Pervasive Autonomous
Networked
Systems
Lab

Make the world a smarter place

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Email: span24@ucmerced.edu   

Tel: (412)354-1876

Selected Publications

Journal Publication

Yue Zhang, Zhizhang Hu, Susu Xu, Shijia Pan. "AutoQual: Task-Oriented Structural Vibration Sensing Quality Assessment Leveraging Co-Located Mobile Sensing Context." CCF Transactions on Pervasive Computing and Interaction (2021): 1-19. link.

Mostafa Mirshekari, Jonathon Fagert, Shijia Pan, Pei Zhang, Hae Young Noh. "Obstruction-Invariant Occupant Localization Using Footstep-Induced Structural Vibrations." Mechanical Systems and Signal Processing 153 (2021): 107499. link

Jonathon Fagert, Mostafa Mirshekari, Shijia Pan, Linda Lowes, Megan Iammarino, Pei Zhang, Haeyoung Noh. "Structure- and Sampling-Adaptive Gait Balance Symmetry Estimation Using Footstep Induced Structural Floor Vibrations." Journal of Engineering Mechanics 147, no. 2 (2021): 04020151. link

Joao Diogo Falcao, Carlos Ruiz, Shijia Pan, Hae Young Noh, Pei Zhang. "FAIM: Vision and Weight Sensing Fusion Framework for Autonomous Inventory Monitoring in Convenience Stores". Frontiers in Built Environment 6 (2020): 175. link

Shijia Pan, Mario Berges, Juleen Rodakowski, Pei Zhang, Hae Young Noh. "Fine-grained Activity of Daily Living (ADL) Recognition through Heterogeneous Sensing Systems with Complementary Spatiotemporal Characteristics".  Frontiers in Built Environment (Web) 6 (2020): 560497. link

Fully Peer-Reviewed Conference/Workshop Publication

Amelie Bonde, Jesse R Codling, Kanittha Naruethep, Yiwen Dong, Wachirawich Siripaktanakon, Sripong Ariyadech, Akkarit Sangpetch, Orathai Sangpetch, Shijia Pan, Hae Young Noh, Pei Zhang. "PigNet: Failure-Tolerant Pig Activity Monitoring System Using
Structural Vibration". Accepted by IPSN 2021.

Acceptance rate = 24.8%

Prerna Khanna, Tanmay Srivastava, Shijia Pan, Shubham Jain, and Phuc Nguyen. JawSense: Recognizing Unvoiced Sound using a Low-cost Ear-worn System. In the Twenty-second International Workshop on Mobile Computing Systems and Applications (HotMobile 2021).

Acceptance rate = 36%, link.

Amelie Bonde, Shijia Pan, Mostafa Mirshekari, Carlos Ruiz, Hae Young Noh, and Pei Zhang. "OAC: Overlapping Office Activity Classification through IoT-Sensed Structural Vibration." In 2020 IEEE/ACM Fifth International Conference on Internet-of-Things Design and Implementation (IoTDI), pp. 216-222. IEEE, 2020.

Acceptance rate = 35%

Carlos Ruiz, Shijia Pan, Adeola Bannis, Ming-Po Chang, Hae Young Noh, and Pei Zhang. "IDIoT: Towards Ubiquitous Identification of IoT Devices through Visual and Inertial Orientation Matching During Human Activity." In 2020 IEEE/ACM Fifth International Conference on Internet-of-Things Design and Implementation (IoTDI), pp. 40-52. IEEE, 2020. (received the Best Paper Award).

Acceptance rate = 35%

Shijia Pan, Mario Berges, Juleen Rodakowski, Pei Zhang, and Hae Young Noh. Fine-Grained Activities of Daily Living Recognition through Structural Vibration and Electrical Sensing. In the Proceeding of the 6th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation (BuildSys' 19), November 2019.
Acceptance rate = 30%

Carlos Ruiz, Joao Falcao, Shijia Pan, Hae Young Noh, and Pei Zhang.   AIM3S: Autonomous Inventory Monitoring through Multi-Modal Sensing for Cashier-Less Convenience Stores. In the Proceeding of the 6th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation (BuildSys' 19), November 2019. (the corresponding demo has received the Best Demo Award)
Acceptance rate = 30%

Other Conference/Workshop Publication

Tong Yu, Yue Zhang, Zhizhang Hu, Susu Xu, Shijia Pan. Vibration-Based Indoor Human Sensing Quality Reinforcement via Thompson Sampling. In Proceedings of the 1st ACM Workshop on Cyber-Physical Human Sensing, part of CPS-IoT Week 2021. (Invited Paper), link.

