Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: , the results of an experimental study on the error sensitivities of application data are presented.  develop a portable software-implemented fault-injection SWIFI tool that, on top of performing single-bit flip fault injections and capturing their effects on application behavior, is also data-level aware and tracks the corrupted application data to report their high-level characteristics usage type, size, user, memory space location. After extensive testing of NPB-serial 7.8M fault injections,  are able to characterize the sensitivities of data based on their high-level characteristics. Moreover,  conclude that application data are error sensitive in parts; depending on their type, they have distinct and wide less-sensitive bit ranges either at the MSBs or LSBs. Among other uses, such insight could drive the development of sensitivity-aware protection mechanisms of application data.
['Georgios Stefanakis', 'Vijay Nagarajan', 'Marcelo Cintra']
I am writing a research paper on a idea Understanding the Effects of Data Corruption on Application Behavior Based on Data Characteristics
[{"from": "human", "value": "I am writing a research paper on a idea Understanding the Effects of Data Corruption on Application Behavior Based on Data Characteristics"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: , the results of an experimental study on the error sensitivities of application data are presented.  develop a portable software-implemented fault-injection SWIFI tool that, on top of performing single-bit flip fault injections and capturing their effects on application behavior, is also data-level aware and tracks the corrupted application data to report their high-level characteristics usage type, size, user, memory space location. After extensive testing of NPB-serial 7.8M fault injections,  are able to characterize the sensitivities of data based on their high-level characteristics. Moreover,  conclude that application data are error sensitive in parts; depending on their type, they have distinct and wide less-sensitive bit ranges either at the MSBs or LSBs. Among other uses, such insight could drive the development of sensitivity-aware protection mechanisms of application data."}]