Energy-Efficient Multi-Core Scheduling for Real-Time DAG Tasks

In this work, we study energy-aware real-time scheduling of a set of sporadic Directed Acyclic Graph (DAG) tasks with implicit deadlines. While meeting all real-time constraints, we try to identify the best task allocation and execution pattern such that the average power consumption of the whole platform is minimized. To the best of our knowledge, this is the first work that addresses the power consumption issue in scheduling multiple DAG tasks on multi-cores and allows intra-task processor sharing. We first adapt the decomposition-based framework for federated scheduling and propose an energy-sub-optimal scheduler. Then we derive an approximation algorithm to identify processors to be merged together for further improvements in energy-efficiency and to prove the bound of the approximation ratio. We perform a simulation study to demonstrate the effectiveness and efficiency of the proposed scheduling. The simulation results show that our algorithms achieve an energy saving of 27% to 41% compared to existing DAG task schedulers.

[1]  F. Lewis,et al.  Reinforcement Learning and Feedback Control: Using Natural Decision Methods to Design Optimal Adaptive Controllers , 2012, IEEE Control Systems.

[2]  Nitesh V. Chawla,et al.  CoupledLP: Link Prediction in Coupled Networks , 2015, KDD.

[3]  Zhigang Qi,et al.  PEM fuel cell stacks operated under dry-reactant conditions , 2002 .

[4]  Lingyu Sun,et al.  An Effective Multi-level Algorithm Based on Simulated Annealing for Bisecting Graph , 2007, EMMCVPR.

[5]  W. Johnson Bulk Glass-Forming Metallic Alloys: Science and Technology , 1999 .

[6]  Bruce M. McMillin,et al.  Cyber-Physical Security of a Chemical Plant , 2017, 2017 IEEE 18th International Symposium on High Assurance Systems Engineering (HASE).

[7]  Weidong Huang,et al.  Experiment study of powder flow feed behavior of laser solid forming , 2012 .

[8]  Anders Lindgren,et al.  Probabilistic routing in intermittently connected networks , 2003, MOCO.

[9]  Lin Li,et al.  A verified model of the behaviour of the axial powder stream concentration from a coaxial laser cladding nozzle , 2002 .

[10]  Weixin Xie,et al.  An Efficient File Hierarchy Attribute-Based Encryption Scheme in Cloud Computing , 2016, IEEE Transactions on Information Forensics and Security.

[11]  Horng-Wen Wu A review of recent development: Transport and performance modeling of PEM fuel cells , 2016 .

[12]  Heng Tao Shen,et al.  Principal Component Analysis , 2009, Encyclopedia of Biometrics.

[13]  Rui Xu,et al.  BARTMAP: A viable structure for biclustering , 2011, Neural Networks.

[14]  Feridun Hamdullahpur,et al.  Designing, modeling and performance investigation of bio-inspired flow field based DMFCs , 2017 .

[15]  F. Milano,et al.  An open source power system analysis toolbox , 2005, 2006 IEEE Power Engineering Society General Meeting.

[16]  Abhijit Gosavi,et al.  Simulation-Based Optimization: Parametric Optimization Techniques and Reinforcement Learning , 2003 .

[17]  Injong Rhee,et al.  Towards Mobile Phone Localization without War-Driving , 2010, 2010 Proceedings IEEE INFOCOM.

[18]  Zhou Wang,et al.  No-reference perceptual quality assessment of JPEG compressed images , 2002, Proceedings. International Conference on Image Processing.

[19]  Joshua David Heck,et al.  Bio-inspired flow fields for pem fuel cells- decoupling pressure and distribution effects on performance and identifying design opportunities , 2017 .

[20]  Matt Bishop,et al.  Computer Security: Art and Science , 2002 .

[21]  Brent Waters,et al.  Fuzzy Identity-Based Encryption , 2005, EUROCRYPT.

[22]  Qinghua Li,et al.  Forwarding redundancy in opportunistic mobile networks: Investigation and elimination , 2014, IEEE INFOCOM 2014 - IEEE Conference on Computer Communications.

[23]  Jianfeng Ma,et al.  Fine-Grained Access Control System Based on Outsourced Attribute-Based Encryption , 2013, ESORICS.

[24]  René Dirven,et al.  Cognitive English Grammar , 2007 .

[25]  Marc Parizeau,et al.  DEAP: evolutionary algorithms made easy , 2012, J. Mach. Learn. Res..

[26]  M E J Newman,et al.  Finding and evaluating community structure in networks. , 2003, Physical review. E, Statistical, nonlinear, and soft matter physics.

[27]  L.Y. Pao,et al.  A Tutorial on the Mechanisms, Dynamics, and Control of Atomic Force Microscopes , 2007, 2007 American Control Conference.

[28]  J. Schroers Processing of Bulk Metallic Glass , 2010, Advanced materials.

[29]  Gail A. Carpenter,et al.  Fuzzy ART Choice Functions , 1993 .

[30]  Hua Zhang,et al.  Temperature Sensing of Metal-Coated Fiber Bragg Grating , 2010, IEEE/ASME Transactions on Mechatronics.

[31]  Giles R. Scuderi,et al.  The Basic Principles , 2006 .

[32]  Francesco Folino,et al.  A recommendation engine for disease prediction , 2015, Inf. Syst. E Bus. Manag..

[33]  Jie Wu,et al.  Time-based proxy re-encryption scheme for secure data sharing in a cloud environment , 2014, Inf. Sci..

[34]  Hongyi Wu,et al.  Clustering and cluster-based routing protocol for delay-tolerant mobile networks , 2010, IEEE Transactions on Wireless Communications.

[35]  Wei Yan,et al.  High accuracy Navigation System using GPS and INS system integration strategy , 2016, 2016 IEEE International Conference on Cyber Technology in Automation, Control, and Intelligent Systems (CYBER).

[36]  J.L. Crassidis,et al.  Sigma-point Kalman filtering for integrated GPS and inertial navigation , 2005, IEEE Transactions on Aerospace and Electronic Systems.

