In this paper, we address antenna selection (AS)-aided massive multi-user multiple-input-multiple-output (MU-MIMO).system based on maximum signal-to-noise ratio, where imperfect channel state information (CSI), time-varying channel and.antenna spatial correlation are considered. More explicitly, a computationally simple training-based channel estimator (CE) is.firstly employed for obtaining the imperfect down-link CSI. Channel quantization (CQ) is subsequently introduced by the feedback.link whi

Capacity Analysis of NOMA With mmWave Massive MIMO Systems.

An important working resource for engineers and researchers involved in the design, development, and implementation of signal processing systemsThe last decade has seen a rapid expansion of the use of field programmable gate arrays (FPGAs) for a wide range of applications beyond traditional digital signal processing (DSP) systems. Written by a team of experts working at the leading edge of FPGA research and development, this second edition of FPGA-based Implementation of Signal Processing Systems has been extensively updated and revised to reflect the latest iterations of FPGA theory, applications, and technology. Written from a system-level perspective, it features expert discussions of contemporary methods and tools used in the design, optimization and implementation of DSP systems using programmable FPGA hardware. And it provides a wealth of practical insights—along with illustrative case studies and timely real-world examples—of critical concern to engineers working in the design and development of DSP systems for radio, telecommunications, audio-visual, and security applications, as well as bioinformatics, Big Data applications, and more. Inside you will find up-to-date coverage of:,解压密码 share.weimo.info

Operating Systems-Three Easy Pieces V1.0, 带书签。 To Everyone Welcome to this book! We hope you’ll enjoy reading it as much as we enjoyed writing it. The book is called Operating Systems: Three Easy Pieces (available at http://www.ostep.org), and the title is obviously an homage to one of the greatest sets of lecture notes ever created, by one Richard Feynman on the topic of Physics [F96]. While this book will undoubtedly fall short of the high standard set by that famous physicist, perhaps it will be good enough for you in your quest to understand what operating systems (and more generally, systems) are all about.

