Tuning and jamming reduced to their minima

被引:13
|
作者
Ruiz-Garcia, Miguel [1 ]
Liu, Andrea J. [1 ]
Katifori, Eleni [1 ]
机构
[1] Univ Penn, Dept Phys & Astron, Philadelphia, PA 19104 USA
基金
美国国家科学基金会;
关键词
GLOBAL OPTIMIZATION; ENERGY LANDSCAPE;
D O I
10.1103/PhysRevE.100.052608
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
Inspired by protein folding, we smooth out the complex cost function landscapes of two processes: the tuning of networks and the jamming of ideal spheres. In both processes, geometrical frustration plays a role-tuning pressure differences between pairs of target nodes far from the source in a flow network impedes tuning of nearby pairs more than the reverse process, while unjamming the system in one region can make it more difficult to unjam elsewhere. By modifying the cost functions to control the order in which functions are tuned or regions unjam, we smooth out local minima while leaving global minima unaffected, increasing the success rate for reaching global minima.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] ATM initiatives on reduced separatron minima
    Porras, Jose Felix
    Parra, Mario
    2007 IEEE/AIAA 26TH DIGITAL AVIONICS SYSTEMS CONFERENCE, VOLS 1-3, 2007, : 554 - +
  • [2] Lattice model of reduced jamming by a barrier
    Cirillo, Emilio N. M.
    Krehel, Oleh
    Muntean, Adrian
    van Santen, Rutger
    PHYSICAL REVIEW E, 2016, 94 (04)
  • [3] Are We Entering a Period of Reduced Activity or a Grand Minima State?
    Simoniello, R.
    Jain, K.
    Tripathy, S. C.
    Baldner, C. S.
    Turck-Chieze, S.
    Hill, F.
    FIFTY YEARS OF SEISMOLOGY OF THE SUN AND STARS, 2013, 478 : 167 - +
  • [4] Anti-Jamming GPS Receiver With Reduced Phase Distortions
    Zhang, Yimin D.
    Amin, Moeness G.
    IEEE SIGNAL PROCESSING LETTERS, 2012, 19 (10) : 635 - 638
  • [5] Reduced time microwave filter tuning New algorithm for filter tuning
    Rosca, Cosmina-Mihaela
    Radulescu, Gabriel
    PROCEEDINGS OF THE 2015 7TH INTERNATIONAL CONFERENCE ON ELECTRONICS, COMPUTERS AND ARTIFICIAL INTELLIGENCE (ECAI), 2015, : SSS9 - SSS12
  • [6] Rollback Ensemble With Multiple Local Minima in Fine-Tuning Deep Learning Networks
    Ro, Youngmin
    Choi, Jongwon
    Heo, Byeongho
    Choi, Jin Young
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2022, 33 (09) : 4648 - 4660
  • [7] Differential tuning oscillators with reduced flicker noise upconversion
    Levantino, S
    Bonfanti, A
    Romanò, L
    Samori, C
    Lacaita, AL
    ICECS 2004: 11th IEEE International Conference on Electronics, Circuits and Systems, 2004, : 33 - 36
  • [8] Tuning strategy for dynamic matrix control with reduced horizons
    Klopot, Tomasz
    Skupin, Piotr
    Metzger, Mieczyslaw
    Grelewicz, Patryk
    ISA TRANSACTIONS, 2018, 76 : 145 - 154
  • [9] A multivariate adaptive gradient algorithm with reduced tuning efforts
    Saab, Samer, Jr.
    Saab, Khaled
    Phoha, Shashi
    Zhu, Minghui
    Ray, Asok
    NEURAL NETWORKS, 2022, 152 : 499 - 509
  • [10] Reduced Rank Calculation of Space-time Anti-jamming for Navigation Receiver
    Wang Dawei
    Chen Qian
    PROCEEDINGS 2013 INTERNATIONAL CONFERENCE ON MECHATRONIC SCIENCES, ELECTRIC ENGINEERING AND COMPUTER (MEC), 2013, : 439 - 443