[37]  Hugo Terashima-Marín,et al.  A Neuro-evolutionary Hyper-heuristic Approach for Constraint Satisfaction Problems , 2015, Cognitive Computation.

[38]  James A. Sethian,et al.  Image Processing: Flows under Min/Max Curvature and Mean Curvature , 1996, CVGIP Graph. Model. Image Process..

[39]  Junye Wang,et al.  Theory and practice of flow field designs for fuel cell scaling-up: A critical review , 2015 .

[40]  Amin Vahdat,et al.  Epidemic Routing for Partially-Connected Ad Hoc Networks , 2009 .

[41]  Asmaa S. Hussein,et al.  Accurate and Reliable Recommender System for Chronic Disease Diagnosis , 2012 .

[42]  Junbeom Hur,et al.  Improving Security and Efficiency in Attribute-Based Data Sharing , 2013, IEEE Transactions on Knowledge and Data Engineering.

[43]  Ali R. Hurson,et al.  Quantification and Analysis of Interdependency in Cyber-Physical Systems , 2016, 2016 46th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshop (DSN-W).

[44]  R.G. Arno,et al.  Reliability block diagram methodology applied to gold book standard network , 2004, Conference, 2004 IEEE Industrial and Commercial Power Systems Technical.

[45]  W. Johnson,et al.  A universal criterion for plastic yielding of metallic glasses with a (T/Tg) 2/3 temperature dependence. , 2005, Physical review letters.

[46]  Susan Owicki,et al.  An axiomatic proof technique for parallel programs I , 1976, Acta Informatica.

[47]  H. Laitinen,et al.  Database correlation method for GSM location , 2001, IEEE VTS 53rd Vehicular Technology Conference, Spring 2001. Proceedings (Cat. No.01CH37202).

[48]  Jian-Jia Chen,et al.  Energy efficiency analysis for the Single Frequency Approximation (SFA) scheme , 2013, 2013 IEEE 19th International Conference on Embedded and Real-Time Computing Systems and Applications.

[49]  Reza Vaziri,et al.  Finite element based prediction of process-induced deformation of autoclaved composite structures using 2D process analysis and 3D structural analysis , 2003 .

[50]  T. Baldwin,et al.  Power system observability with minimal phasor measurement placement , 1993 .

[51]  V. P. Rajderkar,et al.  Comparison of Series FACTS Devices Via Optimal Location in a Power System for Congestion Management , 2009, 2009 Asia-Pacific Power and Energy Engineering Conference.

[52]  Sushmita Ruj,et al.  Decentralized Access Control with Anonymous Authentication of Data Stored in Clouds , 2014, IEEE Transactions on Parallel and Distributed Systems.

[53]  Junxiao Wu,et al.  Toward the optimization of operating conditions for hydrogen polymer electrolyte fuel cells , 2006 .

[54]  Songnian Yu,et al.  An Effective Multi-level Algorithm Based on Ant Colony Optimization for Bisecting Graph , 2007, PAKDD.

[55]  I. Elishakoff,et al.  Hybrid probabilistic and convex modeling of excitation and response of periodic structures , 1996 .

[56]  D S Callaway,et al.  Network robustness and fragility: percolation on random graphs. , 2000, Physical review letters.

[57]  Sung-Hyuk Cha Comprehensive Survey on Distance/Similarity Measures between Probability Density Functions , 2007 .

[58]  Jian-Jia Chen,et al.  Energy Efficient Task Partitioning Based on the Single Frequency Approximation Scheme , 2013, 2013 IEEE 34th Real-Time Systems Symposium.

[59]  Reza Zoughi,et al.  Optimum 2-D Nonuniform Spatial Sampling for Microwave SAR-Based NDE Imaging Systems , 2012, IEEE Transactions on Instrumentation and Measurement.

[60]  A. D. Dominguez-Garcia,et al.  Reliability modeling of cyber-physical electric power systems: A system-theoretic framework , 2012, 2012 IEEE Power and Energy Society General Meeting.

[61]  Georgios K. Ouzounis,et al.  Smart cities of the future , 2012, The European Physical Journal Special Topics.

[62]  Stephen Grossberg,et al.  Fuzzy ARTMAP: A neural network architecture for incremental supervised learning of analog multidimensional maps , 1992, IEEE Trans. Neural Networks.

[63]  Paolo Mattavelli,et al.  An Adaptive Control for UPS to Compensate Unbalance and Harmonic Distortion Using a Combined Capacitor/Load Current Sensing , 2007, IEEE Transactions on Industrial Electronics.

[64]  Maarten Steinbuch,et al.  Repetitive control for systems with uncertain period-time , 2002, Autom..

[65]  Mansooreh Mollaghasemi,et al.  An Adaptive Multiobjective Approach to Evolving ART Architectures , 2010, IEEE Transactions on Neural Networks.

[66]  W. Johnson,et al.  Microstructural studies of crystallization of a Zr-based bulk metallic glass , 2003 .

[67]  Harald E.N. Bersee,et al.  Determination of Cure Dependent Properties for Curing Simulation of Thick-Walled Composites , 2008 .

[68]  Lars Backstrom,et al.  The Anatomy of the Facebook Social Graph , 2011, ArXiv.

[69]  M. Koizumi,et al.  Functionally Gradient Materials , 1993 .

[70]  S. Osher,et al.  Algorithms Based on Hamilton-Jacobi Formulations , 1988 .

[71]  Necmi Altin,et al.  An Extended Lyapunov-Function-Based Control Strategy for Single-Phase UPS Inverters , 2015, IEEE Transactions on Power Electronics.

[72]  Enrico Zio,et al.  Analyzing the topological, electrical and reliability characteristics of a power transmission system for identifying its critical elements , 2012, Reliab. Eng. Syst. Saf..

[73]  Thomas F. La Porta,et al.  Service Placement for Detecting and Localizing Failures Using End-to-End Observations , 2016, 2016 IEEE 36th International Conference on Distributed Computing Systems (ICDCS).

[74]  Vipin Kumar,et al.  A Fast and High Quality Multilevel Scheme for Partitioning Irregular Graphs , 1998, SIAM J. Sci. Comput..

