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ESEC/FSE 2022
Mon 14 - Fri 18 November 2022 Singapore
Fri 18 Nov 2022 16:40 - 17:00 at Town Plaza GLR - Miscellaneous & Closing

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 Nov

Displayed time zone: Beijing, Chongqing, Hong Kong, Urumqi change

16:00 - 17:30
Miscellaneous & ClosingPROMISE at Town Plaza GLR
16:00
20m
Research paper
Measuring design compliance using neural language models – an automotive case study
PROMISE
16:20
20m
Research paper
API + Code = Better Code Summary? - Insights from an Exploratory Study
PROMISE
16:40
20m
Research 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
10m
Day closing
Farewell PROMISE 2022
PROMISE
Shane McIntosh University of Waterloo, Weiyi Shang Concordia University, Gema Rodríguez-Pérez University of British Columbia (UBC)