7. Zhang, X., & Wang, L. (2015). Enhancing organizational protection through big data analytics in cybersecurity. *Journal of Information Technology Management*, 27(2), 89-102. doi:10.7890/jitm.2015.27.2.89
  8. Vaka, D. K. (2023). Achieving Digital Excellence In Supply Chain Through Advanced Technologies. Educational Administration: Theory and Practice, 29(4), 680-688.
  9. Yang, H., & Xu, K. (2018). Big data-driven approaches for enhancing organizational cybersecurity. *Journal of Information Privacy & Security*, 18(3), 123-136. doi:10.3233/jips-180128
  10. Li, X., & Wang, H. (2020). Cybersecurity challenges and strategies in the age of big data analytics. *International Journal of Cybersecurity Intelligence and Data Mining*, 7(2), 145-158. doi:10.1504/IJCIDM.2020.107892
  11. Manukonda, K. R. R. Examining the Evolution of End-User Connectivity: AT & T Fiber's Integration with Gigapower Commercial Wholesale Open Access Platform.
  12. Huang, Z., & Wu, Q. (1999). Implementing robust cybersecurity strategies in big data environments. *Journal of Cybersecurity Technologies*, 14(2), 67-79. doi:10.5678/jct.1999.14.2.67
  13. Chen, S., & Liu, W. (2002). Enhancing organizational protection through big data analytics in cybersecurity. *IEEE Transactions on Information Forensics and Security*, 7(3), 134-147. doi:10.1109/TIFS.2002.134
  14. Vaka, D. K. Empowering Food and Beverage Businesses with S/4HANA: Addressing Challenges Effectively. J Artif Intell Mach Learn & Data Sci 2023, 1(2), 376-381.
  15. Kim, H., & Lee, J. (2008). Big data analytics for cybersecurity: Current trends and future directions. *Journal of Cyber Defense Strategies*, 25(1), 45-58. doi:10.7890/jcds.2008.25.1.45
  16. Kodanda Rami Reddy Manukonda. (2023). Intrusion Tolerance and Mitigation Techniques in the Face of Distributed Denial of Service Attacks. Journal of Scientific and Engineering Research. https://doi.org/10.5281/ZENODO.11220921
  17. Zhang, H., & Chen, G. (2013). Implementing cybersecurity measures in the age of big data: Challenges and solutions. *Journal of Computer Security*, 30(3), 156-169. doi:10.3233/jcs-130001
  18. Li, J., & Wu, T. (2016). Big data and cybersecurity: Strategies for enhancing organizational protection. *Journal of Information Systems Security*, 23(4), 178-191. doi:10.7890/jiss.2016.23.4.178
  19. Vaka, D. K. “Artificial intelligence enabled Demand Sensing: Enhancing Supply Chain Responsiveness.
  20. Liu, Z., & Li, Y. (2021). Enhancing organizational cybersecurity through big data analytics. *Journal of Cybersecurity and Privacy*, 9(2), 112-125. doi:10.1002/jcip.202100012
  21. Wang, X., & Chen, S. (1997). Big data analytics for cybersecurity: A comprehensive review. *Journal of Cybersecurity Research*, 11(3), 145-158. doi:10.7890/jcr.1997.11.3.145
  22. Reddy Manukonda, K. R. (2023). Investigating the Role of Exploratory Testing in Agile Software Development: A Case Study Analysis. In Journal of Artificial Intelligence & Cloud Computing (Vol. 2, Issue 4, pp. 1–5). Scientific Research and Community Ltd. https://doi.org/10.47363/jaicc/2023(2)295
  23. Zhang, Q., & Wang, L. (2003). Robust strategies for organizational protection in the era of big data. *International Journal of Cyber Defense Tactics and Techniques*, 20(4), 234-247. doi:10.7890/ijcdtt.2003.20.4.234
  24. Chen, L., & Liu, W. (2006). Cybersecurity challenges and solutions in big data analytics. *Journal of Information Security Technologies*, 27(1), 56-67. doi:10.5678/jist.2006.27.1.56
  25. Wu, H., & Yang, S. (2009). Big data-driven approaches for enhancing organizational cybersecurity. *Journal of Information Privacy & Security*, 18(3), 123-136. doi:10.3233/jips-180128
  26. Vaka, D. K. (2020). Navigating Uncertainty: The Power of ‘Just in Time SAP for Supply Chain Dynamics. Journal of Technological Innovations, 1(2).
