Formal Modeling and Verification of Cyber-Physical Systems

Real-time systems are systems where the correctness does not only depend on their correct functioning but also on meeting realtime constraints. Such systems are often deployed in safety-critical applications, for example in airplanes, trains, or automotive systems. There, a failure may result in enormous costs or even in human injuries or loss of lifes. As a consequence, systematic verification and validation of real-time systems is a crucial issue. The main application area for real-time systems are embedded applications, where the system controls technical processes that also evolve in real-time. Such systems are usually composed of deeply integrated hardware and software components, and they are developed under severe resource limitations and high quality requirements. In connection with the steadily increasing demands on multi-functioning and flexibility, analog control components are more and more replaced by complex digital HW/SW systems. A major challenge is to develop automated quality assurance techniques that can be used for the verification and validation of complex embedded real-time systems that consist of both hardware and software. In this chapter, we give an overview over our research contributions to this topic. In particular, we present our framework for the verification of safety and timing properties of digital embedded real-time systems, which are modeled in SystemC, using timed automata and the Uppaal model checker.

[1]  Joerg Bormann Complete Functional Verification , 2009 .

[2]  Stephen H. Fairclough,et al.  A research agenda for physiological computing , 2004, Interact. Comput..

[3]  E. Lutz,et al.  Experimental verification of Landauer’s principle linking information and thermodynamics , 2012, Nature.

[4]  Bonhye Koo,et al.  Evaluation of anodic TA2O5 as the dielectric layer for EWOD devices , 2012, 2012 IEEE 25th International Conference on Micro Electro Mechanical Systems (MEMS).

[5]  Sami Haddadin,et al.  Towards Safe Robots - Approaching Asimov's 1st Law , 2013, Springer Tracts in Advanced Robotics.

[6]  Alin Albu-Schäffer,et al.  Modular state-based behavior control for safe human-robot interaction: A lightweight control architecture for a lightweight robot , 2011, 2011 IEEE International Conference on Robotics and Automation.

[7]  Görschwin Fey,et al.  Equivalence Checking on System Level using Stepwise Induction , 2014, MBMV.

[8]  Martin A. Brooke,et al.  Progress in Chip-Scale Photonic Sensing , 2009, IEEE Transactions on Biomedical Circuits and Systems.

[9]  Cesare Tinelli,et al.  Handbook of Satisfiability , 2021, Handbook of Satisfiability.

[10]  Thorsten Joachims,et al.  Contextually guided semantic labeling and search for three-dimensional point clouds , 2013, Int. J. Robotics Res..

[11]  Anne Elisabeth Haxthausen,et al.  Modelling and Verification of Relay Interlocking Systems , 2008, Monterey Workshop.

[12]  J. Weizenbaum From Computer Power and Human Reason From Judgment to Calculation , 2007 .

[13]  Antoine Girard,et al.  Reachability Analysis of Hybrid Systems Using Support Functions , 2009, CAV.

[14]  Alex Groce,et al.  From scripts to specifications: the evolution of a flight software testing effort , 2010, 2010 ACM/IEEE 32nd International Conference on Software Engineering.

[15]  J. Crandall,et al.  Dynamic injury tolerances for long bones of the female upper extremity , 1999, Journal of anatomy.

[16]  Elsa Andrea Kirchner,et al.  Velocity-Based Multiple Change-Point Inference for Unsupervised Segmentation of Human Movement Behavior , 2014, 2014 22nd International Conference on Pattern Recognition.

[17]  P. Ramadge,et al.  Periodicity and chaos from switched flow systems: contrasting examples of discretely controlled continuous systems , 1993, IEEE Trans. Autom. Control..

[18]  Alessandro De Luca,et al.  Compliance Control for an Anthropomorphic Robot with Elastic Joints: Theory and Experiments , 2005 .

[19]  Wolfgang Kuehn,et al.  Rigorously computed orbits of dynamical systems without the wrapping effect , 1998, Computing.

[20]  Moshe Y. Vardi From Church and Prior to PSL , 2008, 25 Years of Model Checking.

[21]  Bernd Becker,et al.  Equivalence checking of partial designs using dependency quantified Boolean formulae , 2013, 2013 IEEE 31st International Conference on Computer Design (ICCD).

[22]  Vijay Srinivasan,et al.  Development of a digital microfluidic platform for point of care testing. , 2008, Lab on a chip.

[23]  Sylvain Joyeux,et al.  Robot development: from components to systems , 2011 .

[24]  Aaron R. Bradley,et al.  SAT-Based Model Checking without Unrolling , 2011, VMCAI.

[25]  Niccolò Battezzati,et al.  Reconfigurable Field Programmable Gate Arrays for Mission-Critical Applications , 2014 .

[26]  Klaus Schneider,et al.  The Synchronous Programming Language Quartz , 2009 .

[27]  D. Viano,et al.  Role of impact velocity and chest compression in thoracic injury. , 1983, Aviation, space, and environmental medicine.

[28]  A. Guiseppi-Elie,et al.  Design of a subcutaneous implantable biochip for monitoring of glucose and lactate , 2005, IEEE Sensors Journal.

[29]  M. Hallett,et al.  What is the Bereitschaftspotential? , 2006, Clinical Neurophysiology.

[30]  Tracy Larrabee,et al.  Test pattern generation using Boolean satisfiability , 1992, IEEE Trans. Comput. Aided Des. Integr. Circuits Syst..

[31]  Pierre Wolper,et al.  Simple on-the-fly automatic verification of linear temporal logic , 1995, PSTV.

[32]  Nur A. Touba X-canceling MISR — An X-tolerant methodology for compacting output responses with unknowns using a MISR , 2007, 2007 IEEE International Test Conference.

[33]  Kent L. Beck,et al.  Test-driven Development - by example , 2002, The Addison-Wesley signature series.

[34]  Gerd Herzog,et al.  VIsual TRAnslator: Linking perceptions and natural language descriptions , 1994, Artificial Intelligence Review.

[35]  Oussama Khatib,et al.  Inertial Properties in Robotic Manipulation: An Object-Level Framework , 1995, Int. J. Robotics Res..

[36]  Koen Claessen A Coverage Analysis for Safety Property Lists , 2007, Formal Methods in Computer Aided Design (FMCAD'07).

[37]  Thomas R. Kurfess,et al.  Robotics And Automation Handbook , 2019 .

[38]  Alin Albu-Schäffer,et al.  An Analytical Method for the Planning of Robust Assembly Tasks of Complex Shaped Planar Parts , 2007, Proceedings 2007 IEEE International Conference on Robotics and Automation.

[39]  Christoph Scholl,et al.  Symbolic Model Checking for Incomplete Designs with Flexible Modeling of Unknowns , 2013, IEEE Transactions on Computers.

[40]  Robert Wille,et al.  Verifying consistency between activity diagrams and their corresponding OCL contracts , 2014, Proceedings of the 2014 Forum on Specification and Design Languages (FDL).

[41]  Kurt Antreich,et al.  Accelerated Fault Simulation and Fault Grading in Combinational Circuits , 1987, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

[42]  Stephen A. Edwards,et al.  The synchronous languages 12 years later , 2003, Proc. IEEE.

[43]  Koushik Sen,et al.  Rule-Based Runtime Verification , 2004, VMCAI.

[44]  H. Kazerooni,et al.  Biomechanical design of the Berkeley lower extremity exoskeleton (BLEEX) , 2006, IEEE/ASME Transactions on Mechatronics.

[45]  Jun Tani,et al.  On-line Imitative Interaction with a Humanoid Robot Using a Dynamic Neural Network Model of a Mirror System , 2004, Adapt. Behav..