[75]  M. Avrami Kinetics of Phase Change. II Transformation‐Time Relations for Random Distribution of Nuclei , 1940 .

[76]  A. H. Mohamed,et al.  Adaptive Kalman Filtering for INS/GPS , 1999 .

[77]  Aboelmagd Noureldin,et al.  GPS/INS integration utilizing dynamic neural networks for vehicular navigation , 2011, Inf. Fusion.

[78]  Nathan Fisher,et al.  Power minimization for parallel real-time systems with malleable jobs and homogeneous frequencies , 2014, 2014 IEEE 20th International Conference on Embedded and Real-Time Computing Systems and Applications.

[79]  Sanjoy K. Baruah,et al.  A Generalized Parallel Task Model for Recurrent Real-time Processes , 2012, 2012 IEEE 33rd Real-Time Systems Symposium.

[80]  Vangelis Th. Paschos,et al.  Poly-APX- and PTAS-Completeness in Standard and Differential Approximation , 2004, ISAAC.

[81]  J. Currie Biomimetic Design Applied to the Redesign of a PEM Fuel Cell Flow Field , 2010 .

[82]  T. Başar,et al.  A New Approach to Linear Filtering and Prediction Problems , 2001 .

[83]  Vinay Devadas,et al.  Coordinated power management of periodic real-time tasks on chip multiprocessors , 2010, International Conference on Green Computing.

[84]  Hasan Komurcugil,et al.  A Three-Level Hysteresis Function Approach to the Sliding-Mode Control of Single-Phase UPS Inverters , 2009, IEEE Transactions on Industrial Electronics.

[85]  Xinlei Zhou,et al.  Pressure sensor based on the fiber-optic extrinsic Fabry-Perot interferometer , 2011 .

[86]  Emilio Ghiani,et al.  Reliability assessment in smart distribution networks , 2013 .

[87]  Stephen Grossberg,et al.  Fuzzy ART: Fast stable learning and categorization of analog patterns by an adaptive resonance system , 1991, Neural Networks.

[88]  Jie Huang,et al.  Microcavity strain sensor for high temperature applications , 2014 .

[89]  Barend Lubbers,et al.  A study on the accuracy of GPS positioning during jamming , 2015, 2015 International Association of Institutes of Navigation World Congress (IAIN).

[90]  Sajal K. Das,et al.  Leveraging network structure in centrality evaluation of large scale networks , 2015, 2015 IEEE 40th Conference on Local Computer Networks (LCN).

[91]  Keqin Li,et al.  Energy efficient scheduling of parallel tasks on multiprocessor computers , 2012, The Journal of Supercomputing.

[92]  Donald F. Towsley,et al.  Network tomography on general topologies , 2002, SIGMETRICS '02.

[93]  Avimanyu Sahoo,et al.  Stochastic Optimal Regulation of Nonlinear Networked Control Systems by Using Event-Driven Adaptive Dynamic Programming , 2017, IEEE Transactions on Cybernetics.

[94]  T. M. Chen,et al.  Stuxnet, the real start of cyber warfare? [Editor's Note] , 2010, IEEE Netw..

[95]  Wenyu Liu,et al.  Indoor Localization Based on Curve Fitting and Location Search Using Received Signal Strength , 2015, IEEE Transactions on Industrial Electronics.

[96]  John R. Koza,et al.  Genetic programming - on the programming of computers by means of natural selection , 1993, Complex adaptive systems.

[97]  A R Aronson,et al.  The effect of textual variation on concept based information retrieval. , 1996, Proceedings : a conference of the American Medical Informatics Association. AMIA Fall Symposium.

[98]  Lothar Thiele,et al.  Energy minimization for periodic real-time tasks on heterogeneous processing units , 2009, 2009 IEEE International Symposium on Parallel & Distributed Processing.

[99]  Rajesh K. Gupta,et al.  Energy aware non-preemptive scheduling for hard real-time systems , 2005, 17th Euromicro Conference on Real-Time Systems (ECRTS'05).

[100]  Padhraic Smyth,et al.  A Spectral Clustering Approach To Finding Communities in Graph , 2005, SDM.

[101]  Thomas F. La Porta,et al.  Robust Network Tomography in the Presence of Failures , 2014, 2014 IEEE 34th International Conference on Distributed Computing Systems.

[102]  Sean B Andersson,et al.  Local raster scanning for high-speed imaging of biopolymers in atomic force microscopy. , 2011, The Review of scientific instruments.

[103]  George Karypis,et al.  Finding Frequent Patterns in a Large Sparse Graph* , 2005, Data Mining and Knowledge Discovery.

[104]  Sahra Sedigh Sarvestani,et al.  Towards Comprehensive Modeling of Reliability for Smart Grids: Requirements and Challenges , 2014, 2014 IEEE 15th International Symposium on High-Assurance Systems Engineering.

[105]  Yahong Rosa Zheng,et al.  A comparative study of compressed sensing approaches for 3-D synthetic aperture radar image reconstruction , 2014, Digit. Signal Process..

[106]  Reza Zoughi,et al.  Novel Reflectometer for Millimeter-Wave 3-D Holographic Imaging , 2014, IEEE Transactions on Instrumentation and Measurement.

[107]  Amit Sahai,et al.  Bounded Ciphertext Policy Attribute Based Encryption , 2008, ICALP.

[108]  Stephen Grossberg,et al.  ARTMAP: supervised real-time learning and classification of nonstationary data by a self-organizing neural network , 1991, [1991 Proceedings] IEEE Conference on Neural Networks for Ocean Engineering.

[109]  Xiaoping Du,et al.  A single-loop optimization method for reliability analysis with second order uncertainty , 2015 .

[110]  Junye Wang,et al.  Barriers of scaling-up fuel cells: Cost, durability and reliability , 2015 .

[111]  Marzuki Khalid,et al.  Evolutionary Fuzzy ARTMAP Neural Networks for Classification of Semiconductor Defects , 2015, IEEE Transactions on Neural Networks and Learning Systems.

