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- research-articleMay 2023
Physics-Informed Machine Learning Model Generalization in AIoT: Opportunites and Challenges
CPS-IoT Week '23: Proceedings of Cyber-Physical Systems and Internet of Things Week 2023Pages 170–176https://doi.org/10.1145/3576914.3588751Recent advances in machine learning inspire the development of deep neural network-based smart sensing applications for the Artificial Intelligence of Things (AIoT). However, due to the nature of the AIoT sensing data, the machine learning models are in ...
- research-articleMay 2023
Astro Cultivators: Autonomous Growth System for Space Farming based on Machine Vision and Multi-Sensor Fusion
- Anthony Manuel Morales-Badajoz,
- Neville Elieh,
- April Diederich,
- Elliot Sadler,
- Jasmine Glover,
- Manoj Nizampatnam,
- Troy Israel,
- Andrew Wang,
- Larry Zhang,
- Annette Besnilian,
- Andreas George,
- Julie Miller,
- Xunfei Jiang,
- Bingbing Li
CPS-IoT Week '23: Proceedings of Cyber-Physical Systems and Internet of Things Week 2023Pages 385–390https://doi.org/10.1145/3576914.3588338The autonomous space farming system could be used to grow self-pollinating crops in space exploration missions that require no human intervention. Our goal is to utilize hyper spectral imaging and traditional imaging to allow for machine learning models ...
- research-articleMay 2023
A neural network powered solution approach for computationally expensive mixed integer programs for bio jet-fuel supply chain network design
CPS-IoT Week '23: Proceedings of Cyber-Physical Systems and Internet of Things Week 2023Pages 373–377https://doi.org/10.1145/3576914.3588336Bio jet fuels derived from feedstock offer a sustainable alternative to meeting energy needs. Modeling supply chains that produce said fuels can lead to computationally prohibitive mixed integer linear programs (MILP) that consider optimal facility ...
- research-articleMay 2023
Blockchain Strategy for Multi-level Interoperability in Public Safety Scenario
CPS-IoT Week '23: Proceedings of Cyber-Physical Systems and Internet of Things Week 2023Pages 307–312https://doi.org/10.1145/3576914.3588020Computer-Aided Dispatch (CAD) systems optimize the management of security incidents and facilitate the call for rescue. However, these systems are often heterogeneous and designed to meet the needs of a particular city or region in isolated ways, making ...
- research-articleMay 2023
MegaFlow2D: A Parametric Dataset for Machine Learning Super-resolution in Computational Fluid Dynamics Simulations
CPS-IoT Week '23: Proceedings of Cyber-Physical Systems and Internet of Things Week 2023Pages 100–104https://doi.org/10.1145/3576914.3587552This paper introduces MegaFlow2D, a dataset of over 2 million snapshots of parameterized 2D fluid dynamics simulations of 3000 different external flow and internal flow configurations. It’s worth noting that, simulation results on both low and high mesh ...
- research-articleMay 2023
Reusable Network Simulation for CPS Co-Simulations
CPS-IoT Week '23: Proceedings of Cyber-Physical Systems and Internet of Things Week 2023Pages 122–129https://doi.org/10.1145/3576914.3587531Cyber-Physical Systems (CPS) require seamless integration of physical and computation components through communication networks. They often contain sub-systems from different physical domains (e.g., electrical, mechanical, and electronic) that must ...
- research-articleMay 2023
Software Introspection for Signaling Social-Cyber Operations
CPS-IoT Week '23: Proceedings of Cyber-Physical Systems and Internet of Things Week 2023Pages 84–85https://doi.org/10.1145/3576914.3587523Open-source software (OSS) is a critical element in the design and operation of complex cyber-physical systems. Contributions to OSS projects are typically the result of voluntary work and time allocation by researchers, software developers, hackers, and ...
- research-articleMay 2023
Waist Tightening of CNNs: A Case study on Tiny YOLOv3 for Distributed IoT Implementations
CPS-IoT Week '23: Proceedings of Cyber-Physical Systems and Internet of Things Week 2023Pages 241–246https://doi.org/10.1145/3576914.3587518Computer vision systems in sensor nodes of the Internet of Things (IoT) based on Deep Learning (DL) are demanding because the DL models are memory and computation hungry while the nodes often come with tight constraints on energy, latency, and memory. ...
- research-articleMay 2023
LetSynchronise: An Open-Source Framework for Analysing and Optimising Logical Execution Time Systems
CPS-IoT Week '23: Proceedings of Cyber-Physical Systems and Internet of Things Week 2023Pages 349–354https://doi.org/10.1145/3576914.3587500The paper presents early work on LetSynchronise, an open-source framework that aims to facilitate research and collaboration on Logical Execution Time (LET) systems. It offers a web application for modelling, simulating, analysing, and optimising LET ...
- research-articleMay 2023
Towards Efficient Personalized Driver Behavior Modeling with Machine Unlearning
CPS-IoT Week '23: Proceedings of Cyber-Physical Systems and Internet of Things Week 2023Pages 31–36https://doi.org/10.1145/3576914.3587489Driver Behavior Modeling (DBM) aims to predict and model human driving behaviors, which is typically incorporated into the Advanced Driver Assistance System to enhance transportation safety and improve driving experience. Inverse reinforcement learning (...
- research-articleMay 2023
Protocol-agnostic IoT Device Classification on Encrypted Traffic Using Link-Level Flows
CPS-IoT Week '23: Proceedings of Cyber-Physical Systems and Internet of Things Week 2023Pages 19–24https://doi.org/10.1145/3576914.3587487Convenience is a strong driver for the evolution of technology. Such efforts have given rise to the Internet-of-Things (IoT), defined as the network of everyday devices (i.e., “things”) ranging from light bulbs to smart speakers, connected to the ...