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1.
On the Characteristics of Growing Cell Structures (GCS) Neural Network   总被引:2,自引:0,他引:2  
In this paper, a self-developing neural network model, namely the Growing Cell Structures (GCS) is characterized. In GCS each node (or cell) is associated with a local resource counter (t). We show that GCS has the conservation property by which the summation of all resource counters always equals , thereby s is the increment added to (t) of the wining node after each input presentation and (0 < < 1.0) is the forgetting (i.e., decay) factor applied to (t) of non-wining nodes. The conservation property provides an insight into how GCS can maximize information entropy. The property is also employed to unveil the chain-reaction effect and race-condition which can greatly influence the performance of GCS. We show that GCS can perform better in terms of equi-probable criterion if the resource counters are decayed by a smaller .  相似文献   

2.
We consider the half-space range-reporting problem: Given a setS ofn points in d, preprocess it into a data structure, so that, given a query half-space , allk points ofS can be reported efficiently. We extend previously known static solutions to dynamic ones, supporting insertions and deletions of points ofS. For a given parameterm,n m n d/2 and an arbitrarily small positive constant , we achieveO(m 1+) space and preprocessing time, O((n/m d/2 logn+k) query time, and O(m1+n) amortized update time (d 3). We present, among others, the following applications: an O(n1+)-time algorithm for computing convex layers in 3, and an output sensitive algorithm for computing a level in an arrangements of planes in 3, whose time complexity is O((b+n) n, whereb is the size of the level.Work by the first author has been supported by National Science Foundation Grant CCR-91-06514. A preliminary version of this paper appeared in Agarwalet al. [2], which also contains the results of [20] on dynamic bichromatic closest pair and minimum spanning trees.  相似文献   

3.
Given a loop invariant,I, and an assignment,, which decreases the variant, we define a constructive function, cg, called the co-invariant generator, which has the property thatI cg (, I) wp (, I), where wp (, I) is the weakest precondition for to establish I. Several results about the co-invariant generator are proved, important special cases are considered, and a non-trivial example of its use in deriving the body of a loop is given. We also define a function which performs a related constructive action on terms formed from binary operations. The coinvariant generator makes a useful contribution to formalising and automating a key step in program derivation.  相似文献   

4.
Optimal shape design problems for an elastic body made from physically nonlinear material are presented. Sensitivity analysis is done by differentiating the discrete equations of equilibrium. Numerical examples are included.Notation U ad set of admissible continuous design parameters - U h ad set of admissible discrete design parameters - function fromU h ad defining shape of body - h function fromU h ad defining approximated shape of body - vector of nodal values of h - { n} sequence of functions tending to - () domain defined by - K bulk modulus - shear modulus - penalty parameter for contact condition - V() space of virtual displacements in() - V h(h) finite element approximation ofV() - J cost functional - J h discretized cost functional - J algebraic form ofJ h - (u) stress tensor - e(u) strain tensor - K stiffness matrix - f force vector - b(q) term arising from nonlinear boundary conditions - q vector of nodal degrees of freedom - p vector of adjoint state variables - J Jacobian of isoparametric mapping - |J| determinant ofJ - N vector of shape function values on parent element - L matrix of shape function derivatives on parent element - G matrix of Cartesian derivatives of shape functions - X matrix of nodal coordinates of element - D matrix of elastic coefficients - B strain-displacement matrix - P part of boundary where tractions are prescribed - u part of boundary where displacements are prescribed - variable part of boundary - strain invariant  相似文献   

5.
Games such as CHESS, GO and OTHELLO can be represented by minimax game trees. Among various search procedures to solve such game trees,- and SSS* are perhaps most well known. Although it is proved that SSS* explores only a subset of the nodes explored by-, - is commonly believed to be faster in real applications, since it requires very little memory space and hence its storage management cost is low. Contrary to this folklore, however, this paper reports, using the OTHELLO game as an example, that SSS* is much faster than-. It is also demonstrated that SSS* can be modified to make the required memory space controllable to some extent, while retaining the high efficiency of the original SSS*.This research was partially supported by the Ministry of Education, Science and Culture of Japan, under a Scientific Grant-in-Aid.  相似文献   

