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Far from the latest innovations in software development, many organizations still rely on old code written in "obsolete" programming languages. Because this source code is old and proven it often contributes significantly to the continuing…

Software Engineering · Computer Science 2023-09-06 Younoussa Sow , Larisa Safina , Léandre Brault , Papa Ibou Diouf , Stéphane Ducasse , Nicolas Anquetil

The Fortran programming language continues to dominate the scientific computing community, with many production codes written in the outdated Fortran-77 dialect, yet with many non-standard extensions such as Cray poiters. This creates…

Software Engineering · Computer Science 2025-05-22 Jingbo Lin , Yi Yu , Zhang Yang , Yafan Zhao

Massively parallel accelerators such as GPGPUs, manycores and FPGAs represent a powerful and affordable tool for scientists who look to speed up simulations of complex systems. However, porting code to such devices requires a detailed…

Mathematical Software · Computer Science 2017-11-15 Wim Vanderbauwhede , Gavin Davidson

Legacy codes are in ubiquitous use in scientific simulations; they are well-tested and there is significant time investment in their use. However, one challenge is the adoption of new, sometimes incompatible computing paradigms, such as GPU…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-11 Nicolas Nytko , Andrew Reisner , J. David Moulton , Luke N. Olson , Matthew West

Fortran's prominence in scientific computing requires strategies to ensure both that legacy codes are efficient on high-performance computing systems, and that the language remains attractive for the development of new high-performance…

Instrumentation and Methods for Astrophysics · Physics 2024-09-13 James McKevitt , Eduard I. Vorobyov , Igor Kulikov

Earth system models (ESMs) are vital for understanding past, present, and future climate, but they suffer from legacy technical infrastructure. ESMs are primarily implemented in Fortran, a language that poses a high barrier of entry for…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-02 Anthony Zhou , Linnia Hawkins , Pierre Gentine

A large amount of numerically-oriented code is written and is being written in legacy languages. Much of this code could, in principle, make good use of data-parallel throughput-oriented computer architectures. Loo.py, a…

Programming Languages · Computer Science 2015-05-19 Andreas Klöckner

Large Language Models (LLMs) are increasingly being leveraged for generating and translating scientific computer codes by both domain-experts and non-domain experts. Fortran has served as one of the go to programming languages in legacy…

Fortran is the oldest high-level programming language that remains in use today and is one of the dominant languages used for compute-intensive scientific and engineering applications. However, Fortran has not kept up with the modern…

Scientific applications continue to rely on legacy Fortran codebases originally developed for homogeneous, CPU-based systems. As High-Performance Computing (HPC) shifts toward heterogeneous GPU-accelerated architectures, many accelerators…

Software Engineering · Computer Science 2025-11-19 Sparsh Gupta , Kamalavasan Kamalakkannan , Maxim Moraru , Galen Shipman , Patrick Diehl

Version 3.0 of the Message-Passing Interface (MPI) standard, released in 2012, introduced a new set of language bindings for Fortran 2008. By making use of modern language features and the enhanced interoperability with C, there was finally…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-18 Gregor Corbin

In science we often use established code that was developed many years ago. Frequently the documentation is lost and many of us know the feeling of putting a number in the wrong column and trying to understand why the program is not…

Condensed Matter · Physics 2007-05-23 P. F. Peterson , Th. Proffen

Newer technologies - programming languages, environments, libraries - change very rapidly. However, various internal and external constraints often prevent projects from quickly adopting to these changes. Customers may require specific…

Software Engineering · Computer Science 2024-05-14 Gábor Antal , Dávid Havas , István Siket , Árpád Beszédes , Rudolf Ferenc , József Mihalicza

Since the introduction of the Fortran programming language some 60 years ago, there has been little progress in making error messages more user-friendly. A first step in this direction is to translate them into the natural language of the…

Computers and Society · Computer Science 2015-08-21 Bertrand Roehner

Fortran is the lingua franca of HPC code development and as such it is crucial that we as a community have open source Fortran compilers capable of generating high performance executables. Flang is LLVM's Fortran compiler and leverages MLIR…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-09-30 Nick Brown

The emergence of foundational models and generative artificial intelligence (GenAI) is poised to transform productivity in scientific computing, especially in code development, refactoring, and translating from one programming language to…

Software Engineering · Computer Science 2025-11-10 Akash Dhruv , Anshu Dubey

For companies producing related products, a Software Product Line (SPL) is a software reuse method that improves time-to-market and software quality, achieving substantial cost reductions.These benefits do not come for free. It often takes…

Software Engineering · Computer Science 2023-07-21 Leandro O. Souza , Earl T. Barr , Justyna Petke , Eduardo S. Almeida , Paulo Anselmo M. S. Neto

A community of developers has formed to modernize the Fortran ecosystem. In this article, we describe the high-level features of Fortran that continue to make it a good choice for scientists and engineers in the 21st century. Ongoing…

The context of this work is the design of a software, called MEMSALab, dedicated to the automatic derivation of multiscale models of arrays of micro- and nanosystems. In this domain a model is a partial differential equation. Multiscale…

Symbolic Computation · Computer Science 2015-03-17 Walid Belkhir , Alain Giorgetti , Michel Lenczner

Maintaining legacy enterprise information systems is a known necessity in companies. To date, it remains an expensive and time-consuming process, requiring high effort and cost to get small changes implemented. MITRAS seeks to reduce the…

Software Engineering · Computer Science 2021-05-13 Gabriel Lopes Nunes , Kleinner Farias , Lucas Silveira Kupssinski
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