A Scalable Low-Power Reconfigurable Accelerator for Action-Dependent Heuristic Dynamic Programming
نویسندگان
چکیده
منابع مشابه
Action-Dependent Heuristic Dynamic Programming for Neurooptimization
We propose a new approach to solving optimization problems based on an adaptive critic design called Action-Dependent Heuristic Dynamic Programming (ADHDP) [1]. We consider the well-known Traveling Salesman Problem (TSP) as a helpful benchmark to highlight main principles of our approach. TSP formulation and many methods to solve it including the classical sequential nearest city algorithm and ...
متن کاملAction dependent heuristic dynamic programming for home energy resource scheduling
Energy management in smart home environment is nowadays a crucial aspect on which technologies have been focusing on in order to save costs and minimize energy waste. This goal can be reached by means of an energy resource scheduling strategy provided by a suitable optimization technique. The proposed solution involves a class of Adaptive Critic Designs (ACDs) called Action Dependent Heuristic ...
متن کاملdesigning a reconfigurable accelerator
many of the video processing algorithms cannot be implemented in real time on general computers, due to their computational complexity. for an efficient implementation, a custom hardware that can be reconfigured for the algorithm, is used. in this paper a new acceleration hardware based on fpga elements is proposed. this hardware can be adapted with the processing algorithm through fpga design ...
متن کاملDynamic algorithm transforms for low-power reconfigurable adaptive equalizers
In this paper, we present low-power reconfigurable adaptive equalizers derived via dynamic algorithm transforms (DAT’s). The principle behind DAT is that conventional signal processing systems are designed for the worst case and are not energy-optimum on average. Therefore, significant energy savings can be achieved by optimally reconfiguring the hardware in these situations. Practical reconfig...
متن کاملNatural Heuristic Dynamic Programming for Dynamic Systems
Heuristic Dynamic Programming (HDP) is the simplest kind of Adaptive Critic 1]. It can be used to maximize or minimize any utility function, such as total energy or trajectory error, of a system over time in a noisy environment. In this article, we propose a new version of HDP, called NHDP (Natural Heuristic Dynamic Programming). This new version incorporates basic HDP algorithm with the follow...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: IEEE Transactions on Circuits and Systems I: Regular Papers
سال: 2018
ISSN: 1549-8328,1558-0806
DOI: 10.1109/tcsi.2017.2771437