[46]  Gérard Berry,et al.  The ESTEREL Synchronous Programming Language and its Mathematical Semantics , 1984, Seminar on Concurrency.

[47]  Vladimir J. Lumelsky,et al.  Real-time collision avoidance in teleoperated whole-sensitive robot arm manipulators , 1993, IEEE Trans. Syst. Man Cybern..

[48]  Rolf Drechsler,et al.  Measuring the Quality of a SystemC Testbench by using Code Coverage Techniques , 2007, FDL.

[49]  Gerard J. Holzmann,et al.  The SPIN Model Checker - primer and reference manual , 2003 .

[50]  Jan Peleska,et al.  Industrial-Strength Model-Based Testing - State of the Art and Current Challenges , 2013, MBT.

[51]  Albert R. Meyer,et al.  Word problems requiring exponential time(Preliminary Report) , 1973, STOC.

[52]  Klaus Schneider,et al.  From synchronous programs to symbolic representations of hybrid systems , 2010, HSCC '10.

[53]  Edmund M. Clarke,et al.  dReal: An SMT Solver for Nonlinear Theories over the Reals , 2013, CADE.

[54]  Oliver Birbach,et al.  An Entertainment Robot for Playing Interactive Ball Games , 2013, RoboCup.

[55]  Elizabeth M. Rudnick,et al.  On potential fault detection in sequential circuits , 1996, Proceedings International Test Conference 1996. Test and Design Validity.

[56]  Antoine Girard,et al.  SpaceEx: Scalable Verification of Hybrid Systems , 2011, CAV.

[57]  Stephan Merz,et al.  Model Checking , 2000 .

[58]  David Z. Pan,et al.  A High-Performance Droplet Routing Algorithm for Digital Microfluidic Biochips , 2008, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

[59]  Robert Platt,et al.  Multiple-priority impedance control , 2011, 2011 IEEE International Conference on Robotics and Automation.

[60]  Jan Christian Albiez,et al.  A Multimodal Brain-arm Interface for Operation of Complex Robotic Systems and Upper Limb Motor Recovery , 2011, BIODEVICES.

[61]  Peter Stone,et al.  Transfer Learning for Reinforcement Learning Domains: A Survey , 2009, J. Mach. Learn. Res..

[62]  Antoine Girard,et al.  Verification of Safety and Liveness Properties of Metric Transition Systems , 2012, TECS.

[63]  Yao-Wen Chang,et al.  Cross-contamination aware design methodology for pin-constrained digital microfluidic biochips , 2010, Design Automation Conference.

[64]  Wolfram Burgard,et al.  Safety Evaluation of Physical Human-Robot Interaction via Crash-Testing , 2008 .

[65]  Frank Kirchner,et al.  Introducing particle swarm optimization into a genetic algorithm to evolve robot controllers , 2014, GECCO.

[66]  B. Libet,et al.  Time of conscious intention to act in relation to onset of cerebral activity (readiness-potential). The unconscious initiation of a freely voluntary act. , 1983, Brain : a journal of neurology.

[67]  Elsa Andrea Kirchner,et al.  Multimodal Movement Prediction - Towards an Individual Assistance of Patients , 2014, PloS one.

[68]  Thomas A. Henzinger,et al.  The Algorithmic Analysis of Hybrid Systems , 1995, Theor. Comput. Sci..

[69]  Helmut Veith,et al.  iDQ: Instantiation-Based DQBF Solving , 2014, POS@SAT.

[70]  Michael Kirkedal Thomsen A functional language for describing reversible logic , 2012, Proceeding of the 2012 Forum on Specification and Design Languages.

[71]  Stefan Kopp,et al.  Embodied Gesture Processing: Motor-Based Integration of Perception and Action in Social Artificial Agents , 2010, Cognitive Computation.

[72]  Sharad Malik,et al.  Conflict driven learning in a quantified Boolean Satisfiability solver , 2002, ICCAD 2002.

[73]  Pieter Abbeel,et al.  Superhuman performance of surgical tasks by robots using iterative learning from human-guided demonstrations , 2010, 2010 IEEE International Conference on Robotics and Automation.

[74]  John J. Craig,et al.  A systematic method of hybrid position/force control of a manipulator , 1979, COMPSAC.

[75]  Eric Eaton,et al.  Active Task Selection for Lifelong Machine Learning , 2013, AAAI.

[76]  Christian Ott,et al.  Unified Impedance and Admittance Control , 2010, 2010 IEEE International Conference on Robotics and Automation.

[77]  Bernd Becker,et al.  Proving QBF-hardness in Bounded Model Checking for Incomplete Designs , 2013, 2013 14th International Workshop on Microprocessor Test and Verification.

[78]  Enrico Giunchiglia,et al.  sQueezeBF: An Effective Preprocessor for QBFs Based on Equivalence Reasoning , 2010, SAT.

[79]  Athena Vakali,et al.  Contextual object category recognition for RGB-D scene labeling , 2014, Robotics Auton. Syst..

[80]  Charles André,et al.  Syntax and Semantics of the Clock Constraint Specification Language (CCSL) , 2009 .

[81]  Tsun S. Chow,et al.  Testing Software Design Modeled by Finite-State Machines , 1978, IEEE Transactions on Software Engineering.

[82]  Marco Roveri,et al.  Kratos - A Software Model Checker for SystemC , 2011, CAV.

[83]  Edward J. McCluskey,et al.  Which concurrent error detection scheme to choose ? , 2000, Proceedings International Test Conference 2000 (IEEE Cat. No.00CH37159).

[84]  Narayanan Vijaykrishnan,et al.  Priority Scheduling in Digital Microfluidics-Based Biochips , 2006, Proceedings of the Design Automation & Test in Europe Conference.

[85]  Udo Frese,et al.  Task level optimal control of a simulated ball batting robot , 2014, 2014 11th International Conference on Informatics in Control, Automation and Robotics (ICINCO).

[86]  Ondrej Lhoták,et al.  Adding trace matching with free variables to AspectJ , 2005, OOPSLA '05.

[87]  Krishnendu Chakrabarty,et al.  Integrated control-path design and error recovery in the synthesis of digital microfluidic lab-on-chip , 2010, JETC.

[88]  Marjan Sirjani,et al.  An effective approach for model checking SystemC designs , 2008, 2008 8th International Conference on Application of Concurrency to System Design.

[89]  Leopoldo Altamirano Robles,et al.  Teaching a Robot to Perform Task through Imitation and On-line Feedback , 2011, CIARP.

[90]  Robert Riener,et al.  ARMin II - 7 DoF rehabilitation robot: mechanics and kinematics , 2007, Proceedings 2007 IEEE International Conference on Robotics and Automation.

[91]  Mingsong Chen,et al.  Towards RTL test generation from SystemC TLM specifications , 2007, 2007 IEEE International High Level Design Validation and Test Workshop.

[92]  Daniel Kroening,et al.  Scoot: A Tool for the Analysis of SystemC Models , 2008, TACAS.

[93]  N. Cheshire,et al.  Initial Clinical Application of a Robotically Steerable Catheter System in Endovascular Aneurysm Repair , 2009, Journal of endovascular therapy : an official journal of the International Society of Endovascular Specialists.

[94]  R. Fair,et al.  Electrowetting-based actuation of droplets for integrated microfluidics. , 2002, Lab on a chip.

[95]  Krishnendu Chakrabarty,et al.  Droplet-trace-based array partitioning and a pin assignment algorithm for the automated design of digital microfluidic biochips , 2006, Proceedings of the 4th International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS '06).

[96]  Walter D. Pilkey,et al.  Small Female Upper Extremity Interaction with a Deploying Side Air Bag , 1998 .

[97]  Kazuhiro Kosuge,et al.  Collision detection system for manipulator based on adaptive impedance control law , 2003, 2003 IEEE International Conference on Robotics and Automation (Cat. No.03CH37422).

