In order to utilize the distributed characteristic of sensors, distributed machine learning has become the mainstream approach, but the different computing capability of sensors and network delays greatly influence the accuracy and the convergence rate of the machine learning model. Our paper describes a reasonable parameter communication optimization strategy to balance the training overhead a...

in this paper, we discuss the dynamical properties of a chemical reactor model including lyapunov exponents, bifurcation, stability of equilibrium and chaotic attractors as well as necessary conditions for this system to generate chaos. we study the synchronization of chemical reactors model via sliding mode control scheme. the stability of proposed method is proved by barbalate’s lemma. numeri...

there are different strategies for selecting stocks, and different investors use different strategies according to their risk tolerance or their expected rate of return. in this study, the profitability of a broad range of stock se-lection strategies in tehran stock exchange over the period 1370-1383, has been examined, and it has been investigated whether the successful strategies in other cou...

Leveraging resources to develop innovation is central exploiting market opportunities, yet doing so complex and fraught with challenges. This study explores some of this complexity by theoretically detailing empirically examining the critical role that synchronization plays in process leveraging create innovation. Specifically, we integrate resource orchestration behavioral theory firm investig...

This study presents a synchronized output regulation (SOR) strategy for controlling inverters operating in grid-connected and stand-alone modes. As a concept of networked dynamic systems, SOR involves nodes with outputs that are synchronized but display a desirable wave shape. Under the SOR strategy, inverter and utility are regarded as two nodes that comprise the simplest network. These two no...

This paper proposes a strategy to manage the schedulability of realtime component-based applications that is fully compatible with the concept of component viewed as a reusable and opaque software module. The strategy is used on top of the RT-CCM technology, which extends the OMG’s LwCCM technology with the purpose of building real-time distributed component-based applications that can be execu...

Virtual oscillator control (VOC) is a type of nonlinear grid-forming controller for dc/ac inverters. Compared with the droop method, original VOC has faster transient response in islanded mode. However, its output voltage always contains third-order harmonic, resulting significant third-harmonic current, especially grid-connected In order to eliminate this notch-type filter typically employed, ...

changes in credit risk may arise when either the value or the risk of corporate assets changes. changes in the equity value associated with the changes in the asset value and changes in asset risk can be characterized into potentially countervailing direct and indirect effects. the indirect effect of risk on equity value is a function of factors that affect the debt value of including leverage,...