6.
Summary We consider a specific kind of binary trees with weighted edges. Each right edge has weight while each left edge has weight . Furthermore, no path in the tree is allowed to contain L or more consecutive -edges, where L 1 is fixed. Given, , , L and the number of nodes n, an optimal tree is one which minimizes the total weighted path length. Algorithms for constructing an optimal tree as well as all optimal trees for given , , L and n are proposed and analyzed. Timing and storage requirements are also discussed.  相似文献   

7.
In this paper, we present an algorithm for the reconstruction of piecewise linear surfaces from unorganized sample points with an improved -shape. Alpha-shape provides a nice mathematical definition of the shape of a set of points, but the selection of an value is tricky in surface reconstruction. F or solving this problem and the non-uniform distribution, we scale the ball according to the points density. The method discussed in this paper might be applied for surface reconstruction, and the process is fully automatic.  相似文献   

8.
Computing with Contexts   总被引:1,自引:0,他引:1  
We investigate a representation of contexts, expressions with holes in them, that enables them to be meaningfully transformed, in particular -converted and -reduced. In particular we generalize the set of -expressions to include holes, and on these generalized entities define -reduction (i.e., substitution) and filling so that these operations preserve -congruence and commute. The theory is then applied to allow the encoding of reduction systems and operational semantics of call-by-value calculi enriched with control, imperative and concurrent features.  相似文献   

9.
The minimum -small partition problem is the problem of partitioning a given simple polygon into subpolygons, each with diameter at most , for a given > 0. This paper considers the version of this problem that disallows Steiner points. This problem is motivated by applications in mesh generation and collision detection. The main result in the paper is a polynomial-time algorithm that solves this problem, and either returns an optimal partition or reports the nonexistence of such a partition. This result contrasts with the recent NP-completeness result for the minimum -small partition problem for polygons with holes (C. Worman, 15th Canadian Conference on Computational Geometry, 2003). Even though the running time of our algorithm is a polynomial in the input size, it is prohibitive for most real applications and we seek faster algorithms that approximate an optimal solution. We first present a faster 2-approximation algorithm for the problem for simple polygons and then a near linear-time algorithm for convex polygons that produces, for any > 0, an (+)-small partition with no more polygons than in an optimal -small partition. We also present an exact polynomial-time algorithm for the minimum -small partition problem with the additional constraint that each piece in the partition be convex.  相似文献   

10.
A loss queueing system GI/G/m/0 is considered. Let a(x) be a p.d.f. of interarrival intervals. Assume that this function behaves like cx-1 for small x. Further let B(x) be a d.f. of service time; (1/) be the mean service time. Conditions are derived for the light-traffic insensitivity of the loss probability to the form of B(x) as (/ ) 0. In particular, the condition = 1 is necessary. Estimates for the loss probability are obtained.  相似文献   

11.
Summary We investigate the problem of translating expressions optimally, i.e. such that at running time they need as few memory cells as possible and that they can be evaluated fast. An efficient (recursive) algorithm is presented (there is always one based on trial and error-methods) for the case of independent inputs and operators to an expression. This includes the case that the result of an operation needs not only one but an arbitrary nonnegative number of auxiliary memory cells which may be determined at compile-time.In [5, 7, 8 and 1] it is shown that it is always possible to compose an optimal translation of an expression 1 o 2 by arbitrary but optimal translations of 1 and 2 if this number is constant. We prove now the existence of special optimal translations of 1 and 2 which always can be composed to an optimal translation of 1 o 2 in the general case. This is the hinge for a recursive algorithm.

Abschließend sei es mir erlaubt, Herrn Prof. Dr. H. Walter für die Anregung zu dieser Arbeit und Frau Dr. B. Schinzel für die hilfreichen Gespräche in diesem Zusammenhang herzlich zu danken.  相似文献   

12.
We investigate strategies for the numerical solution of the initial value problem with initial conditions where 0<1<2<<. Here y ( j ) denotes the derivative of order j >0 (not necessarily j ) in the sense of Caputo. The methods are based on numerical integration techniques applied to an equivalent nonlinear and weakly singular Volterra integral equation. The classical approach leads to an algorithm with very high arithmetic complexity. Therefore we derive an alternative that leads to lower complexity without sacrificing too much precision. Mathematics Subject Classification: Primary 65L05; Secondary 65L06, 65L20  相似文献   

13.
We study equations of the form (=x) which are single axioms for group theory. Earlier examples of such were found by Neumann and McCune. We prove some lower bounds on the complexity of these , showing that McCune's examples are the shortest possible. We also show that no such can have only two distinct variables. We do produce an with only three distinct variables, refuting a conjecture of Neumann. Automated reasoning techniques are used both positively (searching for and verifying single axioms) and negatively (proving that various candidate (=x) hold in some nongroup and are, hence, not single axioms).  相似文献   

