03060nam 22006375 450 991073946380332120230814180157.09783031367939303136793610.1007/978-3-031-36793-9(MiAaPQ)EBC30697485(Au-PeEL)EBL30697485(DE-He213)978-3-031-36793-9(PPN)27227447X(CKB)27982381300041(OCoLC)1395079454(EXLCZ)992798238130004120230814d2023 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierDeep Reinforcement Learning Processor Design for Mobile Applications /by Juhyoung Lee, Hoi-Jun Yoo1st ed. 2023.Cham :Springer Nature Switzerland :Imprint: Springer,2023.1 online resource (105 pages)9783031367922 3031367928 Introduction -- Background of Deep Reinforcement Learning -- Group-Sparse Training Algorithm for Accelerating Deep Reinforcement Learning -- An Energy-Efficient Deep Reinforcement Learning Processor Design -- Low-power Autonomous Adaptation System with Deep Reinforcement Learning -- Low-power Autonomous Adaptation System with Deep Reinforcement Learning -- Exponent-Computing-in-Memory for DNN Training Processor with Energy-Efficient Heterogeneous Floating-point Computing Architecture.This book discusses the acceleration of deep reinforcement learning (DRL), which may be the next step in the burst success of artificial intelligence (AI). The authors address acceleration systems which enable DRL on area-limited & battery-limited mobile devices. Methods are described that enable DRL optimization at the algorithm-, architecture-, and circuit-levels of abstraction. Enables deep reinforcement learning (DRL) optimization at algorithm-, architecture-, and circuit-levels of abstraction; Includes methodologies that can reduce the high cost of DRL; Uses analysis of computational workload characteristics of DRL in the context of acceleration.Electronic circuitsEmbedded computer systemsMicroprocessorsComputer architectureElectronic Circuits and SystemsEmbedded SystemsProcessor ArchitecturesElectronic circuits.Embedded computer systems.Microprocessors.Computer architecture.Electronic Circuits and Systems.Embedded Systems.Processor Architectures.621.38456621.38456Lee Juhyoung1424369Yoo Hoi-Jun1380381MiAaPQMiAaPQMiAaPQBOOK9910739463803321Deep Reinforcement Learning Processor Design for Mobile Applications3553514UNINA