Srinivasa Kanduru
PhD (Tech)
spakan@utu.fi +358 29 450 4910 +358 40 686 5391 Joukahaisenkatu 3-5 Turku |
Asiantuntijuusalueet
Heterogeneous Multi-core and Many-core Systems
On-chip Run-time Resource Management
Power/Performance/Thermal Modeling and Analysis
Heterogeneous Multi-core and Many-core Systems
On-chip Run-time Resource Management
Power/Performance/Thermal Modeling and Analysis
Biografia
https://users.utu.fi/spakan/
Tutkimus
System software for resource efficient edge computing
Machine learning for on-chip resource management
Past: Adaptive resource efficient computing, run-time approximation, dynamic power/performance management.
Julkaisut 
1/2
- Exploiting Approximation for Run-time Resource Management of Embedded HMPsApproximate Feature Extraction for Low Power Epileptic Seizure Prediction in Wearable Devices (2025)
- ACM Transactions in Embedded Computing Systems
(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä ) - HiDP: Hierarchical DNN Partitioning for Distributed Inference on Heterogeneous Edge Platforms (2025)
- Proceedings : Design, Automation, and Test in Europe Conference and Exhibition
(A4 Vertaisarvioitu artikkeli konferenssijulkaisussa) - ISCA: Intelligent Sense-Compute Adaptive Co-Optimization of Multimodal Machine Learning Kernels for Resilient mHealth Services on Wearables (2025)
- IEEE Design and Test
(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä ) - Adaptive approximate computing in edge AI and IoT applications: A review (2024)
- Journal of Systems Architecture
(A2 Vertaisarvioitu katsausartikkeli tieteellisessä lehdessä) - Adaptive Workload Distribution for Accuracy-aware DNN Inference on Collaborative Edge Platforms (2024)
- Proceedings of the Asia and South Pacific Design Automation Conference
(A4 Vertaisarvioitu artikkeli konferenssijulkaisussa) - EA2: Energy Efficient Adaptive Active Learning for Smart WearablesHybrid Learning for Orchestrating Deep Learning Inference in Multi-user Edge-cloud Networks (2024) ISLPED '24: Proceedings of the 29th ACM/IEEE International Symposium on Low Power Electronics and Design Alikhani, Hamidreza; Wang, Ziyu; Kanduri, Anil; Liljeberg, Pasi; Rahmani, Amir M.; Dutt, Nikil
(A4 Vertaisarvioitu artikkeli konferenssijulkaisussa) - ECG Unveiled: Analysis of Client Re-identification Risks in Real-World ECG Datasets (2024)
- International Conference on Wearable and Implantable Body Sensor Networks
(A4 Vertaisarvioitu artikkeli konferenssijulkaisussa) - SEAL: Sensing Efficient Active Learning on Wearables through Context-awareness (2024)
- Proceedings : Design, Automation, and Test in Europe Conference and Exhibition
(A4 Vertaisarvioitu artikkeli konferenssijulkaisussa) - Tango: Low Latency Multi-DNN Inference on Heterogeneous Edge Platforms (2024)
- Proceedings : IEEE International Conference on Computer DesignProceedings of the Asia and South Pacific Design Automation Conference
(A4 Vertaisarvioitu artikkeli konferenssijulkaisussa) - Work-in-Progress: Context and Noise Aware Resilience for Autonomous Driving ApplicationsTowards Smart and Efficient Health Monitoring Using Edge-enabled Situational-awareness (2024)
- International Conference on Hardware/Software Codesign and System Synthesis
(O2 Muu julkaisu ) - DynaFuse: Dynamic Fusion for Resource Efficient Multi-Modal Machine Learning Inference (2023)
- IEEE Embedded Systems Letters
(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä ) - Edge-Centric Optimization of Multi-modal ML-Driven eHealth Applications (2023) Embedded Machine Learning for Cyber-Physical, IoT, and Edge Computing: Use Cases and Emerging Challenges Kanduri Anil, Shahhosseini Sina, Naeini Emad Kasaeyan, Alikhani Hamidreza, Liljeberg Pasi, Dutt Nikil, Rahmani Amir M.
(A3 Vertaisarvioitu kirjan tai muun kokoomateoksen osa) - AMSER: Adaptive Multimodal Sensing for Energy Efficient and Resilient eHealth Systems (2022)
- Proceedings : Design, Automation, and Test in Europe Conference and Exhibition
(A4 Vertaisarvioitu artikkeli konferenssijulkaisussa) - Concurrent Application Bias Scheduling for Energy Efficiency of Heterogeneous Multi-Core platforms (2022)
- IEEE Transactions on Computers
(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä ) - Digital Health-Enabled Community-Centered Care: Scalable Model to Empower Future Community Health Workers Using Human-in-the-Loop Artificial Intelligence (2022)
- JMIR Formative Research
(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä ) - (2022)
- International symposium on quality electronic design proceedings
(A4 Vertaisarvioitu artikkeli konferenssijulkaisussa) - Online Learning for Orchestration of Inference in Multi-User End-Edge-Cloud Networks (2022)
- ACM Transactions in Embedded Computing Systems
(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä ) - (2021) 2021 IEEE Nordic Circuits and Systems Conference (NorCAS) Taufique Zain, Kanduri Anil, Bin Altaf Muhammad Awais, Liljeberg Pasi
(A4 Vertaisarvioitu artikkeli konferenssijulkaisussa) - Energy-Performance Co-Management of Mixed-Sensitivity Workloads on Heterogeneous Multi-core Systems (2021)
(A4 Vertaisarvioitu artikkeli konferenssijulkaisussa) - (2021) 2021 IEEE 3rd International Conference on Artificial Intelligence Circuits and Systems (AICAS) Shahhosseini Sina, Kanduri Anil, Mehrabadi Milad Asgari, Naeini Emad Kasaeyan, Seo DongJoo, Lim Sung-Soo, Rahmani Amir M., Dutt Nikil
(A4 Vertaisarvioitu artikkeli konferenssijulkaisussa)
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