[98]  Krishnendu Chakrabarty,et al.  Biochemistry Synthesis on a Cyberphysical Digital Microfluidics Platform Under Completion-Time Uncertainties in Fluidic Operations , 2014, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

[99]  Kai Hu,et al.  Fault detection, real-time error recovery, and experimental demonstration for digital microfluidic biochips , 2013, 2013 Design, Automation & Test in Europe Conference & Exhibition (DATE).

[100]  Antoine Girard,et al.  Hybridization methods for the analysis of nonlinear systems , 2007, Acta Informatica.

[101]  Elmar Nöth,et al.  VERBMOBIL: the use of prosody in the linguistic components of a speech understanding system , 2000, IEEE Trans. Speech Audio Process..

[102]  Lucas Bordeaux,et al.  Propositional Satisfiability and Constraint Programming: A comparative survey , 2006, CSUR.

[103]  Wensheng Xu,et al.  A Robot Control System Based on Gesture Recognition Using Kinect , 2013 .

[104]  Klaus Schneider,et al.  A Counterexample-Guided Approach to Symbolic Simulation of Hybrid Systems , 2015, MBMV.

[105]  Ravi Balasubramanian,et al.  The Human Hand as an Inspiration for Robot Hand Development , 2014, Springer Tracts in Advanced Robotics.

[106]  Masahiro Fujita,et al.  SAT-Based Automatic Rectification and Debugging of Combinational Circuits with LUT Insertions , 2012, 2012 IEEE 21st Asian Test Symposium.

[107]  Howard Barringer,et al.  Rule Systems for Run-time Monitoring: from Eagle to RuleR , 2010, J. Log. Comput..

[108]  P. Sajda,et al.  Cortically coupled computer vision for rapid image search , 2006, IEEE Transactions on Neural Systems and Rehabilitation Engineering.

[109]  Görschwin Fey,et al.  Analyzing an SET at Gate Level using a Conservative Approach , 2015 .

[110]  A. W. Roscoe,et al.  FDR3 - A Modern Refinement Checker for CSP , 2014, TACAS.

[111]  Krishnendu Chakrabarty,et al.  Broadcast electrode-addressing for pin-constrained multi-functional digital microfluidic biochips , 2008, 2008 45th ACM/IEEE Design Automation Conference.

[112]  Yao-Wen Chang,et al.  BioRoute: A Network-Flow-Based Routing Algorithm for the Synthesis of Digital Microfluidic Biochips , 2008, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

[113]  Haruhisa Kawasaki,et al.  Dexterous anthropomorphic robot hand with distributed tactile sensor: Gifu hand II , 1999, IEEE SMC'99 Conference Proceedings. 1999 IEEE International Conference on Systems, Man, and Cybernetics (Cat. No.99CH37028).

[114]  Paulo F. Flores,et al.  An exact solution to the minimum size test pattern problem , 2001, TODE.

[115]  Grigore Rosu,et al.  An overview of the MOP runtime verification framework , 2012, International Journal on Software Tools for Technology Transfer.

[116]  Yasuhisa Hasegawa,et al.  Intention-based walking support for paraplegia patients with Robot Suit HAL , 2007, Adv. Robotics.

[117]  Michael S. Hsiao,et al.  Testing, verification, and diagnosis in the presence of unknowns , 2000, Proceedings 18th IEEE VLSI Test Symposium.

[118]  Bernd Becker,et al.  Exact Logic and Fault Simulation in Presence of Unknowns , 2014, TODE.

[119]  Moritz Tenorth,et al.  KnowRob: A knowledge processing infrastructure for cognition-enabled robots , 2013, Int. J. Robotics Res..

[120]  Peter Wohl,et al.  Increasing Scan Compression by Using X-chains , 2008, 2008 IEEE International Test Conference.

[121]  Krishnendu Chakrabarty,et al.  Synchronization of washing operations with droplet routing for cross-contamination avoidance in digital microfluidic biochips , 2010, Design Automation Conference.

[122]  Doron Drusinsky,et al.  The Temporal Rover and the ATG Rover , 2000, SPIN.

[123]  Qiang Yang,et al.  Lifelong Machine Learning Systems: Beyond Learning Algorithms , 2013, AAAI Spring Symposium: Lifelong Machine Learning.

[124]  Krishnendu Chakrabarty,et al.  Cross-contamination avoidance for droplet routing in digital microfluidic biochips , 2009, 2009 Design, Automation & Test in Europe Conference & Exhibition.

[125]  Nicolas Halbwachs,et al.  Verification of Linear Hybrid Systems by Means of Convex Approximations , 1994, SAS.

[126]  Klaus Havelund,et al.  Verify Your Runs , 2005, VSTTE.

[127]  Fabrizio Ferrandi,et al.  A Framework for the Functional Verification of SystemC Models , 2005, International Journal of Parallel Programming.

[128]  Brett Browning,et al.  A survey of robot learning from demonstration , 2009, Robotics Auton. Syst..

[129]  Alin Albu-Schäffer,et al.  Requirements for Safe Robots: Measurements, Analysis and New Insights , 2009, Int. J. Robotics Res..

[130]  Thao Dang,et al.  Reachability Analysis for Polynomial Dynamical Systems Using the Bernstein Expansion , 2012, Reliab. Comput..

[131]  Mark Mohammad Tehranipoor,et al.  A Novel Faster-Than-at-Speed Transition-Delay Test Method Considering IR-Drop Effects , 2009, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

[132]  Volker Stolz,et al.  Temporal Assertions using AspectJ , 2006, Electron. Notes Theor. Comput. Sci..

[133]  H. Morgan,et al.  Programmable large area digital microfluidic array with integrated droplet sensing for bioassays. , 2012, Lab on a chip.

[134]  Bernd Becker,et al.  Solving DQBF through quantifier elimination , 2015, 2015 Design, Automation & Test in Europe Conference & Exhibition (DATE).

[135]  István Babcsányi Equivalence of Mealy and Moore Automata , 2000, Acta Cybern..

[136]  G. De Maria,et al.  Force/tactile sensor for robotic applications , 2012 .

[137]  M. Coles Modern mind-brain reading: psychophysiology, physiology, and cognition. , 1989, Psychophysiology.

[138]  Oliver Birbach,et al.  A precise tracking algorithm based on raw detector responses and a physical motion model , 2013, 2013 IEEE International Conference on Robotics and Automation.

[139]  Rolf Drechsler,et al.  Behavior Driven Development for circuit design and verification , 2012, 2012 IEEE International High Level Design Validation and Test Workshop (HLDVT).

[140]  Stefan Schaal,et al.  Computational approaches to motor learning by imitation. , 2003, Philosophical transactions of the Royal Society of London. Series B, Biological sciences.

[141]  Thorsten Grotker,et al.  System Design with SystemC , 2002 .

[142]  Karl-Friedrich Böhringer,et al.  Modeling and Controlling Parallel Tasks in Droplet-Based Microfluidic Systems , 2006, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

[143]  José A. De Doná,et al.  Solution of the input-constrained LQR problem using dynamic programming , 2007, Syst. Control. Lett..

[144]  Sami Haddadin,et al.  Reaching desired states time-optimally from equilibrium and vice versa for visco-elastic joint robots with limited elastic deflection , 2014, 2014 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[145]  Rolf Drechsler,et al.  Using QBF to increase accuracy of SAT-based debugging , 2010, Proceedings of 2010 IEEE International Symposium on Circuits and Systems.

[146]  Alin Albu-Schäffer,et al.  Cartesian impedance control of redundant robots: recent results with the DLR-light-weight-arms , 2003, 2003 IEEE International Conference on Robotics and Automation (Cat. No.03CH37422).

