Cross-Modality Continuous User Authentication and Device Pairing With Respiratory Patterns

At-home screening systems for obstructive sleep apnea (OSA) can bring convenience to remote chronic disease management. However, the unsupervised home environment is subject to spoofing and unintentional interference from the household member. To improve robustness, this work presents SIENNA, an ins...

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Published inIEEE internet of things journal Vol. 10; no. 16; pp. 14197 - 14211
Main Authors Islam, Shekh M. M., Zheng, Yao, Pan, Yanjun, Millan, Marionne, Chang, Willy, Li, Ming, Boric-Lubecke, Olga, Lubecke, Victor, Sun, Wenhai
Format Journal Article
LanguageEnglish
Published Piscataway IEEE 15.08.2023
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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ISSN2327-4662
2372-2541
2327-4662
DOI10.1109/JIOT.2023.3275099

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Abstract At-home screening systems for obstructive sleep apnea (OSA) can bring convenience to remote chronic disease management. However, the unsupervised home environment is subject to spoofing and unintentional interference from the household member. To improve robustness, this work presents SIENNA, an insider-resistant breathing-based authentication/pairing protocol. SIENNA leverages the uniqueness of breathing patterns to automatically and continuously authenticate a user and pairs a mobile OSA app and a physiological monitoring radar system (PRMS). SIENNA does not require biometric enrollment and instead transforms the respiratory measurements taken during the user's routine physical checkup into breathing biometrics comparable with the PRMS readings. Furthermore, it can operate within a noisy multitarget home environment and is secure against a co-located attacker through the usage of joint approximate diagonalization of eignematric-independent component analysis, fuzzy commitment, and friendly jamming. We fully implemented SIENNA and evaluated its performance with medium-scale trials. Results show that SIENNA can achieve reliable <inline-formula> <tex-math notation="LaTeX">(>90 </tex-math></inline-formula>% success rate) user authentication and secure device pairing in a noisy environment against an attacker with full knowledge of the authorized user's breathing biometrics.
AbstractList At-home screening systems for obstructive sleep apnea (OSA) can bring convenience to remote chronic disease management. However, the unsupervised home environment is subject to spoofing and unintentional interference from the household member. To improve robustness, this work presents SIENNA, an insider-resistant breathing-based authentication/pairing protocol. SIENNA leverages the uniqueness of breathing patterns to automatically and continuously authenticate a user and pairs a mobile OSA app and a physiological monitoring radar system (PRMS). SIENNA does not require biometric enrollment and instead transforms the respiratory measurements taken during the user's routine physical checkup into breathing biometrics comparable with the PRMS readings. Furthermore, it can operate within a noisy multitarget home environment and is secure against a co-located attacker through the usage of joint approximate diagonalization of eignematric-independent component analysis, fuzzy commitment, and friendly jamming. We fully implemented SIENNA and evaluated its performance with medium-scale trials. Results show that SIENNA can achieve reliable <inline-formula> <tex-math notation="LaTeX">(>90 </tex-math></inline-formula>% success rate) user authentication and secure device pairing in a noisy environment against an attacker with full knowledge of the authorized user's breathing biometrics.
At-home screening systems for obstructive sleep apnea (OSA) can bring convenience to remote chronic disease management. However, the unsupervised home environment is subject to spoofing and unintentional interference from the household member. To improve robustness, this work presents SIENNA, an insider-resistant breathing-based authentication/pairing protocol. SIENNA leverages the uniqueness of breathing patterns to automatically and continuously authenticate a user and pairs a mobile OSA app and a physiological monitoring radar system (PRMS). SIENNA does not require biometric enrollment and instead transforms the respiratory measurements taken during the user’s routine physical checkup into breathing biometrics comparable with the PRMS readings. Furthermore, it can operate within a noisy multitarget home environment and is secure against a co-located attacker through the usage of joint approximate diagonalization of eignematric-independent component analysis, fuzzy commitment, and friendly jamming. We fully implemented SIENNA and evaluated its performance with medium-scale trials. Results show that SIENNA can achieve reliable [Formula Omitted]% success rate) user authentication and secure device pairing in a noisy environment against an attacker with full knowledge of the authorized user’s breathing biometrics.
Author Zheng, Yao
Sun, Wenhai
Li, Ming
Pan, Yanjun
Islam, Shekh M. M.
Lubecke, Victor
Chang, Willy
Millan, Marionne
Boric-Lubecke, Olga
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Snippet At-home screening systems for obstructive sleep apnea (OSA) can bring convenience to remote chronic disease management. However, the unsupervised home...
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SubjectTerms Authentication
Belts
Biomedical monitoring
Biometrics
Breathing
Continuous authentication
continuous wave (CW) radar
Home environment
Independent component analysis
independent component analysis (ICA)
Internet of Things
Jamming
joint approximate digaonalization of eigenmatrices
key derivation
Monitoring
noncontact sleep monitoring
Radar
Radar equipment
Security
Sleep apnea
Spoofing
telemedicine
test compliance
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Title Cross-Modality Continuous User Authentication and Device Pairing With Respiratory Patterns
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