50 citations · 75 across the 7 of their papers we have counts for
7 papers
ACES -- Automatic Configuration of Energy Harvesting Sensors with Reinforcement Learning
Francesco Fraternali, Bharathan Balaji, Yuvraj Agarwal +1
Internet of Things forms the backbone of modern building applications. Wireless sensors are being increasingly adopted for their flexibility and reduced cost of deployment. However…
Associative Convolutional Layers
Hamed Omidvar, Vahideh Akhlaghi, Massimo Franceschetti +1
Motivated by the necessity for parameter efficiency in distributed machine learning and AI-enabled edge devices, we provide a general and easy to implement method for significantly…
Local Binary Pattern Networks
Jeng-Hau Lin, Yunfan Yang, Rajesh Gupta +1
Memory and computation efficient deep learning architec- tures are crucial to continued proliferation of machine learning capabili- ties to new platforms and systems. Binarization…
Binarized Convolutional Neural Networks with Separable Filters for Efficient Hardware Acceleration
Jeng-Hau Lin, Tianwei Xing, Ritchie Zhao +4
State-of-the-art convolutional neural networks are enormously costly in both compute and memory, demanding massively parallel GPUs for execution. Such networks strain the computati…
Quiver: Using Control Perturbations to Increase the Observability of Sensor Data in Smart Buildings
Jason Koh, Bharathan Balaji, Vahideh Akhlaghi +2
Modern buildings consist of hundreds of sensors and actuators for monitoring and operation of systems such as HVAC, light and security. To enable portable applications in next gene…
HVACMeter: Apportionment of HVAC Power to Thermal Zones and Air Handler Units
Jason Koh, Bharathan Balaji, Rajesh Gupta +1
Heating, Ventilation and Air Conditioning (HVAC) systems consume almost half of the total energy use of commercial buildings. To optimize HVAC energy usage, it is important to unde…
Energy Efficient Geographical Load Balancing via Dynamic Deferral of Workload
Muhammad Abdullah Adnan, Ryo Sugihara, Rajesh Gupta
With the increasing popularity of Cloud computing and Mobile computing, individuals, enterprises and research centers have started outsourcing their IT and computational needs to o…