[147]  Yoji Yamada,et al.  A failure-to-safety "Kyozon" system with simple contact detection and stop capabilities for safe human-autonomous robot coexistence , 1995, Proceedings of 1995 IEEE International Conference on Robotics and Automation.

[148]  Paul Benoit,et al.  Météor: A Successful Application of B in a Large Project , 1999, World Congress on Formal Methods.

[149]  Paul Le Guernic,et al.  Polychronous controller synthesis from MARTE CCSL timing specifications , 2011, Ninth ACM/IEEE International Conference on Formal Methods and Models for Codesign (MEMPCODE2011).

[150]  Marcelo d'Amorim,et al.  Event-based runtime verification of java programs , 2005, ACM SIGSOFT Softw. Eng. Notes.

[151]  J. P. Danforth,et al.  Impact Tolerance of the Skull and Face , 1968 .

[152]  Joseph Weizenbaum,et al.  ELIZA—a computer program for the study of natural language communication between man and machine , 1966, CACM.

[153]  Leendert M. Huisman,et al.  Symbolic implication in test generation , 1991, Proceedings of the European Conference on Design Automation..

[154]  Tiziana Margaria,et al.  Tools and algorithms for the construction and analysis of systems: a special issue for TACAS 2017 , 2001, International Journal on Software Tools for Technology Transfer.

[155]  Laurent Fribourg,et al.  IMITATOR 2.5: A Tool for Analyzing Robustness in Scheduling Problems , 2012, FM.

[156]  Dennis J. McFarland,et al.  Brain–computer interfaces for communication and control , 2002, Clinical Neurophysiology.

[157]  Jan Peters,et al.  A Survey on Policy Search for Robotics , 2013, Found. Trends Robotics.

[158]  Rolf Drechsler,et al.  Checkers for SystemC designs , 2004, Proceedings. Second ACM and IEEE International Conference on Formal Methods and Models for Co-Design, 2004. MEMOCODE '04..

[159]  Tsung-Wei Huang,et al.  Progressive network-flow based power-aware broadcast addressing for pin-constrained digital microfluidic biochips , 2011, 2011 48th ACM/EDAC/IEEE Design Automation Conference (DAC).

[160]  Sudhakar M. Reddy,et al.  Thread-Parallel Integrated Test Pattern Generator Utilizing Satisfiability Analysis , 2009, 2009 22nd International Conference on VLSI Design.

[161]  Peter Muth,et al.  A Nine-Valued Circuit Model for Test Generation , 1976, IEEE Transactions on Computers.

[162]  Alan M. Nahum,et al.  An Experimental Model for Closed Head Impact Injury , 1976 .

[163]  David Luckham,et al.  The power of events - an introduction to complex event processing in distributed enterprise systems , 2002, RuleML.

[164]  Martin Fränzle,et al.  HySAT: An efficient proof engine for bounded model checking of hybrid systems , 2007, Formal Methods Syst. Des..

[165]  Bruno Castro da Silva,et al.  Learning Parameterized Skills , 2012, ICML.

[166]  Grigore Rosu,et al.  Parametric Trace Slicing and Monitoring , 2009, TACAS.

[167]  Mark R. Greenstreet Verifying Safety Properties of Differential Equations , 1996, CAV.

[168]  Bernard Harris,et al.  Graph theory and its applications , 1970 .

[169]  Kurt Keutzer,et al.  Coverage Metrics for Functional Validation of Hardware Designs , 2001, IEEE Des. Test Comput..

[170]  Prabhakar Goel,et al.  An Implicit Enumeration Algorithm to Generate Tests for Combinational Logic Circuits , 1981, IEEE Transactions on Computers.

[171]  Jan Christian Albiez,et al.  Towards Assistive Robotics for Home Rehabilitation , 2013, BIODEVICES.

[172]  Alin Albu-Schäffer,et al.  A Unified Passivity-based Control Framework for Position, Torque and Impedance Control of Flexible Joint Robots , 2007, Int. J. Robotics Res..

[173]  Ernst G. Ulrich,et al.  Concurrent simulation of nearly identical digital networks , 1973, Computer.

[174]  Bernhard H Weigl,et al.  Microfluidic technologies in clinical diagnostics. , 2002, Clinica chimica acta; international journal of clinical chemistry.

[175]  Eugene Asarin,et al.  Using Redundant Constraints for Refinement , 2010, ATVA.

[176]  Moayad Fahim Ali,et al.  Fault diagnosis and logic debugging using Boolean satisfiability , 2005, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

[177]  Robert Wille,et al.  Verifying dynamic aspects of UML models , 2011, 2011 Design, Automation & Test in Europe.

[178]  F. Freeman,et al.  Evaluation of an adaptive automation system using three EEG indices with a visual tracking task , 1999, Biological Psychology.

[179]  Rajeev Alur,et al.  Formal verification of hybrid systems , 2011, 2011 Proceedings of the Ninth ACM International Conference on Embedded Software (EMSOFT).

[180]  Oded Maler,et al.  Algorithmic Verification of Continuous and Hybrid Systems , 2014, INFINITY.

[181]  Bernd Becker,et al.  Small-delay-fault ATPG with waveform accuracy , 2012, 2012 IEEE/ACM International Conference on Computer-Aided Design (ICCAD).

[182]  Sophie Sakka,et al.  Support changes during online human motion imitation by a humanoid robot using task specification , 2014, 2014 IEEE International Conference on Robotics and Automation (ICRA).

[183]  Krishnendu Chakrabarty,et al.  Design Tools for Digital Microfluidic Biochips: Toward Functional Diversification and More Than Moore , 2010, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

[184]  Pravin Varaiya,et al.  What's decidable about hybrid automata? , 1995, STOC '95.

[185]  Matthew M. Williamson,et al.  Series elastic actuators , 1995, Proceedings 1995 IEEE/RSJ International Conference on Intelligent Robots and Systems. Human Robot Interaction and Cooperative Robots.

[186]  Bruno Castro da Silva,et al.  Active Learning of Parameterized Skills , 2014, ICML.

[187]  Berthold Bäuml,et al.  Realtime perception for catching a flying ball with a mobile humanoid , 2011, 2011 IEEE International Conference on Robotics and Automation.

[188]  Bernd Becker,et al.  Checking equivalence for partial implementations , 2001, Proceedings of the 38th Design Automation Conference (IEEE Cat. No.01CH37232).

[189]  C. Kim,et al.  Direct-Referencing Two-Dimensional-Array Digital Microfluidics Using Multilayer Printed Circuit Board , 2008, Journal of Microelectromechanical Systems.

[190]  Bernd Becker,et al.  Encoding Techniques, Craig Interpolants and Bounded Model Checking for Incomplete Designs , 2010, SAT.

[191]  Sofiène Tahar,et al.  An Approach for the Verification of SystemC Designs Using AsmL , 2005, ATVA.

[192]  Eric Bodden MOPBox: A Library Approach to Runtime Verification - (Tool Demonstration) , 2011, RV.

[193]  Rolf Dieter Schraft,et al.  Robot-Dummy Crash Tests for Robot Safety Assessment , 2007, Proceedings 2007 IEEE International Conference on Robotics and Automation.

[194]  Sirko Straube,et al.  Online movement prediction in a robotic application scenario , 2013, 2013 6th International IEEE/EMBS Conference on Neural Engineering (NER).

[195]  Michael R. Zinn,et al.  A New Actuation Approach for Human Friendly Robot Design , 2004, Int. J. Robotics Res..

[196]  Jeffrey D. Black Best Practices in Radiation Hardening by Design: CMOS , 2012 .

