Filters








199 Hits in 7.5 sec

An Efficient Batch Constrained Bayesian Optimization Approach for Analog Circuit Synthesis via Multi-objective Acquisition Ensemble

Shuhan Zhang, Fan Yang, Changhao Yan, Dian Zhou, Xuan Zeng
2021 IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems  
Bayesian optimization is a promising methodology for analog circuit synthesis.  ...  In this paper, we propose an efficient parallelizable Bayesian optimization algorithm via Multi-objective ACquisition function Ensemble (MACE) to further accelerate the optimization procedure.  ...  Although digital circuit design has been automated for a long time, analog circuits are still designed manually.  ... 
doi:10.1109/tcad.2021.3054811 fatcat:tuhqfoemuncprdwgcw4ueh64nq

JUMBO: Scalable Multi-task Bayesian Optimization using Offline Data [article]

Kourosh Hakhamaneshi, Pieter Abbeel, Vladimir Stojanovic, Aditya Grover
2022 arXiv   pre-print
Empirically, we demonstrate significant performance improvements over existing approaches on two real-world optimization problems: hyper-parameter optimization and automated circuit design.  ...  The goal of Multi-task Bayesian Optimization (MBO) is to minimize the number of queries required to accurately optimize a target black-box function, given access to offline evaluations of other auxiliary  ...  Application: Automated Circuit Design Next, we consider a real-world use case in optimizing circuit design configurations for a suitable performance metric, e.g., power, noise, etc.  ... 
arXiv:2106.00942v2 fatcat:cl4qihw4lzcw3geyfnfqh7ogte

GCN-RL Circuit Designer: Transferable Transistor Sizing with Graph Neural Networks and Reinforcement Learning [article]

Hanrui Wang and Kuan Wang and Jiacheng Yang and Linxiao Shen and Nan Sun and Hae-Seung Lee and Song Han
2020 arXiv   pre-print
Our learning-based optimization consistently achieves the highest Figures of Merit (FoM) on four different circuits compared with conventional black-box optimization methods (Bayesian Optimization, Evolutionary  ...  Our transferable optimization method makes transistor sizing and design porting more effective and efficient.  ...  ACKNOWLEDGMENT We thank NSF Career Award #1943349, MIT Center for Integrated Circuits and Systems, Samsung, MediaTek for supporting this research.  ... 
arXiv:2005.00406v1 fatcat:bnilor4yovc25e6nonnnhwt2l4

AutonoML: Towards an Integrated Framework for Autonomous Machine Learning [article]

David Jacob Kedziora and Katarzyna Musial and Bogdan Gabrys
2022 arXiv   pre-print
ensembling, dynamic adaptation, multi-objective evaluation, resource constraints, flexible user involvement, and the principles of generalisation.  ...  In doing so, we survey developments in the following research areas: hyperparameter optimisation, multi-component models, neural architecture search, automated feature engineering, meta-learning, multi-level  ...  from the pursuit of well-designed objectives.  ... 
arXiv:2012.12600v2 fatcat:6rj4ubhcjncvddztjs7tql3itq

Accelerating organic solar cell material's discovery: high-throughput screening and big data

Xabier Rodríguez-Martínez, Enrique Pascual-San-José, Mariano Campoy-Quiles
2021 Energy & Environmental Science  
This review article presents the state-of-the-art in high-throughput computational and experimental screening routines with application in organic solar cells, including materials discovery, device optimization  ...  These are used to train either a Bayesian machinescientist 133 or distinct RF model ensembles.  ...  open-circuit voltages, Voc).  ... 
doi:10.1039/d1ee00559f fatcat:fdufdgs2hzge3bycrjwv2yx76u

2020 Index IEEE Transactions on Industrial Informatics Vol. 16

2020 IEEE Transactions on Industrial Informatics  
Gradient Descent Based Optimization for Industrial IoT 4.0; 1427-1435 Messina, F., see Fortino, G., TII Sept. 2020 6133-6142 Mi, C., see Zhu, C., TII May 2020 3366-3375 Miao, X., see Han, G., TII  ...  Nonlinear Batch Process Monitoring; TII April 2020 2839-2848 Jiang, S., see Li, Y., 1076-1085 Jiang, X., see Gong, K., 1625-1634 Jiang, X., see Xiao, J., TII April 2020 2177-2188 Jiang, X., see Zhao  ...  ., +, 6632-6640 Energy-Efficient Multi-task Multi-access Computation Offloading Via NOMA Transmission for IoTs.  ... 
doi:10.1109/tii.2021.3053362 fatcat:blfvdtsc3fdstnk6qoaazskd3i

A Survey of Methods for Automated Algorithm Configuration [article]

Elias Schede, Jasmin Brandt, Alexander Tornede, Marcel Wever, Viktor Bengs, Eyke Hüllermeier, Kevin Tierney
2022 arXiv   pre-print
Algorithm configuration (AC) is concerned with the automated search of the most suitable parameter configuration of a parametrized algorithm.  ...  We review existing AC literature within the lens of our taxonomies, outline relevant design choices of configuration approaches, contrast methods and problem variants against each other, and describe the  ...  by the German Research Foundation (DFG) within the Collaborative Research Center "On-The-Fly Computing" (SFB 901/3 project no. 160364472) and by the research training group "Dataninja" (Trustworthy AI for  ... 
arXiv:2202.01651v1 fatcat:ik3wjfvpevbplp2pdazkpbyoim

Communication-Efficient and Distributed Learning Over Wireless Networks: Principles and Applications [article]

