{"title":"LP-Generated Control Lyapunov Functions With Application to Multicopter Control","authors":"Huu-Thinh Do;Franco Blanchini;Stefano Miani;Ionela Prodan","doi":"10.1109/TCST.2024.3396704","DOIUrl":null,"url":null,"abstract":"In this work, we study a technique of exploiting open-loop-generated trajectories for a constrained control problem, using them to shape suitable nonquadratic control Lyapunov functions (CLFs). These trajectories, generated offline, allow detecting a suitable domain of attraction (DOA) in which a candidate Lyapunov function has a negative derivative. Given suitably constructed basis functions, our working machinery is based on linear programming; hence, the technique can be applied to problems of nontrivial size in terms of the number of basis functions and points in the state space. For linear systems, we seek convex Lyapunov functions, which are homogeneous polynomials. Simulation and experimental results for drone control are given.","PeriodicalId":13103,"journal":{"name":"IEEE Transactions on Control Systems Technology","volume":"32 6","pages":"2090-2101"},"PeriodicalIF":4.9000,"publicationDate":"2024-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Control Systems Technology","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/10530366/","RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"AUTOMATION & CONTROL SYSTEMS","Score":null,"Total":0}
引用次数: 0
Abstract
In this work, we study a technique of exploiting open-loop-generated trajectories for a constrained control problem, using them to shape suitable nonquadratic control Lyapunov functions (CLFs). These trajectories, generated offline, allow detecting a suitable domain of attraction (DOA) in which a candidate Lyapunov function has a negative derivative. Given suitably constructed basis functions, our working machinery is based on linear programming; hence, the technique can be applied to problems of nontrivial size in terms of the number of basis functions and points in the state space. For linear systems, we seek convex Lyapunov functions, which are homogeneous polynomials. Simulation and experimental results for drone control are given.
期刊介绍:
The IEEE Transactions on Control Systems Technology publishes high quality technical papers on technological advances in control engineering. The word technology is from the Greek technologia. The modern meaning is a scientific method to achieve a practical purpose. Control Systems Technology includes all aspects of control engineering needed to implement practical control systems, from analysis and design, through simulation and hardware. A primary purpose of the IEEE Transactions on Control Systems Technology is to have an archival publication which will bridge the gap between theory and practice. Papers are published in the IEEE Transactions on Control System Technology which disclose significant new knowledge, exploratory developments, or practical applications in all aspects of technology needed to implement control systems, from analysis and design through simulation, and hardware.