Questions whether numerical simulation is reproducible or not have been reported in several sensitive applications. Numerical reproducibility failure mainly comes from the finite precision of computer arithmetic. Results of floating-point computation depends on the computer arithmetic precision and on the order of arithmetic operations. Massive parallel HPC which merges, for instance, many-core CPU and GPU, clearly modifies these two parameters even from run to run on a given computing platform. How to trust such computed results? This paper presents how three classic approaches in computer arithmetic may provide some first steps towards more numerical reproducibility
International audienceThe problem of numerical reproducibility is the problem of getting the same re...
Discusses solutions to the reproducible computational research in computational science
Computational modelling is the process by which phenomena found in complex systems are expressed alg...
Questions whether numerical simulation is reproducible or not have been reported in severa...
International audienceQuestions whether numerical simulation is reproducible or not have been report...
Abstract. Questions whether numerical simulation is reproducible or not have been reported in severa...
International audienceOne of the major criteria for the scientificity of a research study is reprodu...
Abstract. The problem of numerical reproducibility is the problem of getting the same result when a ...
Lenhard J, Kuester U. Reproducibility and the Concept of Numerical Solution. MINDS AND MACHINES. 201...
International audienceFloating-point arithmetic may introduce failures of the numerical reproducibil...
HPC simulations in various scientific domains suffer from failures of numerical reproducibility beca...
International audienceThe lack of numerical reproducibility for parallel floating-point computations...
What is called numerical reproducibility is the problem of getting the same result when the scientif...
International audiencePost Moore's era supercomputing will certainly require more hierarchical paral...
A computer simulation, such as a genetic algorithm, that uses IEEE standard floating-point arithmeti...
International audienceThe problem of numerical reproducibility is the problem of getting the same re...
Discusses solutions to the reproducible computational research in computational science
Computational modelling is the process by which phenomena found in complex systems are expressed alg...
Questions whether numerical simulation is reproducible or not have been reported in severa...
International audienceQuestions whether numerical simulation is reproducible or not have been report...
Abstract. Questions whether numerical simulation is reproducible or not have been reported in severa...
International audienceOne of the major criteria for the scientificity of a research study is reprodu...
Abstract. The problem of numerical reproducibility is the problem of getting the same result when a ...
Lenhard J, Kuester U. Reproducibility and the Concept of Numerical Solution. MINDS AND MACHINES. 201...
International audienceFloating-point arithmetic may introduce failures of the numerical reproducibil...
HPC simulations in various scientific domains suffer from failures of numerical reproducibility beca...
International audienceThe lack of numerical reproducibility for parallel floating-point computations...
What is called numerical reproducibility is the problem of getting the same result when the scientif...
International audiencePost Moore's era supercomputing will certainly require more hierarchical paral...
A computer simulation, such as a genetic algorithm, that uses IEEE standard floating-point arithmeti...
International audienceThe problem of numerical reproducibility is the problem of getting the same re...
Discusses solutions to the reproducible computational research in computational science
Computational modelling is the process by which phenomena found in complex systems are expressed alg...