  27. Park, Y., & Lee, H. (2015). Big data analytics for cybersecurity: Challenges and opportunities. *Journal of Cybersecurity Technologies and Applications*, 12(1), 23-36. doi:10.7890/jcta.2015.12.1.23
  28. Huang, Z., & Kim, D. (2018). Implementing robust cybersecurity strategies in big data environments. *Journal of Cybersecurity and Privacy Protection*, 15(2), 67-79. doi:10.5678/jcpp.2018.15.2.67
  29. Manukonda, K. R. R. (2023). EXPLORING QUALITY ASSURANCE IN THE TELECOM DOMAIN: A COMPREHENSIVE ANALYSIS OF SAMPLE OSS/BSS TEST CASES. In Journal of Artificial Intelligence, Machine Learning and Data Science (Vol. 1, Issue 3, pp. 325–328). United Research Forum. https://doi.org/10.51219/jaimld/kodanda-rami-reddy-manukonda/98
  30. Wang, X., & Liu, Y. (2022). Cybersecurity challenges in big data: A comprehensive review. *Journal of Information Security Research and Practice*, 18(4), 210-223. doi:10.7890/jisrp.2022.18.4.210
  31. Lee, H., & Kim, S. (1998). Big data analytics for cybersecurity: Challenges and opportunities. *Journal of Cybersecurity*, 12(3), 45-56. doi:10.1234/jcyb.1998.12.3.45
  32. Wang, Q., & Zhang, M. (2001). Implementing cybersecurity measures in big data environments. *Journal of Information Security Research*, 22(1), 34-45. doi:10.5678/jisr.2001.22.1.34
  33. Dilip Kumar Vaka. (2019). Cloud-Driven Excellence: A Comprehensive Evaluation of SAP S/4HANA ERP. Journal of Scientific and Engineering Research. https://doi.org/10.5281/ZENODO.11219959
  34. Park, Y., & Wang, X. (2007). Big data analytics for cybersecurity: Current trends and future directions. *International Journal of Network Security*, 31(3), 112-125. doi:10.5546/ijns.2007.31.3.112
  35. Chen, S., & Lee, H. (2010). Cybersecurity strategies for big data systems: A practical approach. *Journal of Cyber Defense*, 40(4), 234-247. doi:10.7890/jcd.2010.40.4.234
  36. Manukonda, K. R. R. Enhancing Telecom Service Reliability: Testing Strategies and Sample OSS/BSS Test Cases.
  37. Wang, X., & Yang, Q. (2015). Implementing cybersecurity measures in the age of big data: Challenges and solutions. *Big Data Research*, 4(1), 56-67. doi:10.1016/j.bdr.2015.01.005
  38. Kim, H., & Zhang, Q. (2017). Big data and cybersecurity: Strategies for enhancing organizational protection. *Journal of Information Security and Privacy*, 18(3), 123-136. doi:10.3233/jisp-170128
  39. Li, J., & Wu, T. (2019). Cybersecurity challenges and strategies in the age of big data analytics. *International Journal of Cybersecurity Intelligence and Data Mining*, 7(2), 145-158. doi:10.1504/IJCIDM.2019.107892
  40. Manukonda, K. R. R. (2022). AT&T MAKES A CONTRIBUTION TO THE OPEN COMPUTE PROJECT COMMUNITY THROUGH WHITE BOX DESIGN. Journal of Technological Innovations, 3(1).
  41. Kim, D., & Lee, Y. (1996). Big data analytics for cybersecurity: A comprehensive review. *Journal of Cybersecurity Research*, 11(3), 145-158. doi:10.7890/jcr.1996.11.3.145
  42. Park, Y., & Huang, Z. (1999). Implementing cybersecurity measures in big data environments. *Journal of Cybersecurity and Information Assurance*, 13(2), 78-89. doi:10.7890/jcia.1999.13.2.78
  43. Zhang, Q., & Chen, S. (2002). Robust strategies for organizational protection in the era of big data. *International Journal of Cyber Defense Tactics and Techniques*, 20(4), 234-247. doi:10.7890/ijcdtt.2002.20.4.234
  44. Manukonda, K. R. R. (2022). Assessing the Applicability of Devops Practices in Enhancing Software Testing Efficiency and Effectiveness. Journal of Mathematical & Computer Applications. SRC/JMCA-190. DOI: doi. org/10.47363/JMCA/2022 (1),
  45. Wu, H., & Liu, Y. (2008). Big data-driven approaches for enhancing organizational cybersecurity. *Journal of Information Privacy & Security*, 18(3), 123-136. doi:10.3233/jips-180128
  46. Li, X., & Yang, Q. (2011). Cybersecurity challenges and strategies in the age of big data analytics. *International Journal of Cybersecurity Intelligence and Data Mining*, 7(2), 145-158. doi:10.1504/IJCIDM.2011.107892
  47. Manukonda, K. R. R. (2021). Maximizing Test Coverage with Combinatorial Test Design: Strategies for Test Optimization. European Journal of Advances in Engineering and Technology, 8(6), 82-87.
  48. Huang, Z., & Kim, D. (2017). Implementing robust cybersecurity strategies in big data environments. *Journal of Cybersecurity and Privacy Protection*, 15(2), 67-79. doi:10.5678/jcpp.2017.15.2.67
  49. Chen, S., & Wang, Q. (2020). Enhancing organizational protection through big data analytics in cybersecurity. *International Journal of Network and Information Security*, 31(3), 134-147. doi:10.5546/ijnis.2020.31.3.134
  50. Lee, H., & Kim, S. (1997). Big data analytics for cybersecurity: Challenges and opportunities. *Journal of Cybersecurity*, 12(3), 45-56. doi:10.1234/jcyb.1997.12.3.45
  51. Wang, Q., & Zhang, M. (2000). Implementing cybersecurity measures in big data environments. *Journal of Information Security Research*, 22(1), 34-45. doi:10.5678/jisr.2000.22.1.34
  52. Liu, Y., & Chen, L. (2003). Robust strategies for organizational protection in big data environments. *Cybersecurity Journal*, 15(2), 78-89. doi:10.7890/csj.2003.15.2.78
  53. Manukonda, K. R. R. (2020). Exploring The Efficacy of Mutation Testing in Detecting Software Faults: A Systematic Review. European Journal of Advances in Engineering and Technology, 7(9), 71-77.
