Simulation of Traffic Regulation and Cognitive Developmental Processes: Coupling Cellular Automata with Artificial Neural Nets

نویسندگان

  • Christina Klüver
  • Jürgen Klüver
چکیده

This paper deals with the advantages of so-called hybrid systems, that is, systems consisting of two or more different models. We present here two cellular automata coupled with artificial neural networks (neural CA). The first example is the model of a traffic regulating system. The cells of the CA represent different cars, and a certain neural net regulates the traffic. The second example shows a model of cognitive learning in dependency of social contexts. The cells of a CA consist of two types of neural networks. First results demonstrate the fruitfulness of this approach.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

"CoDi-1Bit" A CELLULAR AUTOMATA BASED NEURAL NET MODEL SIMPLE ENOUGH TO BE IMPLEMENTED IN EVOLVABLE HARDWARE

This paper presents details of a cellular automata based neural network model which is simple enough to be implementable in evolvable hardware, allowing the growth of neural nets in nanoseconds, and the evolution of neural nets in seconds. This model and the hardware tool based upon it, should enable the birth of a new research field, called "brain building" because it will become practical to ...

متن کامل

A Reliability Approach on Redesigning the Warehouses in Supply Chain with Uncertain Parameters via Integrated Monte Carlo Simulation and Tuned Artificial Neural Network

In this paper, a reliability approach on reconfiguration decisions in a supply chain network is studied based on coupling the simulation concepts and artificial neural network. In other words, due to the limited budget for warehouse relocation in a supply chain, the failure probability is assessed for determining the robust decision for future supply chain configuration. Traditional solving ...

متن کامل

Simulation of Future Land Use Map of the Catchment Area, with the Integration of Cellular Automata and Markov Chain Models Based on Selection of the Best Classification Algorithm: A Case Study of Fakhrabad Basin of Mehriz, Yazd

INTRODUCTION Since the land use change affects many natural processes including soil erosion and sediment yield, floods and soil degradation and the chemical and physical properties of soil, so, different aspects of land use changes in the past and future should be considered particularly in the planning and decision-making. One of the most important applications of remote sensing is land ...

متن کامل

Cognitive Cellular Automata

In this paper I explore the question of how artificial life might be used to get a handle on philosophical issues concerning the mind-body problem. I focus on questions concerning what the physical precursors were to the earliest evolved versions of intelligent life. I discuss how cellular automata might constitute an experimental platform for the exploration of such issues, since cellular auto...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:
  • Complex Systems

دوره 17  شماره 

صفحات  -

تاریخ انتشار 2007