Automated placement of analog integrated circuits using priority-based constructive heuristic

被引:0
|
作者
Grus, Josef [1 ,2 ]
Hanzalek, Zdenek [2 ]
机构
[1] Czech Tech Univ, DCE, FEE, Technicka 2, Prague 16000, Czech Republic
[2] Czech Tech Univ, IID, CIIRC, Jugoslavskych Partyzanu 1580-3, Prague 16000, Czech Republic
关键词
Combinatorial optimization; Analog circuit placement; Rectangle packing; Genetic algorithm; FACILITY LAYOUT; GENETIC ALGORITHM; PACKING; OPTIMIZATION; SYMMETRY;
D O I
10.1016/j.cor.2024.106643
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper presents a heuristic approach for solving the placement of Analog and Mixed -Signal Integrated Circuits. Placement is a crucial step in the physical design of integrated circuits. During this step, designers choose the position and variant of each circuit device. We focus on the specific class of analog placement, which requires so-called pockets, their possible merging, and parametrizable minimum distances between devices, which are features mostly omitted in recent research and literature. We formulate the problem using Integer Linear Programming and propose a priority -based constructive heuristic inspired by algorithms for the Facility Layout Problem. Our solution minimizes the perimeter of the circuit's bounding box and the approximated wire length. Multiple variants of the devices with different dimensions are considered. Furthermore, we model constraints crucial for the placement problem, such as symmetry groups and blockage areas. Our outlined improvements make the heuristic suitable to handle complex rules of placement. With a search guided either by a Genetic Algorithm or a Covariance Matrix Adaptation Evolution Strategy, we show the quality of the proposed method on both synthetically generated and real -life industrial instances accompanied by manually created designs. Furthermore, we apply reinforcement learning to control the hyper -parameters of the genetic algorithm. Synthetic instances with more than 200 devices demonstrate that our method can tackle problems more complex than typical industry examples. We also compare our method with results achieved by contemporary state-of-the-art methods on the MCNC and GSRC datasets.
引用
收藏
页数:15
相关论文
共 50 条
  • [1] A priority-based heuristic algorithm (PBHA) for optimizing integrated process planning and scheduling problem
    Ausaf, Muhammad Farhan
    Gao, Liang
    Li, Xinyu
    Al Aqel, Ghiath
    COGENT ENGINEERING, 2015, 2 (01):
  • [2] Automated Matching Placement Generation in Analog Circuits
    Chen, Yanning
    Zhao, Dongyan
    Liu, Fang
    Zhao, Yang
    Fu, Zhen
    Shao, Yali
    Zhang, Dong
    Pan, Yucheng
    Meng, Xiangyu
    JOURNAL OF SEMICONDUCTOR TECHNOLOGY AND SCIENCE, 2025, 25 (01) : 71 - 81
  • [3] Priority-Based Genetic Algorithm for Conflict-Free Automated Guided Vehicle Routing
    Umar, U. A.
    Ariffin, M. K. A.
    Ismail, N.
    Tang, S. H.
    INTERNATIONAL CONFERENCE ON ADVANCES SCIENCE AND CONTEMPORARY ENGINEERING 2012, 2012, 50 : 732 - 739
  • [4] A Platform for Placement of Analog Integrated Circuits Using Satisfiability Modulo Theories
    Saif, Sherif M.
    Dessouky, Mohamed
    El-Kharashi, M. Watheq
    Abbas, Hazem
    Nassar, Salwa
    JOURNAL OF CIRCUITS SYSTEMS AND COMPUTERS, 2016, 25 (05)
  • [5] Priority-Based Task Scheduling in the Cloud Systems Using a Memetic Algorithm
    Keshanchi, Bahman
    Navimipour, Nima Jafari
    JOURNAL OF CIRCUITS SYSTEMS AND COMPUTERS, 2016, 25 (10)
  • [6] Automated design of analog circuits using a cell-based structure
    Shibata, H
    Mori, S
    Fujii, N
    IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2003, E86A (02) : 364 - 370
  • [7] Priority-based scheduling in residential energy management systems integrated with renewable sources using adaptive Salp swarm algorithm
    Panda, Subhasis
    Samanta, Indu Sekhar
    Rout, Pravat Kumar
    Sahu, Binod Kumar
    Bajaj, Mohit
    Blazek, Vojtech
    Prokop, Lukas
    Misak, Stanislav
    RESULTS IN ENGINEERING, 2024, 23
  • [8] A priority-based heuristic approach for solving flexible flow-shop with parallel machine scheduling in a fuzzy environment
    Hussain, Syed Abou Iltaf
    Kalita, Ranbir
    Mandal, Uttam Kumar
    GRANULAR COMPUTING, 2023, 8 (06) : 1097 - 1120
  • [9] Symmetry-aware placement algorithm using transitive closure graph representation for analog integrated circuits
    Zhang, Lihong
    Zhang, Yuping
    Jiang, Yingtao
    Shi, C. -J. Richard
    INTERNATIONAL JOURNAL OF CIRCUIT THEORY AND APPLICATIONS, 2010, 38 (03) : 221 - 241
  • [10] Design of Analog Integrated Circuits by Using Genetic Algorithm
    Jafari, A.
    Zekri, M.
    Sadri, S.
    Mallahzadeh, A. R.
    2010 SECOND INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING AND APPLICATIONS: ICCEA 2010, PROCEEDINGS, VOL 1, 2010, : 578 - 581