An Improved Task Allocation Scheme in Serverless Computing Using Gray Wolf Optimization (GWO) Based Reinforcement Learning (RIL) Approach

[1]  Dilma Da Silva,et al.  Exploring Serverless Computing for Neural Network Training , 2018, 2018 IEEE 11th International Conference on Cloud Computing (CLOUD).

[2]  P. Vasudeva Reddy,et al.  Efficient and Secure Pairing-Free Certificateless Aggregate Signature Scheme for Healthcare Wireless Medical Sensor Networks , 2019, IEEE Internet of Things Journal.

[3]  Di Wu,et al.  Multi-Task Network Anomaly Detection using Federated Learning , 2019, SoICT.

[4]  Shane Legg,et al.  Human-level control through deep reinforcement learning , 2015, Nature.

[5]  Valarmathi Krishnasamy,et al.  Energy aware smartphone tasks offloading to the cloud using gray wolf optimization , 2020, Journal of Ambient Intelligence and Humanized Computing.

[6]  Mahboubeh Shamsi,et al.  Hybridizing genetic algorithm and grey wolf optimizer to advance an intelligent and lightweight intrusion detection system for IoT wireless networks , 2020, Journal of Ambient Intelligence and Humanized Computing.

[7]  Antonio Pescapè,et al.  Know your Big Data Trade-offs when Classifying Encrypted Mobile Traffic with Deep Learning , 2019, 2019 Network Traffic Measurement and Analysis Conference (TMA).

[8]  Michael O. Duff,et al.  Reinforcement Learning Methods for Continuous-Time Markov Decision Problems , 1994, NIPS.

[9]  Omar Alqaryouti,et al.  Serverless Computing and Scheduling Tasks on Cloud: A Review , 2018 .

[10]  P. Mallikarjuna Rao,et al.  Trapezoidal Notch Band Frequency and Polarization Reconfigurable antenna for Medical and Wireless Communication Applications , 2018 .

[11]  Mohammed Azmi Al-Betar,et al.  Multi-objective power scheduling problem in smart homes using grey wolf optimiser , 2018, J. Ambient Intell. Humaniz. Comput..

[12]  M. H. Sulaiman,et al.  Grey Wolf Optimizer for solving economic dispatch problems , 2014, 2014 IEEE International Conference on Power and Energy (PECon).

[13]  Duarte Pinto,et al.  Dynamic Allocation of Serverless Functions in IoT Environments , 2018, 2018 IEEE 16th International Conference on Embedded and Ubiquitous Computing (EUC).

[14]  Geoffrey C. Fox,et al.  Status of Serverless Computing and Function-as-a-Service(FaaS) in Industry and Research , 2017, ArXiv.

[15]  Yahya Slimani,et al.  Task Load Balancing Strategy for Grid Computing , 2007 .

[16]  Shahenda Sarhan,et al.  A novel hybrid of Shortest job first and round Robin with dynamic variable quantum time task scheduling technique , 2017, Journal of Cloud Computing.

[17]  Richard S. Sutton,et al.  Generalization in ReinforcementLearning : Successful Examples UsingSparse Coarse , 1996 .

[18]  Wolf-Dietrich Weber,et al.  Power provisioning for a warehouse-sized computer , 2007, ISCA '07.

[19]  Sreevardhan Cheerla,et al.  Pathloss Study for 61 GHZ Wave D2D Communications in Indoor Environment , 2017, Wirel. Pers. Commun..

[20]  N. Prabakaran,et al.  Minimizing Remote Monitoring Service Cost of Wireless Sensor Networks Using Krill Swarm Optimization , 2019, Wireless Personal Communications.

[21]  Kumar Naik Ketavath,et al.  Enhancement of Gain with Coplanar Concentric Ring Patch Antenna , 2019, Wirel. Pers. Commun..

[22]  Gojko Adzic,et al.  Serverless computing: economic and architectural impact , 2017, ESEC/SIGSOFT FSE.

[23]  BarrosoLuiz Andre,et al.  Power provisioning for a warehouse-sized computer , 2007 .

[24]  Schahram Dustdar,et al.  A Serverless Real-Time Data Analytics Platform for Edge Computing , 2017, IEEE Internet Computing.