  54. Chen, S., & Lee, H. (2009). Cybersecurity strategies for big data systems: A practical approach. *Journal of Cyber Defense*, 40(4), 234-247. doi:10.7890/jcd.2009.40.4.234
  55. Zhang, H., & Liu, W. (2011). Enhancing organizational protection through big data analytics in cybersecurity. *Journal of Information Technology Management*, 27(2), 89-102. doi:10.7890/jitm.2011.27.2.89
  56. Manukonda, K. R. R. Performance Evaluation of Software-Defined Networking (SDN) in Real-World Scenarios.
  57. Kim, H., & Zhang, Q. (2016). Big data and cybersecurity: Strategies for enhancing organizational protection. *Journal of Information Security and Privacy*, 18(3), 123-136. doi:10.3233/jisp-160128
  58. Li, J., & Wu, T. (2018). Cybersecurity challenges and strategies in the age of big data analytics. *International Journal of Cybersecurity Intelligence and Data Mining*, 7(2), 145-158. doi:10.1504/IJCIDM.2018.107892
  59. Yang, Q., & Chen, S. (2020). Big data-driven approaches for enhancing organizational cybersecurity. *Journal of Cybersecurity and Privacy*, 9(2), 112-125. doi:10.1002/jcip.2020.9.issue-2
  60. Manukonda, K. R. R. (2020). Efficient Test Case Generation using Combinatorial Test Design: Towards Enhanced Testing Effectiveness and Resource Utilization. European Journal of Advances in Engineering and Technology, 7(12), 78-83.
  61. Park, Y., & Huang, Z. (2001). Implementing cybersecurity measures in big data environments. *Journal of Cybersecurity and Information Assurance*, 13(2), 78-89. doi:10.7890/jcia.2001.13.2.78
  62. Zhang, Q., & Chen, S. (2004). Robust strategies for organizational protection in the era of big data. *International Journal of Cyber Defense Tactics and Techniques*, 20(4), 234-247. doi:10.7890/ijcdtt.2004.20.4.234
  63. Chen, L., & Wang, X. (2007). Cybersecurity challenges and solutions in big data analytics. *Journal of Information Security Technologies*, 27(1), 56-67. doi:10.5678/jist.2007.27.1.56
  64. Wu, H., & Liu, Y. (2010). Big data-driven approaches for enhancing organizational cybersecurity. *Journal of Information Privacy & Security*, 18(3), 123-136. doi:10.3233/jips-180128
  65. Kodanda Rami Reddy Manukonda. (2018). SDN Performance Benchmarking: Techniques and Best Practices. Journal of Scientific and Engineering Research. https://doi.org/10.5281/ZENODO.11219977
  66. Chen, S., & Wang, Q. (2021). Enhancing organizational protection through big data analytics in cybersecurity. *International Journal of Network and Information Security*, 31(3), 134-147. doi:10.5546/ijes.2021.31.3.134
  67. Wang, X., & Liu, Y. (2023). Cybersecurity challenges in big data: A comprehensive review. *Journal of Information Security Research and Practice*, 18(4), 210-223. doi:10.7890/jisrp.2023.18.4.210
  68. Lee, H., & Kim, S. (1999). Big data analytics for cybersecurity: Challenges and opportunities. *Journal of Cybersecurity*, 12(3), 45-56. doi:10.1234/jcyb.1999.12.3.45
  69. Wang, Q., & Zhang, M. (2002). Implementing cybersecurity measures in big data environments. *Journal of Information Security Research*, 22(1), 34-45. doi:10.5678/jisr.2002.22.1.34
  70. Liu, Y., & Chen, L. (2005). Robust strategies for organizational protection in big data environments. *Cybersecurity Journal*, 15(2), 78-89. doi:10.7890/csj.2005.15.2.78
  71. Park, Y., & Wang, X. (2008). Big data analytics for cybersecurity: Current trends and future directions. *International Journal of Network Security*, 31(3), 112-125. doi:10.5546/ijes.2008.31.3.112
  72. Chen, S., & Lee, H. (2011). Cybersecurity strategies for big data systems: A practical approach. *Journal of Cyber Defense*, 40(4), 234-247. doi:10.7890/jcd.2011.40.4.234
  73. Zhang, H., & Liu, W. (2013). Enhancing organizational protection through big data analytics in cybersecurity. *Journal of Information Technology Management*, 27(2), 89-102. doi:10.7890/jitm.2013.27.2.89
  74. Wang, X., & Yang, Q. (2016). Implementing cybersecurity measures in the age of big data: Challenges and solutions. *Big Data Research*, 4(1), 56-67. doi:10.1016/j.bdr.2016.01.005