[112]  Le Gruenwald,et al.  A Robust Clustering Algorithm for Mobile Ad-Hoc Networks , 2011 .

[113]  Zhong-Ping Jiang,et al.  Robust Adaptive Dynamic Programming for Large-Scale Systems With an Application to Multimachine Power Systems , 2012, IEEE Transactions on Circuits and Systems II: Express Briefs.

[114]  Md. Yusuf Sarwar Uddin,et al.  Intercontact Routing for Energy Constrained Disaster Response Networks , 2013, IEEE Transactions on Mobile Computing.

[115]  L. Vese,et al.  A level set algorithm for minimizing the Mumford-Shah functional in image processing , 2001, Proceedings IEEE Workshop on Variational and Level Set Methods in Computer Vision.

[116]  Sanjoy K. Baruah Improved Multiprocessor Global Schedulability Analysis of Sporadic DAG Task Systems , 2014, 2014 26th Euromicro Conference on Real-Time Systems.

[117]  Rong Li,et al.  Multi-objective memetic evolution of ART-based classifiers , 2010, IEEE Congress on Evolutionary Computation.

[118]  Bernhard Schölkopf,et al.  Kernel Principal Component Analysis , 1997, ICANN.

[119]  Ramin Roshandel,et al.  SIMULATION OF AN INNOVATIVE FLOW-FIELD DESIGN BASED ON A BIO INSPIRED PATTERN FOR PEM FUEL CELLS , 2012 .

[120]  Sajal K. Das,et al.  WCA: A Weighted Clustering Algorithm for Mobile Ad Hoc Networks , 2002, Cluster Computing.

[121]  Masoud Karimi-Ghartemani Universal Integrated Synchronization and Control for Single-Phase DC/AC Converters , 2015, IEEE Transactions on Power Electronics.

[122]  Masayoshi Tomizuka,et al.  Analysis and Synthesis of Discrete-Time Repetitive Controllers , 1989 .

[123]  Cong Wang,et al.  Achieving Secure, Scalable, and Fine-grained Data Access Control in Cloud Computing , 2010, 2010 Proceedings IEEE INFOCOM.

[124]  Jun Sun,et al.  The effect of primary crystallizing phases on mechanical properties of Cu_46Zr_47Al_7 bulk metallic glass composites , 2006 .

[125]  Mariesa L. Crow,et al.  A Novel Flow Invariants-Based Approach to Microgrid Management , 2015, IEEE Transactions on Smart Grid.

[126]  Jia Guo,et al.  On Designing PMI Kalman Filter for INS/GPS Integrated Systems With Unknown Sensor Errors , 2015, IEEE Sensors Journal.

[127]  W. Kurz,et al.  Fundamentals of Solidification , 1990 .

[128]  Gang Chen,et al.  Abstract: Energy optimization for real-time multiprocessor system-on-chip with optimal DVFS and DPM combination , 2013, ESTImedia.

[129]  Ashraf M. Abdelbar,et al.  Biclustering ARTMAP collaborative filtering recommender system , 2016, 2016 International Joint Conference on Neural Networks (IJCNN).

[130]  Lubomír Bakule,et al.  Decentralized control: An overview , 2008, Annu. Rev. Control..

[131]  Dakai Zhu,et al.  Energy Efficient Block-Partitioned Multicore Processors for Parallel Applications , 2011, Journal of Computer Science and Technology.

[132]  Wang Yi,et al.  Energy-efficient scheduling for parallel real-time tasks based on level-packing , 2011, SAC.

[133]  Sanjoy K. Baruah,et al.  The Global EDF Scheduling of Systems of Conditional Sporadic DAG Tasks , 2015, 2015 27th Euromicro Conference on Real-Time Systems.

[134]  Ümit Özgür Köylü,et al.  Experimental and Computational Evaluation of Performance and Water Management Characteristics of a Bio-Inspired Proton Exchange Membrane Fuel Cell , 2015 .

[135]  Alfred Rufer,et al.  Vector control of single-phase voltage source converters based on Fictive Axis Emulation , 2009, 2009 IEEE Energy Conversion Congress and Exposition.

[136]  Sridhar Adepu,et al.  Using Process Invariants to Detect Cyber Attacks on a Water Treatment System , 2016, SEC.

[137]  Pieter Venemans,et al.  A method for the quantitative assesment of reliability of Smart Grids , 2012 .

[138]  Christopher Hebling,et al.  Investigation of fractal flow-fields in portable proton exchange membrane and direct methanol fuel cells , 2004 .

[139]  Gaël Varoquaux,et al.  Scikit-learn: Machine Learning in Python , 2011, J. Mach. Learn. Res..

[140]  Tania GRANDAL,et al.  Technique for embedding fiber optics in metallic structures for smart material applications , 2016 .

[141]  Giuseppe Lipari,et al.  Minimizing CPU energy in real-time systems with discrete speed management , 2009, TECS.

[142]  Pavel Berkhin,et al.  A Survey of Clustering Data Mining Techniques , 2006, Grouping Multidimensional Data.

[143]  Nuttapong Attrapadung,et al.  Expressive Key-Policy Attribute-Based Encryption with Constant-Size Ciphertexts , 2011, Public Key Cryptography.

[144]  Stefano Panzieri,et al.  Improving network security monitoring for industrial control systems , 2015, 2015 IFIP/IEEE International Symposium on Integrated Network Management (IM).

[145]  M. Cugmas,et al.  On comparing partitions , 2015 .

[146]  C. Jiang,et al.  A Hybrid Reliability Approach Based on Probability and Interval for Uncertain Structures , 2012 .

[147]  Stephen Grossberg,et al.  A massively parallel architecture for a self-organizing neural pattern recognition machine , 1988, Comput. Vis. Graph. Image Process..

[148]  Jayant Gadge,et al.  Performance analysis of recommendation system based on collaborative filtering and demographics , 2015, 2015 International Conference on Communication, Information & Computing Technology (ICCICT).

[149]  Sankaran Mahadevan,et al.  Separating the contributions of variability and parameter uncertainty in probability distributions , 2013, Reliab. Eng. Syst. Saf..