[197]  Klaus Havelund,et al.  A Tutorial on Runtime Verification , 2013, Engineering Dependable Software Systems.

[198]  Bernd Becker,et al.  Extraction, Simulation and Test Generation for Interconnect Open Defects Based on Enhanced Aggressor-Victim Model , 2008, 2008 IEEE International Test Conference.

[199]  Kristinn R. Thórisson,et al.  Learning Problem Solving Skills from Demonstration: An Architectural Approach , 2011, AGI.

[200]  V. R. Hodgson,et al.  Comparison of Head Acceleration Injury Indices in Cadaver Skull Fracture , 1971 .

[201]  Antoine Girard,et al.  Efficient Computation of Reachable Sets of Linear Time-Invariant Systems with Inputs , 2006, HSCC.

[202]  Alexander Fabisch,et al.  Active contextual policy search , 2014, J. Mach. Learn. Res..

[203]  Christophe Jacquet,et al.  Semantic Adaptation Using CCSL Clock Constraints , 2011, MoDELS.

[204]  C. Y. Warner,et al.  Force/deflection and fracture characteristics of the temporo-parietal region of the human head , 1991 .

[205]  Marco Roveri,et al.  Verifying SystemC: A software model checking approach , 2010, Formal Methods in Computer Aided Design.

[206]  Jonathan Streit,et al.  SALT - Structured Assertion Language for Temporal Logic , 2006, ICFEM.

[207]  Insup Lee,et al.  Robust Test Generation and Coverage for Hybrid Systems , 2007, HSCC.

[208]  Anneli Folkesson,et al.  Numerical methods for engineers , 2007 .

[209]  Bruce H. Krogh,et al.  Verification of Polyhedral-Invariant Hybrid Automata Using Polygonal Flow Pipe Approximations , 1999, HSCC.

[210]  G. Pfurtscheller,et al.  Prosthetic Control by an EEG-based Brain-Computer Interface (BCI) , 2001 .

[211]  Xing Chen,et al.  Continuous flow microfluidic device for cell separation, cell lysis and DNA purification. , 2007, Analytica chimica acta.

[212]  E. Donchin,et al.  Talking off the top of your head: toward a mental prosthesis utilizing event-related brain potentials. , 1988, Electroencephalography and clinical neurophysiology.

[213]  W. Edwards,et al.  Cortical and trabecular bone contribute strength to the osteopenic distal radius , 1994, Journal of orthopaedic research : official publication of the Orthopaedic Research Society.

[214]  Oussama Khatib,et al.  Synthesis of Whole-Body Behaviors through Hierarchical Control of Behavioral Primitives , 2005, Int. J. Humanoid Robotics.

[215]  Goran Frehse,et al.  Flowpipe approximation and clustering in space-time , 2013, HSCC '13.

[216]  Robert Wille,et al.  SyReC: A Programming Language for Synthesis of Reversible Circuits , 2010, FDL.

[217]  Stefano Stramigioli,et al.  Modeling and IPC Control of Interactive Mechanical Systems - A Coordinate-Free Approach , 2001 .

[218]  Edward Petersen,et al.  Single Event Effects in Aerospace , 2011 .

[219]  Alex Groce,et al.  Formal Analysis of Log Files , 2010, J. Aerosp. Comput. Inf. Commun..

[220]  Thomas A. Henzinger,et al.  Hybrid Automata: An Algorithmic Approach to the Specification and Verification of Hybrid Systems , 1992, Hybrid Systems.

[221]  Ling Yin,et al.  Correct Transformation from CCSL to Promela for verification , 2012 .

[222]  Gérard Cornuéjols,et al.  An algorithmic framework for convex mixed integer nonlinear programs , 2008, Discret. Optim..

[223]  Barry K. Rosen,et al.  Restricted symbolic evaluation is fast and useful , 1989, 1989 IEEE International Conference on Computer-Aided Design. Digest of Technical Papers.

[224]  Bernd Becker,et al.  Provably optimal test cube generation using quantified boolean formula solving , 2013, 2013 18th Asia and South Pacific Design Automation Conference (ASP-DAC).

[225]  Robert Platt,et al.  Optimal sampling-based planning for linear-quadratic kinodynamic systems , 2013, 2013 IEEE International Conference on Robotics and Automation.

[226]  Robert Wille,et al.  Automatic refinement checking for formal system models , 2014, Proceedings of the 2014 Forum on Specification and Design Languages (FDL).

[227]  Martin Leucker,et al.  Monitoring modulo theories , 2016, International Journal on Software Tools for Technology Transfer.

[228]  Fei Su,et al.  Architectural-level synthesis of digital microfluidics-based biochips , 2004, IEEE/ACM International Conference on Computer Aided Design, 2004. ICCAD-2004..

[229]  Robert Riener,et al.  ARMin – Roboter für die Bewegungstherapie der oberen Extremitäten (ARMin – Robot for Movement Therapy of the Upper Extremities) , 2005, Autom..

[230]  Marco Flagg Dataflow principles applied to real-time multiprocessing , 1989, Digest of Papers. COMPCON Spring 89. Thirty-Fourth IEEE Computer Society International Conference: Intellectual Leverage.

[231]  Fred Kröger,et al.  Temporal Logic of Programs , 1987, EATCS Monographs on Theoretical Computer Science.

[232]  Jianghai Hu,et al.  Stochastic Hybrid Systems , 2013 .

[233]  Volker Stolz,et al.  Runtime Verification of Concurrent Haskell Programs , 2005, RV@ETAPS.

[234]  T. Henzinger,et al.  Algorithmic Analysis of Nonlinear Hybrid Systems , 1998, CAV.

[235]  Antoine Girard,et al.  Reachability of Uncertain Linear Systems Using Zonotopes , 2005, HSCC.

[236]  Robert Wille,et al.  Exact routing for digital microfluidic biochips with temporary blockages , 2014, 2014 IEEE/ACM International Conference on Computer-Aided Design (ICCAD).

[237]  Alan M. Nahum,et al.  Impact tolerance and response of the human thorax II , 1971 .

[238]  Amir Pnueli,et al.  Distributed reactive systems are hard to synthesize , 1990, Proceedings [1990] 31st Annual Symposium on Foundations of Computer Science.

[239]  Alex Groce,et al.  Rule Systems for Runtime Verification: A Short Tutorial , 2009, RV.

[240]  Grigore Rosu,et al.  Monitoring programs using rewriting , 2001, Proceedings 16th Annual International Conference on Automated Software Engineering (ASE 2001).

[241]  Heinz Wörn,et al.  An intelligent and autonomous endoscopic guidance system for minimally invasive surgery , 2011, 2011 IEEE International Conference on Robotics and Automation.

[242]  G. S. Tseitin On the Complexity of Derivation in Propositional Calculus , 1983 .

[243]  Jan-Christoph Küster,et al.  From Propositional to First-Order Monitoring , 2013, RV.

[244]  Xin Chen,et al.  Taylor Model Flowpipe Construction for Non-linear Hybrid Systems , 2012, 2012 IEEE 33rd Real-Time Systems Symposium.

[245]  Martin Leucker,et al.  The Good, the Bad, and the Ugly, But How Ugly Is Ugly? , 2007, RV.

[246]  Olivier Ponsini,et al.  Verification of an industrial SystemC/TLM model using LOTOS and CADP , 2009, 2009 7th IEEE/ACM International Conference on Formal Methods and Models for Co-Design.

[247]  Olivier Bournez,et al.  Approximate Reachability Analysis of Piecewise-Linear Dynamical Systems , 2000, HSCC.

[248]  Jean-Raymond Abrial,et al.  The B-book - assigning programs to meanings , 1996 .

[249]  Bruno Siciliano,et al.  Six-DOF impedance control based on angle/axis representations , 1999, IEEE Trans. Robotics Autom..

