most citedDesign of generalized fractional order gradient descent method

84 citations · 363 across the 12 of their papers we have counts for

collaborators

12 papers

math.GM2019★ 1 cited

Analytical calculation of the inverse nabla Laplace transform

Yiheng Wei, YangQuan Chen, Yuquan Chen +1

The inversion of nabla Laplace transform, corresponding to a causal sequence, is considered. Two classical methods, i.e., residual calculation method and partial fraction method ar…

math.OC2019★ 75 cited

Convolutional neural networks with fractional order gradient method

Dian Sheng, Yiheng Wei, Yuquan Chen +1

This paper proposes a fractional order gradient method for the backward propagation of convolutional neural networks. To overcome the problem that fractional order gradient method…

math.OC2019

A novel perspective to gradient method: the fractional order approach

Yuquan Chen, Yiheng Wei, Yong Wang

In this paper, we give some new thoughts about the classical gradient method (GM) and recall the proposed fractional order gradient method (FOGM). It is proven that the proposed FO…

math.OC2019★ 10 cited

Some fundamental properties on the sampling free nabla Laplace transform

Yiheng Wei, Yuquan Chen, Yong Wang +1

Discrete fractional order systems have attracted more and more attention in recent years. Nabla Laplace transform is an important tool to deal with the problem of nabla discrete fr…

math.OC2019

Adaptive backstepping control for FOS with nonsmooth nonlinearities

Dian Sheng, Yiheng Wei, Songsong Cheng +1

This paper proposes an original solution to input saturation and dead zone of fractional order system. To overcome these nonsmooth nonlinearities, the control input is decomposed i…

math.GM2019★ 7 cited

On the Leibniz rule and Laplace transform for fractional derivatives

Yiheng Wei, Da-Yan Liu, Peter W. Tse +1

Taylor series is a useful mathematical tool when describing and constructing a function. With the series representation, some properties of fractional calculus can be revealed clea…

math.GM2019★ 13 cited

Infinite series representation of fractional calculus: theory and applications

Yiheng Wei, YangQuan Chen, Qing Gao +1

This paper focuses on the equivalent expression of fractional integrals/derivatives with an infinite series. A universal framework for fractional Taylor series is developed by expa…

eess.SP2019★ 21 cited

Modelling and simulation of nabla fractional dynamic systems with nonzero initial conditions

Yiheng Wei, Jiachang Wang, Peter W Tse +1

The paper focuses on the numerical approximation of nabla fractional order systems with the conditions of nonzero initial instant and nonzero initial state. First, the inverse nabl…

math.DS2019★ 53 cited

Sufficient and necessary conditions for stabilizing singular fractional order systems with partially measurable state

Yiheng Wei, Jiachang Wang, Tianyu Liu +1

This paper is concerned with the stabilization problem of singular fractional order systems with order . In addition to the sufficient and necessary condition for observ…

eess.SP2019★ 84 cited

Design of generalized fractional order gradient descent method

Yiheng Wei, Yu Kang, Weidi Yin +1

This paper focuses on the convergence problem of the emerging fractional order gradient descent method, and proposes three solutions to overcome the problem. In fact, the general f…

math.DS2018★ 15 cited

Time-domain response of nabla discrete fractional order systems

Yiheng Wei, Qing Gao, Songsong Cheng +1

This paper investigates the time--domain response of nabla discrete fractional order systems by exploring several useful properties of the nabla discrete Laplace transform and the…

math.DS2018★ 84 cited

Lyapunov functions for nabla discrete fractional order systems

Yiheng Wei, Yuquan Chen, Tianyu Liu +1

This paper focuses on the fractional difference of Lyapunov functions related to Riemann-Liouville, Caputo and Grunwald-Letnikov definitions. A new way of building Lyapunov functio…