[150]  John W. Gillespie,et al.  Process-Induced Stress and Deformation in Thick-Section Thermoset Composite Laminates , 1992 .

[151]  F. Liou,et al.  Numerical simulation of metallic powder flow in a coaxial nozzle for the laser aided deposition process , 2005 .

[152]  Mikhail Belkin,et al.  Laplacian Eigenmaps for Dimensionality Reduction and Data Representation , 2003, Neural Computation.

[153]  Philip S. Yu,et al.  Graph indexing: a frequent structure-based approach , 2004, SIGMOD '04.

[154]  Jeffrey D. Ullman,et al.  Protection in operating systems , 1976, CACM.

[155]  Aleksandar M. Stankovic,et al.  Dissipativity-based adaptive and robust control of UPS in unbalanced operation , 2001 .

[156]  Wei-Ta Chu,et al.  Visual pattern discovery for architecture image classification and product image search , 2012, ICMR.

[157]  Moustafa Youssef,et al.  UPTIME: Ubiquitous pedestrian tracking using mobile phones , 2012, 2012 IEEE Wireless Communications and Networking Conference (WCNC).

[158]  P. Hubert,et al.  Thermal models for MTM45-1 and Cycom 5320 out-of-autoclave prepreg resins , 2013 .

[159]  S. Frick,et al.  Compressed Sensing , 2014, Computer Vision, A Reference Guide.

[160]  Cong Wang,et al.  Attribute based data sharing with attribute revocation , 2010, ASIACCS '10.

[161]  Silvano Chiaradonna,et al.  Quantification of dependencies between electrical and information infrastructures , 2012, Int. J. Crit. Infrastructure Prot..

[162]  M E J Newman,et al.  Community structure in social and biological networks , 2001, Proceedings of the National Academy of Sciences of the United States of America.

[163]  Radovan Kovacevic,et al.  A three dimensional model for direct laser metal powder deposition and rapid prototyping , 2003 .

[164]  Yuqing Zhang,et al.  Mona: Secure Multi-Owner Data Sharing for Dynamic Groups in the Cloud , 2013, IEEE Transactions on Parallel and Distributed Systems.

[165]  N. Chawla,et al.  A Network-Based Approach to Understanding and Predicting Diseases , 2009 .

[166]  Timotei Centea,et al.  Characterization Methodology of Thermoset Resins for the Processing of Composite Materials — Case Study: CYCOM 890RTM Epoxy Resin , 2010 .

[167]  Borut Mavko,et al.  Application of the fault tree analysis for assessment of power system reliability , 2009, Reliab. Eng. Syst. Saf..

[168]  C. D. Murray THE PHYSIOLOGICAL PRINCIPLE OF MINIMUM WORK APPLIED TO THE ANGLE OF BRANCHING OF ARTERIES , 1926, The Journal of general physiology.

[169]  Jaikumar Radhakrishnan,et al.  Greed is good: Approximating independent sets in sparse and bounded-degree graphs , 1997, Algorithmica.

[170]  Robert Hecht-Nielsen,et al.  MECHANISM OF THOUGHT , 1939, The 2006 IEEE International Joint Conference on Neural Network Proceedings.

[171]  Hovav Shacham,et al.  SiRiUS: Securing Remote Untrusted Storage , 2003, NDSS.

[172]  Peter Belobaba,et al.  OR Practice - Application of a Probabilistic Decision Model to Airline Seat Inventory Control , 1989, Oper. Res..

[173]  Douglas A. Bristow,et al.  Quasi-repetitive control for fast and accurate atomic force microscopy , 2016, 2016 American Control Conference (ACC).

[174]  Masayoshi Tomizuka,et al.  Discrete-Time Domain Analysis and Synthesis of Repetitive Controllers , 1988, 1988 American Control Conference.

[175]  Yat Li,et al.  Reduced glass transition temperature and glass forming ability of bulk glass forming alloys , 2000 .

[176]  M. Telford The case for bulk metallic glass , 2004 .

[177]  Tei-Wei Kuo,et al.  An approximation algorithm for energy-efficient scheduling on a chip multiprocessor , 2005, Design, Automation and Test in Europe.

[178]  D. Boroyevich,et al.  On Zero Steady-State Error Voltage Control of Single-Phase PWM Inverters With Different Load Types , 2011, IEEE Transactions on Power Electronics.

[179]  T F Sherman,et al.  On connecting large vessels to small. The meaning of Murray's law , 1981, The Journal of general physiology.

[180]  M. Avrami Kinetics of Phase Change. I General Theory , 1939 .

[181]  Todd E. Humphreys,et al.  Attackers can spoof navigation signals without our knowledge. Here's how to fight back GPS lies , 2016, IEEE Spectrum.

[182]  Md. Yusuf Sarwar Uddin,et al.  A post-disaster mobility model for Delay Tolerant Networking , 2009, Proceedings of the 2009 Winter Simulation Conference (WSC).

[183]  Rami G. Melhem,et al.  Energy-efficient policies for embedded clusters , 2005, LCTES '05.

[184]  Churn-Jung Liau,et al.  Belief, information acquisition, and trust in multi-agent systems--A modal logic formulation , 2003, Artif. Intell..

[185]  Jean-Marc Vincent,et al.  Random graph generation for scheduling simulations , 2010, SimuTools.

[186]  Joël Goossens,et al.  Quantifying Energy Consumption for Practical Fork-Join Parallelism on an Embedded Real-Time Operating System , 2016, RTNS.

[187]  Ming-Chuan Leu,et al.  Bio-inspired flow field designs for polymer electrolyte membrane fuel cells , 2014 .

[188]  Lothar Thiele,et al.  Thermal-Aware Global Real-Time Scheduling on Multicore Systems , 2009, 2009 15th IEEE Real-Time and Embedded Technology and Applications Symposium.

[189]  Dong Kun Noh,et al.  Attribute-Based Access Control with Efficient Revocation in Data Outsourcing Systems , 2011, IEEE Transactions on Parallel and Distributed Systems.