[250]  Robert Wille,et al.  Generating SystemC Implementations for Clock Constraints Specified in UML/MARTE CCSL , 2014, 2014 19th International Conference on Engineering of Complex Computer Systems.

[251]  Sebastian Thrun,et al.  Lifelong robot learning , 1993, Robotics Auton. Syst..

[252]  Matt Wynne,et al.  The Cucumber Book: Behaviour-Driven Development for Testers and Developers , 2012 .

[253]  Jan Christian Albiez,et al.  A bio-inspired haptic interface for tele-robotics applications , 2009, 2008 IEEE International Conference on Robotics and Biomimetics.

[254]  Robert Wille,et al.  Circuit Line Minimization in the HDL-Based Synthesis of Reversible Logic , 2012, 2012 IEEE Computer Society Annual Symposium on VLSI.

[255]  Klaus Havelund,et al.  Data Automata in Scala , 2014, 2014 Theoretical Aspects of Software Engineering Conference.

[256]  Bernd Becker,et al.  X-masking during logic BIST and its impact on defect coverage , 2006, IEEE Transactions on Very Large Scale Integration (VLSI) Systems.

[257]  Hong Liu,et al.  Multisensory five-finger dexterous hand: The DLR/HIT Hand II , 2008, 2008 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[258]  K. Chakrabarty,et al.  Module placement for fault-tolerant microfluidics-based biochips , 2004, ACM Trans. Design Autom. Electr. Syst..

[259]  Alessandro De Luca,et al.  Collision Detection and Safe Reaction with the DLR-III Lightweight Manipulator Arm , 2006, 2006 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[260]  Klaus Havelund,et al.  Runtime Verification of C Programs , 2008, TestCom/FATES.

[261]  Matthias Althoff,et al.  Avoiding geometric intersection operations in reachability analysis of hybrid systems , 2012, HSCC '12.

[262]  Edward A. Lee,et al.  Taming heterogeneity - the Ptolemy approach , 2003, Proc. IEEE.

[263]  Pravin Varaiya,et al.  Dynamics and Control of Trajectory Tubes , 2014 .

[264]  Sarah J. Housman,et al.  A Randomized Controlled Trial of Gravity-Supported, Computer-Enhanced Arm Exercise for Individuals With Severe Hemiparesis , 2009, Neurorehabilitation and neural repair.

[265]  Florian Lonsing,et al.  SAT-based methods for circuit synthesis , 2014, 2014 Formal Methods in Computer-Aided Design (FMCAD).

[266]  Luigi Carro,et al.  Evaluating Different Solutions to Design Fault Tolerant Systems with SRAM-based FPGAs , 2007, J. Electron. Test..

[267]  Ingo Lütkebohle,et al.  Generic middleware support for coordinating robot software components: The Task-State-Pattern , 2011 .

[268]  David E. Rydeheard,et al.  MarQ: Monitoring at Runtime with QEA , 2015, TACAS.

[269]  Robert de Simone,et al.  Modeling time(s) , 2007, MODELS'07.

[270]  E. Kraft,et al.  A quaternion-based unscented Kalman filter for orientation tracking , 2003, Sixth International Conference of Information Fusion, 2003. Proceedings of the.

[271]  Hans-Joachim Wunderlich,et al.  Accurate X-Propagation for Test Applications by SAT-Based Reasoning , 2012, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

[272]  Alessandro Cimatti,et al.  HyDI: A Language for Symbolic Hybrid Systems with Discrete Interaction , 2011, 2011 37th EUROMICRO Conference on Software Engineering and Advanced Applications.

[273]  Jean Berthier,et al.  Microdrops and digital microfluidics , 2008 .

[274]  Yoji Yamada,et al.  Human-robot contact in the safeguarding space , 1997 .

[275]  Thomas A. Henzinger,et al.  HYTECH: a model checker for hybrid systems , 1997, International Journal on Software Tools for Technology Transfer.

[276]  Anne Elisabeth Haxthausen,et al.  Complete Model-Based Equivalence Class Testing for the ETCS Ceiling Speed Monitor , 2014, ICFEM.

[277]  Hideo Fujiwara,et al.  On the Acceleration of Test Generation Algorithms , 1983, IEEE Transactions on Computers.

[278]  Mohamed Ibrahim,et al.  Error recovery in digital microfluidics for personalized medicine , 2015, 2015 Design, Automation & Test in Europe Conference & Exhibition (DATE).

[279]  Samuel Mimram,et al.  HySon: Set-based simulation of hybrid systems , 2012, 2012 23rd IEEE International Symposium on Rapid System Prototyping (RSP).

[280]  Ho-Sub Yoon,et al.  Vision-based arm gesture recognition for a long-range human–robot interaction , 2010, The Journal of Supercomputing.

[281]  Robert Wille,et al.  A unified formulation of behavioral semantics for SysML models , 2015, 2015 3rd International Conference on Model-Driven Engineering and Software Development (MODELSWARD).

[282]  Krishnendu Chakrabarty,et al.  Digital microfluidic biochips: Recent research and emerging challenges , 2011, 2011 Proceedings of the Ninth IEEE/ACM/IFIP International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS).

[283]  Fei Su,et al.  Unified high-level synthesis and module placement for defect-tolerant microfluidic biochips , 2005, Proceedings. 42nd Design Automation Conference, 2005..

[284]  N.M. Jokerst,et al.  Integrated Optical Sensor in a Digital Microfluidic Platform , 2008, IEEE Sensors Journal.

[285]  Wang Yi,et al.  Timed Automata: Semantics, Algorithms and Tools , 2003, Lectures on Concurrency and Petri Nets.

[286]  C. K. Kroell,et al.  Impact Response of the Human Thorax , 1973 .

[287]  Stefan Schaal,et al.  Learning from Demonstration , 1996, NIPS.

[288]  Krishnendu Chakrabarty,et al.  Integrated droplet routing and defect tolerance in the synthesis of digital microfluidic biochips , 2008, JETC.

[289]  Alin Albu-Schäffer,et al.  Human-Like Adaptation of Force and Impedance in Stable and Unstable Interactions , 2011, IEEE Transactions on Robotics.

[290]  Jürgen Schmidhuber,et al.  A System for Robotic Heart Surgery that Learns to Tie Knots Using Recurrent Neural Networks , 2006 .

[291]  Howard Barringer,et al.  Quantified Event Automata: Towards Expressive and Efficient Runtime Monitors , 2012, FM.

[292]  Dong Sam Ha,et al.  AN EFFICIENT, FORWARD FAULT SIMULATION ALGORITHM BASED ON THE PARALLEL PATTERN SINGLE FAULT PROPAGAT , 1991, 1991, Proceedings. International Test Conference.

[293]  Jan Peters,et al.  Reinforcement learning in robotics: A survey , 2013, Int. J. Robotics Res..

[294]  Goran Frehse,et al.  PHAVer: algorithmic verification of hybrid systems past HyTech , 2005, International Journal on Software Tools for Technology Transfer.

[295]  Alexander Fabisch,et al.  Towards Learning of Generic Skills for Robotic Manipulation , 2014, KI - Künstliche Intelligenz.

[296]  Tsung-Yi Ho,et al.  Chip-level design and optimization for digital microfluidic biochips , 2011, 2011 IEEE 54th International Midwest Symposium on Circuits and Systems (MWSCAS).

[297]  Robert K. Brayton,et al.  Combinational test generation using satisfiability , 1996, IEEE Trans. Comput. Aided Des. Integr. Circuits Syst..

[298]  André Platzer,et al.  Logical Analysis of Hybrid Systems - Proving Theorems for Complex Dynamics , 2010 .