 

Shijia Pan and Phuc Nguyen. Opportunities in the Cross-Scale Collaborative Human Sensing of ‘Developing’ Device-Free and Wearable Systems. In The 2nd ACM Workshop on Device-Free Human Sensing (DFHS’20), November 15, 2020, Virtual Event, Japan. ACM, New York, NY, USA. link

Zhizhang Hu, Tong Yu, Yue Zhang, and Shijia Pan. Fine-grained Activities Recognition with Coarse-grained Labeled Multi-modal Data. In the 2nd Workshop on Continual and Multimodal Learning for Internet of Things, September 2020. link

Lixing He, Carlos Ruiz, Mostafa Mirshekari, and Shijia Pan. SCSV2: Physics-informed Self-Configuration Sensing through Vision and Vibration Context Modeling. In the 3rd Workshop on Combining Physical and Data-Driven Knowledge in Ubiquitous Computing, September 2020. link

Yiwen Dong, Jingxiao Liu, Yitao Gao, Sulagna Sarkar, Zhizhang Hu, Jonathon Fagert, Shijia Pan, Pei Zhang, Hae Young Noh,  Mostafa Mirshekari. A Window-Based Sequence-to-One Approach with Dynamic Voting for Nurse Care Activity Recognition Using Acceleration-Based Wearable Sensor. In the 2nd Nurse Care Activity Recognition Challenge, as part of the Ubicomp 2020. (received the Best Paper Award)

Yue Zhang, Lin Zhang, Hae Young Noh, Pei Zhang, and Shijia Pan. A Signal Quality Assessment Metrics for Vibration-based Human Sensing Data Acquisition. In the 2nd Workshop on Data Acquisition to Analysis. November 10, 2019, New York, NY, USA. link

Laixi Shi, Mostafa Mirshekari, Jonathon Fagert, Yuejie Chi, Hae Young Noh, Pei Zhang, and Shijia Pan. Device-free Multiple People Localization through Floor Vibration. In the 1st ACM International Workshop on Device-Free Human Sensing, November 10, 2019, New York, NY, USA.

Zhizhang Hu, Emre Sezgin, Simon Lin, Pei Zhang, Hae Young Noh, and Shijia Pan. Device-free Sleep Stage Recognition through Bed Frame Vibration Sensing. In the 1st ACM International Workshop on Device-Free Human Sensing, November 10, 2019, New York, NY, USA.

Abstracts (Poster/Demo/PhD Forum)

Zhizhang Hu, Yue Zhang, Shijia Pan. Poster Abstract: Vibration-based Indoor Occupant Gait Monitoring with Robot Vacuum Cleaners. In International Conference on Internet-of-Things Design and Implementation (IoTDI ’21), May 18–21, 2021, Charlottesvle, VA, USA. (link)

Zhizhang Hu. PhD Forum Abstract: Inferring Finer-grained Human Information with Multi-modal Cross-granularity Learning. In The 18th ACM Conference on Embedded Networked Sensor Systems (SenSys ’20), November 16–19, 2020, Virtual Event, Japan. ACM, New York, NY, USA link.

Yue Zhang, Susu Xu, Laixi Shi, Shijia Pan. Poster: Using Mobile Sensing to Enable the Signal Quality Assessment for Infrastructure Sensing Systems. In the 21st Annual International Workshop on Mobile Computing Systems and Applications (ACM HotMobile 2020) link.

Laixi Shi, Yue Zhang, Shijia Pan, Yuejie Chi. Poster: Data Quality-Informed Multiple Occupant Localization using Floor Vibration Sensing. In the 21st Annual International Workshop on Mobile Computing Systems and Applications (ACM HotMobile 2020) link.