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
International audienceThe recent evolution of processors and hardware accelerators, compilers, compi...
Questions whether numerical simulation is reproducible or not have been reported in severa...
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...
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...
Abstract. The problem of numerical reproducibility is the problem of getting the same result when a ...
International audienceThe lack of numerical reproducibility for parallel floating-point computations...
HPC simulations in various scientific domains suffer from failures of numerical reproducibility beca...
A computer simulation, such as a genetic algorithm, that uses IEEE standard floating-point arithmeti...
International audiencePost Moore's era supercomputing will certainly require more hierarchical paral...
What is called numerical reproducibility is the problem of getting the same result when the scientif...
Computational modelling is the process by which phenomena found in complex systems are expressed alg...
International audienceThe problem of numerical reproducibility is the problem of getting the same re...
Discusses solutions to the reproducible computational research in computational science
International audienceThe recent evolution of processors and hardware accelerators, compilers, compi...
Questions whether numerical simulation is reproducible or not have been reported in severa...
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...
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...
Abstract. The problem of numerical reproducibility is the problem of getting the same result when a ...
International audienceThe lack of numerical reproducibility for parallel floating-point computations...
HPC simulations in various scientific domains suffer from failures of numerical reproducibility beca...
A computer simulation, such as a genetic algorithm, that uses IEEE standard floating-point arithmeti...
International audiencePost Moore's era supercomputing will certainly require more hierarchical paral...
What is called numerical reproducibility is the problem of getting the same result when the scientif...
Computational modelling is the process by which phenomena found in complex systems are expressed alg...
International audienceThe problem of numerical reproducibility is the problem of getting the same re...
Discusses solutions to the reproducible computational research in computational science
International audienceThe recent evolution of processors and hardware accelerators, compilers, compi...