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Title: :  AI-Assisted Fabrication of Functionalized Nanoparticles for Infectious Disease Treatment
PaperId: :  26743
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 3 2025
DUI:    16.0415/IJARIIE-26743
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Nandan KumarUniversity of Mysore

Abstract

machine learning
AI, nanoparticle formulations, machine learning
Infectious diseases remain a significant global health challenge, exacerbated by the rise of resistant pathogens and the limitations of conventional therapies. Nanoparticles, with their tunable physicochemical properties and ability to cross biological barriers, offer promising alternatives for targeted treatment. Functionalized nanoparticles, engineered with surface modifications for enhanced selectivity, have shown great potential against a wide array of microbial threats. However, the design and optimization of these nanoparticles involve complex, multivariate processes that are time-consuming and experimentally intensive. Artificial intelligence (AI), particularly machine learning, presents a transformative approach to accelerate and optimize nanoparticle development. By analyzing large datasets, AI can predict optimal material combinations, fabrication conditions, and functional features, thus reducing trial-and-error experimentation and enabling faster, more efficient discovery. Supervised learning models can forecast nanoparticle characteristics based on experimental data, while unsupervised learning uncovers hidden patterns in complex datasets, revealing new functionalization strategies. Reinforcement learning allows for autonomous optimization of fabrication pathways, balancing multiple goals such as payload maximization and toxicity minimization. Additionally, generative algorithms propose innovative nanoparticle formulations, driving breakthroughs in antimicrobial and antiviral therapies. AI’s integration into real-time process control ensures consistent, high-quality nanoparticle production, while enabling the personalization of treatments through patient-specific data. As AI continues to evolve, it holds immense promise for advancing the design of nanoparticle-based therapies for infectious diseases, enhancing both efficacy and precision in clinical applications.

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IJARIIE Nandan Kumar. "AI-Assisted Fabrication of Functionalized Nanoparticles for Infectious Disease Treatment" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 3 2025 Page 2233-2236
MLA Nandan Kumar. "AI-Assisted Fabrication of Functionalized Nanoparticles for Infectious Disease Treatment." International Journal Of Advance Research And Innovative Ideas In Education 11.3(2025) : 2233-2236.
APA Nandan Kumar. (2025). AI-Assisted Fabrication of Functionalized Nanoparticles for Infectious Disease Treatment. International Journal Of Advance Research And Innovative Ideas In Education, 11(3), 2233-2236.
Chicago Nandan Kumar. "AI-Assisted Fabrication of Functionalized Nanoparticles for Infectious Disease Treatment." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 3 (2025) : 2233-2236.
Oxford Nandan Kumar. 'AI-Assisted Fabrication of Functionalized Nanoparticles for Infectious Disease Treatment', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 3, 2025, p. 2233-2236. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/AI_Assisted_Fabrication_of_Functionalized_Nanoparticles_for_Infectious_Disease_Treatment_ijariie26743.pdf (Accessed : ).
Harvard Nandan Kumar. (2025) 'AI-Assisted Fabrication of Functionalized Nanoparticles for Infectious Disease Treatment', International Journal Of Advance Research And Innovative Ideas In Education, 11(3), pp. 2233-2236IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/AI_Assisted_Fabrication_of_Functionalized_Nanoparticles_for_Infectious_Disease_Treatment_ijariie26743.pdf (Accessed : )
IEEE Nandan Kumar, "AI-Assisted Fabrication of Functionalized Nanoparticles for Infectious Disease Treatment," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 3, pp. 2233-2236, May-Jun 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/AI_Assisted_Fabrication_of_Functionalized_Nanoparticles_for_Infectious_Disease_Treatment_ijariie26743.pdf [Accessed : ].
Turabian Nandan Kumar. "AI-Assisted Fabrication of Functionalized Nanoparticles for Infectious Disease Treatment." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 3 ().
Vancouver Nandan Kumar. AI-Assisted Fabrication of Functionalized Nanoparticles for Infectious Disease Treatment. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(3) : 2233-2236. Available from: https://ijariie.com/AdminUploadPdf/AI_Assisted_Fabrication_of_Functionalized_Nanoparticles_for_Infectious_Disease_Treatment_ijariie26743.pdf
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