LOGI: An Empirical Model of Heat-Induced Disk Drive Data Loss and its Implications for Data Recovery
Disk storage continues to be an important medium for data recording in software engineering, and recovering data from a failed storage disk can be expensive and time-consuming. Unfortunately, while physical damage instances are well documented, existing studies of data loss are limited, often only predicting times between failures. We present an empirical measurement of patterns of heat damage on indicative, low-cost commodity hard drives. Because damaged hard drives require many hours to read, we propose an efficient, accurate sampling algorithm. Using our empirical measurements, we develop LOGI, a formal mathematical model that, on average, predicts sector damage with precision, recall, F-measure, and accuracy values of over 0.95. We also present a case study on the usage of LOGI and discuss its implications for file carver software. We hope that this model is used by other researchers to simulate damage and bootstrap further study of disk failures, helping engineers make informed decisions about data storage for software systems.
Fri 18 NovDisplayed time zone: Beijing, Chongqing, Hong Kong, Urumqi change
16:00 - 17:30 | |||
16:00 20mResearch paper | Measuring design compliance using neural language models – an automotive case study PROMISE Dhasarathy Parthasarathy Volvo AB, Cecilia Ekelin Volvo AB, Anjali Karri Volvo AB, Jiapeng Sun Volvo AB, Panagiotis Moraitis Volvo AB | ||
16:20 20mResearch paper | API + Code = Better Code Summary? - Insights from an Exploratory Study PROMISE | ||
16:40 20mResearch paper | LOGI: An Empirical Model of Heat-Induced Disk Drive Data Loss and its Implications for Data Recovery PROMISE Hammad Ahmad University of Michigan, Colton Holoday , Ian Bertram University of Michigan, Kevin Angstadt , Zohreh Sharafi Polytechnique Montréal, Westley Weimer University of Michigan | ||
17:00 10mDay closing | Farewell PROMISE 2022 PROMISE Shane McIntosh University of Waterloo, Weiyi Shang Concordia University, Gema Rodríguez-Pérez University of British Columbia (UBC) |