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Solving parabolic differential equations via Haar wavelets: A focus on integral boundary conditions
            decomposition or adaptive techniques. These en-   Availability of data
            hancements are suggested as promising avenues
            for future research to broaden the method’s ap-   Not applicable.
            plicability to real-world problems.  Numerical
            tests have confirmed the method’s effectiveness
            in terms of accuracy, integration, and computa-   AI tools statement
            tional efficiency, highlighting its practical applica-
            bility to real-world problems. The Haar wavelets  All authors confirm that no AI tools were used in
            collocation method has presented a promising ap-  the preparation of this manuscript.
            proach for numerically treating PDEs with inte-
            gral boundary conditions, providing a valuable
            tool for researchers and practitioners across vari-
                                                              References
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                                                               2. Barbu T, Miranville A, Moro¸sanu C. On a
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                                                                  local  and  nonlocal  second-order  boundary
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                                                                  value problem with in-homogeneous cauchy–
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            use of adaptive Haar bases is recommended for         in  engineering  and  industry.  Mathematics.
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                                                                  Emerg Trends Eng Appl Sci. 2012;3(6):977-979.
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                                                                  with a nonlocal boundary condition. Bulll’Acad
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                                                                  R Belg. 1999;10(1):61-77.
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                                                               6. Yin H-M. On a class of parabolic equations with
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            Conflict of interest                               9. Ang W. A method of solution for the one-
                                                                  dimensional heat equation subject to nonlo-
            The authors declare there is no competing interest
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                                                                  2003;26:185-191.
                                                              10. Dehghan M. Efficient techniques for the second-
            Author contributions
                                                                  order parabolic equation subject to nonlocal spec-
            Conceptualization:   Muhammad Nawaz Khan,             ifications. Appl Numer Math. 2005;52(1):39-62.
            Imtiaz Ahmad, Mohamed Mousa                       11. Day W. Extensions of a property of the heat equa-
            Formal analysis: Muhammad Nawaz Khan, Ma-             tion to linear thermoelasticity and other theories.
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                                                              12. Kumar A, Kumar M, Goswami P. Numerical so-
            Investigation: Mohamed Mousa, Rashid Jan, Im-
                                                                  lution of coupled system of Emden–Fowler equa-
            tiaz Ahmad
                                                                  tions using artificial neural network technique.
            Methodology: Muhammad Nawaz Khan, Masood
                                                                  Int J Optimiz Control Theor Appl. 2024;14(1):62-
            Ahmad, Mohamed Mousa
                                                                  73.
            Writing-original draft: Muhammad Nawaz Khan,      13. Arslan D, C¸elik E. An approximate solution
            Imtiaz Ahmad                                          of singularly perturbed problem on uniform
            Writing-review & editing: Rashid Jan, Mohamed         mesh. Int J Optimiz Control Theor Appl. 2024;
            Mousa                                                 14(1):74-80.
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