14.
A parametric model of systems is regarded as a geometric manifold imbedded in the enveloping manifold consisting of all the linear systems. The present paper aims at establishing a new geometrical method and framework for analyzing properties of manifolds of systems. A Riemannian metric and a pair of dual affine connections are introduced to a system manifold. They are called-connections. The duality of connections is a new concept in differential geometry. The manifold of all the linear systems is-flat so that it admits natural and invariant-divergence measures. Such geometric structures are useful for treating the problems of approximation, identification, and stochastic realization of systems. By using the-divergences, we solve the problem of approximating a given system by one included in a model. For a sequence of-flat nesting models such as AR models and MA models, it is shown that the approximation errors are decomposed additively corresponding to each dimension of the model.  相似文献   

15.
Property preserving abstractions for the verification of concurrent systems   总被引:9,自引:0,他引:9  
We study property preserving transformations for reactive systems. The main idea is the use of simulations parameterized by Galois connections (, ), relating the lattices of properties of two systems. We propose and study a notion of preservation of properties expressed by formulas of a logic, by a function mapping sets of states of a systemS into sets of states of a systemS'. We give results on the preservation of properties expressed in sublanguages of the branching time -calculus when two systemsS andS' are related via (, )-simulations. They can be used to verify a property for a system by verifying the same property on a simpler system which is an abstraction of it. We show also under which conditions abstraction of concurrent systems can be computed from the abstraction of their components. This allows a compositional application of the proposed verification method.This is a revised version of the papers [2] and [16]; the results are fully developed in [28].This work was partially supported by ESPRIT Basic Research Action REACT.Verimag is a joint laboratory of CNRS, Institut National Polytechnique de Grenoble, Université J. Fourier and Verilog SA associated with IMAG.  相似文献   

16.
We show that we cannot effectively determine whether, for morphisms i , i ,card (u 0 –1 1) =card(u 0 –1 1) for all wordsu over the domain alphabets of the two given compositions. In contrast it is decidable for morphisms i , i and a regular setR whethercard(u 0 1 –1 ) =card(u 0 1 –1 ) for all wordsu inR. In order to prove the latter result we give a characterization of the multiplicity functions of simple finite automata by using cardinalities of compositions of the above form. Finally, we show that the above decidability result also holds when we consider rational functions rather than morphisms.  相似文献   

17.
Computer graphics is important in developing fractal images visualizing the Mandelbrot and Julia sets from a complex function. Computer rendering is a central tool for obtaining nice fractal images. We render 3D objects with the height of each complex point of a fractal image considering the diverging speed of its orbit. A potential function helps approximate this speed. We propose a new method for estimating the normal vector at the surface points given by a potential function. We consider two families of functions that exhibit interesting fractal images in a bounded region: a power function,f , c(z)=z +c, where is a real number, and the Newton form of an equation, where ¦¦=1 and >0.  相似文献   

18.
Newton's method for finding complex solutions of the equationz –1=0 is investigated for real values of . The bifurcations that occur, as the power varies are illuminated with computer graphics. In particular, the appearance of an attracting 2-cycle just below even powers is investigated.  相似文献   

19.
Mutual convertibility of bound entangled states under local quantum operations and classical communication (LOCC) is studied. We focus on states associated with unextendible product bases (UPB) in a system of three qubits. A complete classification of such UPBs is suggested. We prove that for any pair of UPBs S and T the associated bound entangled states S and T cannot be converted to each other by LOCC, unless S and T coincide up to local unitaries. More specifically, there exists a finite precision (S,T) > 0 such that for any LOCC protocol mapping S into a probabilistic ensemble (p, ), the fidelity between T and any possible final state satisfies F(T, ) = 1 - (S,T).PACS: 03.65.Bz; 03.67.-a; 89.70+c.  相似文献   

20.
The proofs of the Church–Rosser theorems for , , and reduction in untyped -calculus are formalized in Isabelle/HOL, an implementation of Higher Order Logic in the generic theorem prover Isabelle. For -reduction, both the standard proof and Takahashi's are given and compared. All proofs are based on a general theory of commutating relations that supports an almost geometric style of reasoning about confluence diagrams.  相似文献   

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