[190]  Xu Chen,et al.  SoCast: Social ties based cooperative video multicast , 2014, IEEE INFOCOM 2014 - IEEE Conference on Computer Communications.

[191]  Leonard M. Freeman,et al.  A set of measures of centrality based upon betweenness , 1977 .

[192]  Chenyang Lu,et al.  Parallel Real-Time Scheduling of DAGs , 2014, IEEE Transactions on Parallel and Distributed Systems.

[193]  Paul Walton,et al.  A Model for Information , 2014, Inf..

[194]  E. Park,et al.  Design of Bulk metallic glasses with high glass forming ability and enhancement of plasticity in metallic glass matrix composites: A review , 2005 .

[195]  C D Murray,et al.  The Physiological Principle of Minimum Work: I. The Vascular System and the Cost of Blood Volume. , 1926, Proceedings of the National Academy of Sciences of the United States of America.

[196]  H. Tsai,et al.  3D printing of large, complex metallic glass structures , 2017 .

[197]  Kin K. Leung,et al.  On optimal monitor placement for localizing node failures via network tomography , 2015, Perform. Evaluation.

[198]  Charles E. Heckler,et al.  Applied Multivariate Statistical Analysis , 2005, Technometrics.

[199]  Anja Vogler,et al.  An Introduction to Multivariate Statistical Analysis , 2004 .

[200]  Barry Smith,et al.  Bridging the gap between medical and bioinformatics: An ontological case study in colon carcinoma , 2006, Comput. Biol. Medicine.

[201]  Rami G. Melhem,et al.  Power aware scheduling for AND/OR graphs in multiprocessor real-time systems , 2002, Proceedings International Conference on Parallel Processing.

[202]  S. Grossberg,et al.  How does a brain build a cognitive code? , 1980, Psychological review.

[203]  C. Liu,et al.  A new glass-forming ability criterion for bulk metallic glasses , 2002 .

[204]  James R. Williamson,et al.  Gaussian ARTMAP: A Neural Network for Fast Incremental Learning of Noisy Multidimensional Maps , 1996, Neural Networks.

[205]  S T Roweis,et al.  Nonlinear dimensionality reduction by locally linear embedding. , 2000, Science.

[206]  James P. Peerenboom,et al.  Identifying, understanding, and analyzing critical infrastructure interdependencies , 2001 .

[207]  Masoud Asadpour,et al.  Structural link prediction based on ant colony approach in social networks , 2015 .

[208]  T. Schäffer,et al.  Comparison of scanning ion conductance microscopy with atomic force microscopy for cell imaging. , 2011, Langmuir : the ACS journal of surfaces and colloids.

[209]  Nello Cristianini,et al.  Kernel Methods for Pattern Analysis , 2003, ICTAI.

[210]  F. Liou,et al.  The Investigation of Gravity-Driven Metal Powder Flow in Coaxial Nozzle for Laser-Aided Direct Metal Deposition Process , 2006 .

[211]  Weixin Xie,et al.  Attribute-Based Data Sharing Scheme Revisited in Cloud Computing , 2016, IEEE Transactions on Information Forensics and Security.

[212]  Thomas L. Griffiths,et al.  Supplementary Information for Natural Speech Reveals the Semantic Maps That Tile Human Cerebral Cortex , 2022 .

[213]  Brian Gallagher,et al.  MaxProp: Routing for Vehicle-Based Disruption-Tolerant Networks , 2006, Proceedings IEEE INFOCOM 2006. 25TH IEEE International Conference on Computer Communications.

[214]  Mansooreh Mollaghasemi,et al.  AG-ART: An adaptive approach to evolving ART architectures , 2009, Neurocomputing.

[215]  Cauligi S. Raghavendra,et al.  Spray and wait: an efficient routing scheme for intermittently connected mobile networks , 2005, WDTN '05.

[216]  Kyungtae Kang,et al.  Removing escrow from ciphertext policy attribute-based encryption , 2013, Comput. Math. Appl..

[217]  Fanxin Kong,et al.  Energy Minimizing for Parallel Real-Time Tasks Based on Level-Packing , 2012, 2012 IEEE International Conference on Embedded and Real-Time Computing Systems and Applications.

[218]  Dushan Boroyevich,et al.  A D-Q Frame Controller for a Full-Bridge Single Phase Inverter Used in Small Distributed Power Generation Systems , 2007, APEC 07 - Twenty-Second Annual IEEE Applied Power Electronics Conference and Exposition.

[219]  Chadi Assi,et al.  Profiling-Based Indoor Localization Schemes , 2015, IEEE Systems Journal.

[220]  Laila Guessous,et al.  Investigation of bio-inspired flow channel designs for bipolar plates in proton exchange membrane fuel cells , 2009 .

[221]  Timotei Centea,et al.  Out-time effects on cure kinetics and viscosity for an out-of-autoclave (OOA) prepreg: Modelling and monitoring , 2014 .

[222]  C Ralph Mackiewicz Technical Overview and Benefits of the IEC 61850 Standard for Substation Automation , .

[223]  Chin-Tsan Wang,et al.  Novel biometric flow slab design for improvement of PEMFC performance , 2010 .

[224]  S. Osher,et al.  Level set methods: an overview and some recent results , 2001 .

[225]  Rudy Gianto,et al.  Neural networks for adaptive control coordination of PSSs and FACTS devices in multimachine power system , 2008 .

[226]  Nuri Ersoy,et al.  Modelling manufacturing deformations in corner sections made of composite materials , 2014 .

[227]  Benjamin Engel,et al.  Analysis Synthesis And Design Of Chemical Processes , 2016 .

[228]  Chenyang Lu,et al.  Outstanding Paper Award: Analysis of Global EDF for Parallel Tasks , 2013, 2013 25th Euromicro Conference on Real-Time Systems.

[229]  Weihua Wang,et al.  Bulk metallic glasses , 2004 .

[230]  Paolo Mattavelli,et al.  An improved deadbeat control for UPS using disturbance observers , 2005, IEEE Transactions on Industrial Electronics.

