Hybrid System Stability Analysis of Multilane Mixed-Autonomy Traffic

被引:2
作者
Li, Sirui [1 ]
Dong, Roy [2 ]
Wu, Cathy [3 ,4 ]
机构
[1] MIT, Inst Data Syst & Soc, Cambridge, MA 02139 USA
[2] Univ Illinois, Ind & Enterprise Syst Engn Dept, Urbana, IL 61801 USA
[3] MIT, Inst Data Syst & Soc, Lab Informat & Decis Syst, Cambridge, MA 02139 USA
[4] MIT, Dept Civil & Environm Engn, Cambridge, MA 02139 USA
关键词
Stability analysis; Switches; Numerical stability; Control systems; Vehicle dynamics; Safety; Asymptotic stability; Autonomous agents; hybrid logical/dynamical planning and verification; hybrid systems; intelligent transportation systems; MULTIPLE LYAPUNOV FUNCTIONS; LANE-CHANGING MODELS; GO WAVES; FLOW; DYNAMICS;
D O I
10.1109/TRO.2024.3443504
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
Autonomous vehicles (AVs) hold vast potential to enhance transportation systems by reducing congestion, improving safety, and lowering emissions. AV controls lead to emergent traffic phenomena; one such intriguing phenomenon is traffic breaks (rolling roadblocks), where a single AV efficiently stabilizes multiple lanes through frequent lane switching, similar to the highway patrolling officers weaving across multiple lanes during difficult traffic conditions. While previous theoretical studies focus on single-lane mixed-autonomy systems, this work proposes a stability analysis framework for multilane systems under AV controls. Casting this problem into the hybrid system paradigm, the proposed analysis integrates continuous vehicle dynamics and discrete jumps from AV lane-switches. Through examining the influence of the lane-switch frequency on the system's stability, the analysis offers a principled explanation of the traffic break phenomenon, and further discovers opportunities for less-intrusive traffic smoothing by employing less frequent lane-switching. The analysis further facilitates the design of traffic-aware AV lane-switch strategies to enhance system stability. Numerical analysis reveals a strong alignment between the theory and simulation, validating the effectiveness of the proposed stability framework in analyzing multilane mixed-autonomy traffic systems.
引用
收藏
页码:4469 / 4489
页数:21
相关论文
共 68 条
[1]  
Ahmed KI, 1996, TRANSPORTATION AND TRAFFIC THEORY, P501
[2]  
americanindian, California highway patrol terminology
[3]  
[Anonymous], 2019, Safely implementing rolling roadblocks for short-term highway construction, maintenance, and utility work zones
[4]  
[Anonymous], 2022, FAST FACTS TRANSPORT
[5]  
[Anonymous], 2020, Traffic safety facts 2017: A compilation of motor vehicle crash data
[6]   DYNAMICAL MODEL OF TRAFFIC CONGESTION AND NUMERICAL-SIMULATION [J].
BANDO, M ;
HASEBE, K ;
NAKAYAMA, A ;
SHIBATA, A ;
SUGIYAMA, Y .
PHYSICAL REVIEW E, 1995, 51 (02) :1035-1042
[7]   FLOQUET THEORY AND APPLICATIONS [J].
BARONE, SR ;
NARCOWICH, MA ;
NARCOWICH, FJ .
PHYSICAL REVIEW A, 1977, 15 (03) :1109-1125
[8]   Analysis of traffic flow with mixed manual and semiautomated vehicles [J].
Bose, A ;
Ioannou, PA .
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2003, 4 (04) :173-188
[9]   Multiple Lyapunov functions and other analysis tools for switched and hybrid systems [J].
Branicky, MS .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1998, 43 (04) :475-482
[10]  
Cui SM, 2017, IEEE INT VEH SYM, P1336, DOI 10.1109/IVS.2017.7995897