[299]  Roberto Bagnara,et al.  The Parma Polyhedra Library: Toward a complete set of numerical abstractions for the analysis and verification of hardware and software systems , 2006, Sci. Comput. Program..

[300]  Joseph Cormier,et al.  The tolerance of the nasal bone to blunt impact. , 2010, Annals of advances in automotive medicine. Association for the Advancement of Automotive Medicine. Annual Scientific Conference.

[301]  Choonghwan Lee,et al.  Towards Categorizing and Formalizing the JDK API , 2012 .

[302]  Alan M. Nahum,et al.  Facial impact response: a comparison of the Hybrid III dummy and human cadaver , 1988 .

[303]  Rolf Drechsler,et al.  ATPG Based on Boolean Satisfiability , 2012 .

[304]  Martina Seidl,et al.  SAT-Based Synthesis Methods for Safety Specs , 2014, VMCAI.

[305]  Gerhard Goos,et al.  Automated Technology for Verification and Analysis , 2004, Lecture Notes in Computer Science.

[306]  Yao-Wen Chang,et al.  ILP-based pin-count aware design methodology for microfluidic biochips , 2009, 2009 46th ACM/IEEE Design Automation Conference.

[307]  Morgan Quigley,et al.  ROS: an open-source Robot Operating System , 2009, ICRA 2009.

[308]  Matthias Althoff,et al.  Reachability analysis of nonlinear systems using conservative polynomialization and non-convex sets , 2013, HSCC '13.

[309]  J. Wolpaw,et al.  Brain-computer communication: unlocking the locked in. , 2001, Psychological bulletin.

[310]  Colas Le Guernic Reachability Analysis of Hybrid Systems with Linear Continuous Dynamics. (Calcul d'Atteignabilité des Systèmes Hybrides à Partie Continue Linéaire) , 2009 .

[311]  Marco Roveri,et al.  Software Model Checking SystemC , 2013, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

[312]  R. Fair,et al.  Electrowetting-based on-chip sample processing for integrated microfluidics , 2003, IEEE International Electron Devices Meeting 2003.

[313]  Bernd Becker,et al.  Using MaxBMC for Pareto-optimal circuit initialization , 2014, 2014 Design, Automation & Test in Europe Conference & Exhibition (DATE).

[314]  Sy-Yen Kuo,et al.  Accurately Handle Don't-Care Conditions in High-Level Designs and Application for Reducing Initialized Registers , 2010, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

[315]  Olivier Raccurt,et al.  Computer aided design of an EWOD microdevice , 2006 .

[316]  O. Sinanoglu,et al.  Toggle-masking scheme for x-filtering , 2012, 2012 17th IEEE European Test Symposium (ETS).

[317]  Sachin S. Sapatnekar,et al.  Handbook of Algorithms for Physical Design Automation , 2008 .

[318]  Martin Gogolla,et al.  Consistency, Independence and Consequences in UML and OCL Models , 2009, TAP@TOOLS.

[319]  Bernd Becker,et al.  Accurate QBF-based test pattern generation in presence of unknown values , 2013, 2013 Design, Automation & Test in Europe Conference & Exhibition (DATE).

[320]  J. Baranyi,et al.  Error analysis in predictive modelling demonstrated on mould data. , 2014, International journal of food microbiology.

[321]  Niko Wilbert,et al.  Modular Toolkit for Data Processing (MDP): A Python Data Processing Framework , 2008, Frontiers Neuroinformatics.

[322]  Yoram Koren,et al.  The vector field histogram-fast obstacle avoidance for mobile robots , 1991, IEEE Trans. Robotics Autom..

[323]  Matthias Althoff,et al.  Analyzing Reachability of Linear Dynamic Systems with Parametric Uncertainties , 2011 .

[324]  Haris Dindo,et al.  A probabilistic approach to learning a visually grounded language model through human-robot interaction , 2010, 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[325]  Rolf Drechsler,et al.  A formal model for embedded brain reading , 2013, Ind. Robot.

[326]  Pei-Hsin Ho,et al.  Automatic Analysis of Hybrid Systems , 1996 .

[327]  Jeong-Bong Lee,et al.  Machine vision for digital microfluidics. , 2010, The Review of scientific instruments.

[328]  Stefan Kopp,et al.  Modeling the Semantic Coordination of Speech and Gesture under Cognitive and Linguistic Constraints , 2013, IVA.

[329]  Alin Albu-Schäffer,et al.  Dynamic whole-body mobile manipulation with a torque controlled humanoid robot via impedance control laws , 2011, 2011 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[330]  Elsa Andrea Kirchner,et al.  Embedded brain reading , 2014 .

[331]  Chris Wilson,et al.  Symbolic Simulation with Approximate Values , 2000, FMCAD.

[332]  Dov M. Gabbay,et al.  MetateM: An introduction , 1995, Formal Aspects of Computing.

[333]  Michael Strohmayr,et al.  Artificial Skin in Robotics , 2012 .

[334]  Felix Klaedtke,et al.  Policy Monitoring in First-Order Temporal Logic , 2010, CAV.

[335]  P. Kampmann,et al.  A Tactile Sensing System for Underwater Manipulators , 2012 .

[336]  Koushik Sen,et al.  Program monitoring with LTL in EAGLE , 2004, 18th International Parallel and Distributed Processing Symposium, 2004. Proceedings..

[337]  Klaus Havelund,et al.  Monitoring with Data Automata , 2014, ISoLA.

[338]  Viktor Schuppan,et al.  Linear Encodings of Bounded LTL Model Checking , 2006, Log. Methods Comput. Sci..

[339]  Shinya Morinaga,et al.  Collision Detection System for Manipulator Based on Adaptive Control Scheme , 2003 .

[340]  J. Paul Roth,et al.  Diagnosis of automata failures: a calculus and a method , 1966 .

[341]  Mario Michael Krell,et al.  pySPACE—a signal processing and classification environment in Python , 2013, Front. Neuroinform..

[342]  Neville Hogan,et al.  On the stability of manipulators performing contact tasks , 1988, IEEE J. Robotics Autom..

[343]  Alin Albu-Schaffer,et al.  Study on Soft-Tissue Injury in Robotics , 2011, IEEE Robotics & Automation Magazine.

[344]  Luc Van Gool,et al.  Real-time 3D hand gesture interaction with a robot for understanding directions from humans , 2011, 2011 RO-MAN.

[345]  Jan Peleska,et al.  Exhaustive Model-Based Equivalence Class Testing , 2013, ICTSS.

[346]  Frank Kirchner,et al.  Towards a fine-manipulation system with tactile feedback for deep-sea environments , 2015, Robotics Auton. Syst..

[347]  M. Diaz,et al.  Modeling and Verification of Time Dependent Systems Using Time Petri Nets , 1991, IEEE Trans. Software Eng..

[348]  Alessandro De Luca,et al.  Actuator failure detection and isolation using generalized momenta , 2003, 2003 IEEE International Conference on Robotics and Automation (Cat. No.03CH37422).

[349]  Fei Su,et al.  Microfluidics-Based Biochips: Technology Issues, Implementation Platforms, and Design-Automation Challenges , 2006, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

[350]  Mahesh Viswanathan,et al.  Runtime Assurance Based On Formal Specifications , 1999, PDPTA.

[351]  Gordon Cheng,et al.  Directions Toward Effective Utilization of Tactile Skin: A Review , 2013, IEEE Sensors Journal.

[352]  William G. Griswold,et al.  An Overview of AspectJ , 2001, ECOOP.

[353]  Howard Barringer,et al.  TraceContract: A Scala DSL for Trace Analysis , 2011, FM.

[354]  Robert B. Doorenbos Production Matching for Large Learning Systems , 1995 .