Jihong Park, Sumudu Samarakoon, Anis Elgabli, Joongheon Kim, Mehdi Bennis, Seong-Lyun Kim, Mérouane Debbah
2020 arXiv   pre-print
Machine learning (ML) is a promising enabler for the fifth generation (5G) communication systems and beyond.  ...  Taming this new kind of data traffic boils down to improving the communication efficiency of distributed learning by optimizing communication payload types, transmission techniques, and scheduling, as  ...  at the PS without competition on the available bandwidth via analog transmissions.  ... 
arXiv:2008.02608v1 fatcat:luuo5pja5zfihhpybger6tuqrq

2020 Index IEEE Transactions on Systems, Man, and Cybernetics: Systems Vol. 50

2020 IEEE Transactions on Systems, Man & Cybernetics. Systems  
The Author Index contains the primary entry for each item, listed under the first author's name.  ...  Xiong, W., +, TSMC Jan. 2020 245-255 Analog integrated circuits Robot Path Planning Using Analog Circuit Phase Delay.  ...  ., +, TSMC Nov. 2020 4438-4446 Quantized H 3 Hardware-in-the loop simulation Robot Path Planning Using Analog Circuit Phase Delay.  ... 
doi:10.1109/tsmc.2021.3054492 fatcat:zartzom6xvdpbbnkcw7xnsbeqy

Efficient Deep Learning: A Survey on Making Deep Learning Models Smaller, Faster, and Better [article]

Gaurav Menghani
2021 arXiv   pre-print
We also present an experiment-based guide along with code, for practitioners to optimize their model training and deployment.  ...  provide the reader with the mental model and the necessary understanding of the field to apply generic efficiency techniques to immediately get significant improvements, and also equip them with ideas for  ...  Architecture Search can help with multi-objective searches that optimize for both quality and footprint. MNasNet [147] is one such work.  ... 
arXiv:2106.08962v2 fatcat:33kuvqwrojc5tf3ozud5acz7ou

Automated Deep Learning: Neural Architecture Search Is Not the End [article]

Xuanyi Dong, David Jacob Kedziora, Katarzyna Musial, Bogdan Gabrys
2022 arXiv   pre-print
Consequently, in response to these issues, a new field has emerged over the last few years: automated deep learning (AutoDL).  ...  However, the end-to-end process for applying DL is not trivial.  ...  "Automating Analytics for Impact" research programme carried out at the Complex Adaptive Systems Lab, University of Technology Sydney, Australia.  ... 
arXiv:2112.09245v3 fatcat:dujfh7pzmzbrtdyoshkl4kpbsm

Leveraging Machine Learning and Big Data for Smart Buildings: A Comprehensive Survey [article]

Basheer Qolomany, Ala Al-Fuqaha, Ajay Gupta, Driss Benhaddou, Safaa Alwajidi, Junaid Qadir, Alvis C. Fong
2019 arXiv   pre-print
Changes will occur to the way people live as technology involves into people's lives and information processing is fully integrated into their daily living activities and objects.  ...  [123] proposed an ensemble classifier method for activity recognition in smart homes using genetic algorithm optimization to merge the prediction output of multiple classifiers that make up the ensemble  ...  Indigo, from Perceptive Automation, is the newest home automation software for the Mac.  ... 
arXiv:1904.01460v2 fatcat:rz2gsyurkradlkqvfankw3zue4

Abstracts of papers presented at the 1993 Pittsburgh Conference

1993 Journal of Automatic Chemistry  
For a successful project, it is important to both optimize the process and automate the activities.  ...  Examples include: Implementing continuous analysers in a batch-oriented environment. Eliminating method steps in a regulated environment. Moving toward a paperless laboratory.  ...  The.instrument uses conventional analog circuits with an imbedded 80156 microprocessor with 512 K RAM and 64 K EPROM.  ... 
doi:10.1155/s1463924693000148 pmid:18924965 pmcid:PMC2548011 fatcat:2ay6kyjpc5f6facrqyffrjxeam

Leveraging Machine Learning and Big Data for Smart Buildings: A Comprehensive Survey

Basheer Qolomany, Ala Al-Fuqaha, Ajay Gupta, Driss Benhaddou, Safaa Alwajidi, Junaid Qadir, Alvis C. Fong
2019 IEEE Access  
Changes will occur to the way people live as technology involves people's lives and information processing is fully integrated into their daily living activities and objects.  ...  [123] proposed an ensemble classifier method for activity recognition in smart homes using genetic algorithm optimization to merge the prediction output of multiple classifiers that make up the ensemble  ...  Indigo, from Perceptive Automation, is the newest home automation software for the Mac.  ... 
doi:10.1109/access.2019.2926642 fatcat:637wvzuezncn5noyfpfzx7w3ve

2020 Index IEEE Transactions on Vehicular Technology Vol. 69

2020 IEEE Transactions on Vehicular Technology  
see Le, T.H.T., TVT Dec. 2020 15162-15176 Hong, D., Lee, S., Cho, Y.H., Baek, D., Kim, J., and Chang, N Guo, H., Liu, J., and Zhang, Y., Toward Swarm Coordination: Topol-ogy-Aware Inter-UAV Routing Optimization  ...  + Check author entry for coauthors ami-mFading Channels With Integer and Non-Integerm; TVT March 2020 2785-2801 Hoang, T.M., Tran, X.N., Nguyen, B.C., and Dung, L.T., On the Performance of MIMO Full-Duplex  ...  ., +, TVT Feb. 2020 2126-2140 Game Theory-Based Multi-Objective Optimization Interference Alignment Algorithm for HSR 5G Heterogeneous Ultra-Dense Network.  ... 
doi:10.1109/tvt.2021.3055470 fatcat:536l4pgnufhixneoa3a3dibdma
« Previous Showing results 1 — 15 out of 199 results