[25]  P. Anitha,et al.  RETRACTED ARTICLE: Oppositional based Laplacian grey wolf optimization algorithm with SVM for data mining in intrusion detection system , 2019, Journal of Ambient Intelligence and Humanized Computing.

[26]  Marco Conti,et al.  An Architectural Framework for Serverless Edge Computing: Design and Emulation Tools , 2018, 2018 IEEE International Conference on Cloud Computing Technology and Science (CloudCom).

[27]  Jin Li MutualCast: A Serverless Peer-to-Peer Multiparty Real-Time Audio Conferencing System , 2005, 2005 IEEE International Conference on Multimedia and Expo.

[28]  Mohsen Amini Salehi,et al.  Improving Robustness of Heterogeneous Serverless Computing Systems via Probabilistic Task Pruning , 2019, 2019 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW).

[29]  Riccardo Poli,et al.  Particle swarm optimization , 1995, Swarm Intelligence.

[30]  P. Saleem Akram Investigations On Metamaterial Slot Antenna For Different Wireless Applications , 2019 .

[31]  Alessio Botta,et al.  Characterizing Cloud-to-User Latency as Perceived by AWS and Azure Users Spread over the Globe , 2019, 2019 IEEE Global Communications Conference (GLOBECOM).

[32]  Ketavath Kumar Naik,et al.  Design of Concentric Circular Ring Patch with DGS for Dual-Band at Satellite Communication and Radar Applications , 2018, Wirel. Pers. Commun..

[33]  Amir Mosavi,et al.  Application of data mining in multiobjective optimization problems , 2014 .

[34]  Crina Grosan,et al.  Experienced Gray Wolf Optimization Through Reinforcement Learning and Neural Networks , 2018, IEEE Transactions on Neural Networks and Learning Systems.

[35]  B. T. P. Madhav,et al.  Circular Slotted Reconfigurable Antenna for Wireless Medical Band and X-Band Satellite Communication Applications , 2018 .

[36]  Frank Leymann,et al.  Modeling and Automated Deployment of Serverless Applications Using TOSCA , 2018, 2018 IEEE 11th Conference on Service-Oriented Computing and Applications (SOCA).

[37]  Alex Graves,et al.  Playing Atari with Deep Reinforcement Learning , 2013, ArXiv.

[38]  Perry Cheng,et al.  Serverless Computing: Current Trends and Open Problems , 2017, Research Advances in Cloud Computing.

[39]  David A. Patterson,et al.  Cloud Programming Simplified: A Berkeley View on Serverless Computing , 2019, ArXiv.

[40]  N. Yuvaraj,et al.  Analysis on Improving the Response Time with PIDSARSA-RAL in ClowdFlows Mining Platform , 2018, EAI Endorsed Trans. Energy Web.

[41]  Le Yi Wang,et al.  VCONF: a reinforcement learning approach to virtual machines auto-configuration , 2009, ICAC '09.

[42]  Adam Eivy,et al.  Be Wary of the Economics of "Serverless" Cloud Computing , 2017, IEEE Cloud Computing.

[43]  Mohammed Anbar,et al.  Anomaly-based intrusion detection system using multi-objective grey wolf optimisation algorithm , 2019, Journal of Ambient Intelligence and Humanized Computing.

[44]  Schahram Dustdar,et al.  Towards Deviceless Edge Computing: Challenges, Design Aspects, and Models for Serverless Paradigm at the Edge , 2018, The Essence of Software Engineering.

[45]  K. Kumar Naik,et al.  Design of Concentric Circular Ring Patch with DGS for Dual-Band at Satellite Communication and Radar Applications , 2018 .

[46]  Shrideep Pallickara,et al.  Serverless Computing: An Investigation of Factors Influencing Microservice Performance , 2018, 2018 IEEE International Conference on Cloud Engineering (IC2E).

[47]  Peter Dayan,et al.  Q-learning , 1992, Machine Learning.

[48]  Alfonso Pérez,et al.  Serverless computing for container-based architectures , 2018, Future Gener. Comput. Syst..

[49]  Alexandru Iosup,et al.  Serverless is More: From PaaS to Present Cloud Computing , 2018, IEEE Internet Computing.