[355]  S. Cho,et al.  Creating, transporting, cutting, and merging liquid droplets by electrowetting-based actuation for digital microfluidic circuits , 2003 .

[356]  Michael Nicolaidis Time redundancy based soft-error tolerance to rescue nanometer technologies , 1999, Proceedings 17th IEEE VLSI Test Symposium (Cat. No.PR00146).

[357]  Wolfgang Wahlster,et al.  Mobile Speech-to-Speech Translation of Spontaneous Dialogs: An Overview of the Final Verbmobil System , 2000 .

[358]  Jr-Lung Lin,et al.  Integrated polymerase chain reaction chips utilizing digital microfluidics , 2006, Biomedical microdevices.

[359]  Hans-Joachim Wunderlich,et al.  On Determining the Real Output Xs by SAT-Based Reasoning , 2010, 2010 19th IEEE Asian Test Symposium.

[360]  Malgorzata Goldhoorn,et al.  Semantic Perception using Spatial Potential Fields , 2014 .

[361]  Robert Wille,et al.  Designing a RISC CPU in Reversible Logic , 2011, 2011 41st IEEE International Symposium on Multiple-Valued Logic.

[362]  Giles Reger,et al.  Automata based monitoring and mining of execution traces , 2014 .

[363]  Sofiène Tahar,et al.  Generating Finite State Machines from System C , 2006, Proceedings of the Design Automation & Test in Europe Conference.

[364]  Jan Peleska,et al.  Complete model-based equivalence class testing , 2014, International Journal on Software Tools for Technology Transfer.

[365]  Bernd Becker,et al.  Exact stuck-at fault classification in presence of unknowns , 2012, 2012 17th IEEE European Test Symposium (ETS).

[366]  D. Roetenberg,et al.  Xsens MVN: Full 6DOF Human Motion Tracking Using Miniature Inertial Sensors , 2009 .

[367]  Antoine Girard,et al.  Temporal Logic Verification Using Simulation , 2006, FORMATS.

[368]  Frederic Py,et al.  A deliberative architecture for AUV control , 2008, 2008 IEEE International Conference on Robotics and Automation.

[369]  Giorgio Metta,et al.  A Flexible and Robust Large Scale Capacitive Tactile System for Robots , 2013, IEEE Sensors Journal.

[370]  Christoph Scholl,et al.  Symbolic CTL Model Checking for Incomplete Designs by Selecting Property-Specific Subsets of Local Component Assumptions , 2009, MBMV.

[371]  Yao-Wen Chang,et al.  Placement of defect-tolerant digital microfluidic biochips using the T-tree formulation , 2007, JETC.

[372]  Tsung-Wei Huang,et al.  A network-flow based pin-count aware routing algorithm for broadcast electrode-addressing EWOD chips , 2010, 2010 IEEE/ACM International Conference on Computer-Aided Design (ICCAD).

[373]  Rolf Drechsler,et al.  Analyzing Functional Coverage in Bounded Model Checking , 2008, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

[374]  Rolf Drechsler,et al.  HW/SW co-verification of embedded systems using bounded model checking , 2006, GLSVLSI '06.

[375]  D. Berckmans,et al.  Biomechanics of frontal skull fracture. , 2007, Journal of neurotrauma.

[376]  Krishnendu Chakrabarty,et al.  Real-Time Error Recovery in Cyberphysical Digital-Microfluidic Biochips Using a Compact Dictionary , 2013, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

[377]  Robert Wille,et al.  Determining relevant model elements for the verification of UML/OCL specifications , 2013, 2013 Design, Automation & Test in Europe Conference & Exhibition (DATE).

[378]  Tsung-Wei Huang,et al.  A two-stage ILP-based droplet routing algorithm for pin-constrained digital microfluidic biochips , 2010, ISPD '10.

[379]  Armin Biere,et al.  Resolve and Expand , 2004, SAT.

[380]  Bruce A. MacDonald,et al.  Facial Expression Recognition for Human-Robot Interaction - A Prototype , 2008, RobVis.

[381]  Charles L. Forgy,et al.  Rete: a fast algorithm for the many pattern/many object pattern match problem , 1991 .

[382]  Martin Leucker,et al.  A brief account of runtime verification , 2009, J. Log. Algebraic Methods Program..

[383]  Toshiyuki Murakami,et al.  An approach to collision detection and recovery motion in industrial robot , 1989, 15th Annual Conference of IEEE Industrial Electronics Society.

[384]  Ahmed Bouajjani,et al.  TReX: A Tool for Reachability Analysis of Complex Systems , 2001, CAV.

[385]  Masahiro Fujita,et al.  Debugging processors with advanced features by reprogramming LUTs on FPGA , 2013, 2013 International Conference on Field-Programmable Technology (FPT).

[386]  G. R. Muller,et al.  Brain oscillations control hand orthosis in a tetraplegic , 2000, Neuroscience Letters.

[387]  Ivar Jacobson,et al.  The unified modeling language reference manual , 2010 .

[388]  Jean Goubault-Larrecq,et al.  A Smell of Orchids , 2008, RV.

[389]  Julien DeAntoni,et al.  The Time Model of Logical Clocks Available in the OMG MARTE Profile , 2010, Synthesis of Embedded Software.

[390]  D. C. Schneider,et al.  Impact Studies of Facial Bones and Skull , 1972 .

[391]  Roger Villemaire,et al.  Runtime Enforcement of Web Service Message Contracts with Data , 2012, IEEE Transactions on Services Computing.

[392]  R. Fair,et al.  Droplet-based microfluidic lab-on-a-chip for glucose detection , 2004 .

[393]  Alberto Griggio,et al.  The MathSAT5 SMT Solver , 2013, TACAS.

[394]  John Folkesson,et al.  Search in the real world: Active visual object search based on spatial relations , 2011, 2011 IEEE International Conference on Robotics and Automation.

[395]  J. Madsen,et al.  Online synthesis for error recovery in digital microfluidic biochips with operation variability , 2012, 2012 Symposium on Design, Test, Integration and Packaging of MEMS/MOEMS.

[396]  F. Freeman,et al.  A Closed-Loop System for Examining Psychophysiological Measures for Adaptive Task Allocation , 2000, The International journal of aviation psychology.

[397]  David D. Woods,et al.  Decomposing Automation : Apparent Simplicity , Real Complexity , 2003 .

[398]  Yliès Falcone,et al.  What can you verify and enforce at runtime? , 2012, International Journal on Software Tools for Technology Transfer.

[399]  J. Baret,et al.  Electrowetting: from basics to applications , 2005 .

[400]  Alexandre Donzé,et al.  Breach, A Toolbox for Verification and Parameter Synthesis of Hybrid Systems , 2010, CAV.

[401]  Antonio Bicchi,et al.  On making robots understand safety: Embedding injury knowledge into control , 2012, Int. J. Robotics Res..

[402]  Stephen A. Cook,et al.  The complexity of theorem-proving procedures , 1971, STOC.

[403]  F. Vernadat,et al.  The tool TINA – Construction of abstract state spaces for petri nets and time petri nets , 2004 .

[404]  Oliver Kroemer,et al.  Learning sequential motor tasks , 2013, 2013 IEEE International Conference on Robotics and Automation.

[405]  Alexandre Chapoutot,et al.  Set-based Simulation for Design and Verification of Simulink Models , 2014 .

[406]  Rolf Drechsler,et al.  Behaviour Driven Development for Tests and Verification , 2014, TAP@STAF.

[407]  Neville Hogan,et al.  Impedance Control: An Approach to Manipulation: Part I—Theory , 1985 .

[408]  Paul-Gerhard Plöger,et al.  Facial Expression Recognition for Domestic Service Robots , 2011, RoboCup.