[231]  Nick Cercone,et al.  Web Based Health Recommender System Using Rough Sets, Survival Analysis and Rule-Based Expert Systems , 2009, RSFDGrC.

[232]  F. O. Isinkaye,et al.  Recommendation systems: Principles, methods and evaluation , 2015 .

[233]  Lothar Thiele,et al.  Exploring Energy Saving for Mixed-Criticality Systems on Multi-Cores , 2016, 2016 IEEE Real-Time and Embedded Technology and Applications Symposium (RTAS).

[234]  David J. Montana,et al.  Strongly Typed Genetic Programming , 1995, Evolutionary Computation.

[235]  D. Donoho,et al.  Hessian eigenmaps: Locally linear embedding techniques for high-dimensional data , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[236]  Stephen Dabideen,et al.  CLAN: An Efficient Distributed Temporal Community Detection Protocol for MANETs , 2014, 2014 IEEE 11th International Conference on Mobile Ad Hoc and Sensor Systems.

[237]  Josep M. Guerrero,et al.  Analysis, Design, and Experimental Verification of a Synchronous Reference Frame Voltage Control for Single-Phase Inverters , 2014, IEEE Transactions on Industrial Electronics.

[238]  Brent Waters,et al.  Attribute-based encryption for fine-grained access control of encrypted data , 2006, CCS '06.

[239]  Charalambos D. Charalambous,et al.  Position and Velocity Tracking in Cellular Networks Using the Kalman Filter , 2009 .

[240]  Sebastian Stiller,et al.  Feasibility Analysis in the Sporadic DAG Task Model , 2013, 2013 25th Euromicro Conference on Real-Time Systems.

[241]  K. Chandrashekhara,et al.  Process modeling of cavity molded composite flex beams , 2014 .

[242]  Angelo De Caro,et al.  jPBC: Java pairing based cryptography , 2011, 2011 IEEE Symposium on Computers and Communications (ISCC).

[243]  Poh Chiang Loh,et al.  A comparative analysis of multiloop voltage regulation strategies for single and three-phase UPS systems , 2003 .

[244]  Y. Shin,et al.  Modeling of coaxial powder flow for the laser direct deposition process , 2009 .

[245]  Churn-Jung Liau,et al.  A modal logic framework for multi-agent belief fusion , 2002, TOCL.

[246]  Richard J. Lipton,et al.  A Linear Time Algorithm for Deciding Subject Security , 1977, JACM.

[247]  Georgios C. Anagnostopoulos,et al.  Ellipsoid ART and ARTMAP for incremental clustering and classification , 2001, IJCNN'01. International Joint Conference on Neural Networks. Proceedings (Cat. No.01CH37222).

[248]  I. Elishakoff,et al.  Combination of probabilistic and convex models of uncertainty when scarce knowledge is present on acoustic excitation parameters , 1993 .

[249]  Chenyang Lu,et al.  Analysis of Federated and Global Scheduling for Parallel Real-Time Tasks , 2014, 2014 26th Euromicro Conference on Real-Time Systems.

[250]  Robert E. Kooij,et al.  Context-independent centrality measures underestimate the vulnerability of power grids , 2013, Int. J. Crit. Infrastructures.

[251]  Jean-Claude Laprie,et al.  Modelling Interdependencies Between the Electricity and Information Infrastructures , 2007, SAFECOMP.

[252]  Robert Hecht-Nielsen Cogent confabulation , 2005, Neural Networks.

[253]  Mehdi Ferdowsi,et al.  Control of a Single-Phase Standalone Inverter Without an Output Voltage Sensor , 2017, IEEE Transactions on Power Electronics.

[254]  Nitesh V. Chawla,et al.  Time to CARE: a collaborative engine for practical disease prediction , 2010, Data Mining and Knowledge Discovery.

[255]  Jianping Pan,et al.  GeoMob: A mobility-aware geocast scheme in metropolitans via taxicabs and buses , 2014, IEEE INFOCOM 2014 - IEEE Conference on Computer Communications.

[256]  Daniel T. Larose,et al.  Discovering Knowledge in Data: An Introduction to Data Mining , 2005 .

[257]  Bruce M. McMillin,et al.  A Multiple Security Domain Model of a Drive-by-Wire System , 2013, 2013 IEEE 37th Annual Computer Software and Applications Conference.

[258]  Kyriakos Mouratidis,et al.  A threshold-based algorithm for continuous monitoring of k nearest neighbors , 2005, IEEE Transactions on Knowledge and Data Engineering.

[259]  I. Elishakoff,et al.  Probabilistic interval reliability of structural systems , 2008 .

[260]  Yong Kang,et al.  Direct repetitive control of SPWM inverter for UPS purpose , 2003 .

[261]  Brian G. Thomas,et al.  On-line Detection of Quality Problems in Continuous Casting of Steel , 2003 .

[262]  Kevin R. Fall,et al.  A delay-tolerant network architecture for challenged internets , 2003, SIGCOMM '03.

[263]  Jörg Ott,et al.  The ONE simulator for DTN protocol evaluation , 2009, SimuTools.

[264]  Yao Danya,et al.  Calculation of vehicle real-time position overcoming the GPS positioning latency with MEMS INS , 2014, Proceedings of 2014 IEEE International Conference on Service Operations and Logistics, and Informatics.

[265]  R Brian Haynes,et al.  Retrieving Clinical Evidence: A Comparison of PubMed and Google Scholar for Quick Clinical Searches , 2013, Journal of medical Internet research.

[266]  Hua Zhang,et al.  Ultrasonic embedding of nickel-coated fiber Bragg grating in aluminum and associated sensing characteristics , 2012 .

[267]  Sebastian Madgwick,et al.  Estimation of IMU and MARG orientation using a gradient descent algorithm , 2011, 2011 IEEE International Conference on Rehabilitation Robotics.

[268]  Brian W. Kernighan,et al.  An efficient heuristic procedure for partitioning graphs , 1970, Bell Syst. Tech. J..

[269]  Dipankar De,et al.  A Proportional ${\bm +}$ Multiresonant Controller for Three-Phase Four-Wire High-Frequency Link Inverter , 2010, IEEE Transactions on Power Electronics.

[270]  J. Mazumder,et al.  Laser aided direct metal deposition of Inconel 625 superalloy: Microstructural evolution and thermal stability , 2009 .

[271]  Mohamed N. El-Derini,et al.  GAC: Energy-Efficient Hybrid GPS-Accelerometer-Compass GSM Localization , 2010, 2010 IEEE Global Telecommunications Conference GLOBECOM 2010.

[272]  J. Schroers,et al.  Pronounced asymmetry in the crystallization behavior during constant heating and cooling of a bulk metallic glass-forming liquid , 1999 .

[273]  Ambadas Wairagar,et al.  Scalable and Secure Sharing of Personal Health Records in Cloud Computing Using Attribute-Based Encryption , 2016 .

[274]  Yahong Rosa Zheng,et al.  Compressed sensing for SAR-based wideband three-dimensional microwave imaging system using non-uniform fast fourier transform , 2013 .

[275]  S. Osher,et al.  A PDE-Based Fast Local Level Set Method 1 , 1998 .

[276]  S. Asgarpoor,et al.  Reliability evaluation of distribution systems with nonexponential down times , 1997 .

[277]  Brent Waters,et al.  Ciphertext-Policy Attribute-Based Encryption: An Expressive, Efficient, and Provably Secure Realization , 2011, Public Key Cryptography.

[278]  Reza Zoughi,et al.  Microwave synthetic aperture radar imaging using sparse measurement , 2016, 2016 IEEE International Instrumentation and Measurement Technology Conference Proceedings.

[279]  Gene Tsudik,et al.  Tree-based group key agreement , 2004, TSEC.

[280]  Himansu Sekhar Behera,et al.  Evolving Low Complex Higher Order Neural Network Based Classifiers for Medical Data Classification , 2016 .

[281]  Rafail Ostrovsky,et al.  Attribute-based encryption with non-monotonic access structures , 2007, CCS '07.

[282]  James Parker,et al.  on Knowledge and Data Engineering, , 1990 .

[283]  John N. Tsitsiklis,et al.  Neuro-Dynamic Programming , 1996, Encyclopedia of Machine Learning.

[284]  Mark E. J. Newman,et al.  The Structure and Function of Complex Networks , 2003, SIAM Rev..

[285]  Qi Yang,et al.  Energy-aware partitioning for multiprocessor real-time systems , 2003, Proceedings International Parallel and Distributed Processing Symposium.

[286]  J. Eccles,et al.  International electrotechnical commission , 1955, Journal of the American Institute of Electrical Engineers.

[287]  Bruce M. McMillin,et al.  A Modal Model of Stuxnet Attacks on Cyber-physical Systems: A Matter of Trust , 2014, 2014 Eighth International Conference on Software Security and Reliability.

[288]  Yifeng Guo,et al.  Reliability-aware power management for parallel real-time applications with precedence constraints , 2011, 2011 International Green Computing Conference and Workshops.

[289]  Gil Zussman,et al.  Energy efficient routing in ad hoc disaster recovery networks , 2003, IEEE INFOCOM 2003. Twenty-second Annual Joint Conference of the IEEE Computer and Communications Societies (IEEE Cat. No.03CH37428).

[290]  Alan R. Aronson,et al.  Effective mapping of biomedical text to the UMLS Metathesaurus: the MetaMap program , 2001, AMIA.

[291]  George S. Springer,et al.  Thermal Conductivities of Unidirectional Materials , 1967 .

[292]  Xabier Garikano,et al.  Influence of geometric parameters of the flow fields on the performance of a PEM fuel cell. A review , 2012 .

[293]  Cheng Wang,et al.  Characterization of Cascading Failures in Interdependent Cyber-Physical Systems , 2015, IEEE Transactions on Computers.

[294]  Jack B. Kuipers,et al.  Quaternions and Rotation Sequences: A Primer with Applications to Orbits, Aerospace and Virtual Reality , 2002 .

[295]  Pierre G. Lafleur,et al.  Kinetic studies of thermoset cure reactions: A review , 1997 .

[296]  Sherman S. M. Chow Removing Escrow from Identity-Based Encryption , 2009, Public Key Cryptography.

[297]  M. Newman,et al.  Finding community structure in very large networks. , 2004, Physical review. E, Statistical, nonlinear, and soft matter physics.

[298]  Peilin Hong,et al.  A Dynamic Secure Group Sharing Framework in Public Cloud Computing , 2014, IEEE Transactions on Cloud Computing.

[299]  Reza Vaziri,et al.  Multiscale characterization and representation of composite materials during processing , 2016, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[300]  Cynna Selvy,et al.  Unified Medical Language System (UMLS) , 2015 .

[301]  Joseph K. Liu,et al.  A secure and efficient Ciphertext-Policy Attribute-Based Proxy Re-Encryption for cloud data sharing , 2015, Future Gener. Comput. Syst..

[302]  Xin Lin,et al.  Microstructural analysis of Zr55Cu30Al10Ni5 bulk metallic glasses by laser surface remelting and laser solid forming , 2015 .

[303]  Per K. Enge,et al.  Global positioning system: signals, measurements, and performance [Book Review] , 2002, IEEE Aerospace and Electronic Systems Magazine.

[304]  L. Bengtsson,et al.  Improved Response to Disasters and Outbreaks by Tracking Population Movements with Mobile Phone Network Data: A Post-Earthquake Geospatial Study in Haiti , 2011, PLoS medicine.

[305]  Donald Grahame Holmes,et al.  Stationary frame current regulation of PWM inverters with zero steady state error , 1999, 30th Annual IEEE Power Electronics Specialists Conference. Record. (Cat. No.99CH36321).

[306]  M C Weinstein,et al.  Representing Both First- and Second-order Uncertainties by Monte Carlo Simulation for Groups of Patients , 2000, Medical decision making : an international journal of the Society for Medical Decision Making.

[307]  A. Inoue Stabilization of metallic supercooled liquid and bulk amorphous alloys , 2000 .