2007年五星书 英文版 Digital Design (Verilog): An Embedded Systems Approach Using Verilog Product Description Digital Design: An Embedded Systems Approach Using Verilog provides a foundation in digital design for students in computer engineering, electrical engineering and computer science courses. It takes an up-to-date and modern approach of presenting digital logic design as an activity in a larger systems design context. Rather than focus on aspects of digital design that have little relevance in a realistic design context, this book concentrates on modern and evolving knowledge and design skills. Hardware description language (HDL)-based design and verification is emphasized--Verilog examples are used extensively throughout. By treating digital logic as part of embedded systems design, this book provides an understanding of the hardware needed in the analysis and design of systems comprising both hardware and software components. Includes a Web site with links to vendor tools, labs and tutorials. Presents digital logic design as an activity in a larger systems design context. Features extensive use of Verilog examples to demonstrate HDL usage at the abstract behavioural level and register transfer level, as well as for low-level verification and verification environments. Includes worked examples throughout to enhance the reader's understanding and retention of the material. Companion Web site includes links to CAD tools for FPGA design from Synplicity, Mentor Graphics, and Xilinx, Verilog source code for all the examples in the book, lecture slides, laboratory projects, and solutions to exercises. Paperback: 584 pages Publisher: Morgan Kaufmann (September 14, 2007) Language: English ISBN-10: 0123695279 ISBN-13: 978-0123695277 contents c h a p t e r 1 Introduction and Methodology . . . . . . . . . . . 1 1.1 Digital Systems and Embedded Systems . . . . . . . . . . . . . . . . . 1 1.2 Binary Representation and Circuit Elements . . . . . . . . . . . . . 4 1.3 Real-World Circuits . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9 1.3.1 Integrated Circuits . . . . . . . . . . . . . . . . . . . . . . . . . . 10 1.3.2 Logic Levels . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 11 1.3.3 Static Load Levels . . . . . . . . . . . . . . . . . . . . . . . . . . 13 1.3.4 Capacitive Load and Propagation Delay . . . . . . . . . 15 1.3.5 Wire Delay . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 17 1.3.6 Sequential Timing . . . . . . . . . . . . . . . . . . . . . . . . . . 17 1.3.7 Power . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 18 1.3.8 Area and Packaging . . . . . . . . . . . . . . . . . . . . . . . . . 19 1.4 Models . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 21 1.5 Design Methodology . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 26 1.5.1 Embedded Systems Design . . . . . . . . . . . . . . . . . . . 31 1.6 Chapter Summary . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 33 1.7 Further Reading . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 34 Exercises . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 35 c h a p t e r 2 Combinational Basics . . . . . . . . . . . . . . . . . . 39 2.1 Boolean Functions and Boolean Algebra . . . . . . . . . . . . . . . . 39 2.1.1 Boolean Functions . . . . . . . . . . . . . . . . . . . . . . . . . . 39 2.1.2 Boolean Algebra . . . . . . . . . . . . . . . . . . . . . . . . . . . 48 2.1.3 Verilog Models of Boolean Equations . . . . . . . . . . . 51 2.2 Binary Coding . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 54 2.2.1 Using Vectors for Binary Codes . . . . . . . . . . . . . . . . 56 2.2.2 Bit Errors . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 58 2.3 Combinational Components and Circuits . . . . . . . . . . . . . . . 62 2.3.1 Decoders and Encoders . . . . . . . . . . . . . . . . . . . . . . 62 2.3.2 Multiplexers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 68 2.3.3 Active-Low Logic . . . . . . . . . . . . . . . . . . . . . . . . . . 71 2.4 Verification of Combinational Circuits . . . . . . . . . . . . . . . . . . 74 2.5 Chapter Summary . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 81 2.6 Further Reading . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 82 Exercises . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 83 c h a p t e r 3 Numeric Basics . . . . . . . . . . . . . . . . . . . . . . . 87 3.1 Unsigned Integers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 87 3.1.1 Coding Unsigned Integers . . . . . . . . . . . . . . . . . . . . 87 3.1.2 Operations on Unsigned Integers . . . . . . . . . . . . . . 92 3.1.3 Gray Codes . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 116 3.2 Signed Integers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 119 3.2.1 Coding Signed Integers . . . . . . . . . . . . . . . . . . . . . . 119 3.2.2 Operations on Signed Integers . . . . . . . . . . . . . . . . . 122 3.3 Fixed-Point Numbers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 131 3.3.1 Coding Fixed-Point Numbers . . . . . . . . . . . . . . . . . 131 3.3.2 Operations on Fixed-Point Numbers . . . . . . . . . . . . 136 3.4 Floating-Point Numbers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 138 3.4.1 Coding Floating-Point Numbers . . . . . . . . . . . . . . . 138 3.5 Chapter Summary . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 143 3.6 Further Reading . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 144 Exercises . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 144 c h a p t e r 4 Sequential Basics . . . . . . . . . . . . . . . . . . . . . . 151 4.1 Storage Elements . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 151 4.1.1 Flip-flops and Registers . . . . . . . . . . . . . . . . . . . . . . 151 4.1.2 Shift Registers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 161 4.1.3 Latches . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 162 4.2 Counters . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 167 4.3 Sequential Datapaths and Control . . . . . . . . . . . . . . . . . . . . . 175 4.3.1 Finite-State Machines . . . . . . . . . . . . . . . . . . . . . . . 179 4.4 Clocked Synchronous Timing Methodology . . . . . . . . . . . . . . 187 4.4.1 Asynchronous Inputs . . . . . . . . . . . . . . . . . . . . . . . . 192 4.4.2 Verification of Sequential Circuits . . . . . . . . . . . . . . 196 4.4.3 Asynchronous Timing Methodologies . . . . . . . . . . . 200 4.5 Chapter Summary . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 203 4.6 Further Reading . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 204 Exercises . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 205 c h a p t e r 5 Memories . . . . . . . . . . . . . . . . . . . . . . . . . . . 211 5.1 General Concepts . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 211 5.2 Memory Types . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 219 5.2.1 Asynchronous Static RAM . . . . . . . . . . . . . . . . . . . 220 5.2.2 Synchronous Static RAM . . . . . . . . . . . . . . . . . . . . . 222 5.2.3 Multiport Memories . . . . . . . . . . . . . . . . . . . . . . . . 229 5.2.4 Dynamic RAM . . . . . . . . . . . . . . . . . . . . . . . . . . . . 233 5.2.5 Read-Only Memories . . . . . . . . . . . . . . . . . . . . . . . 235 5.3 Error Detection and Correction . . . . . . . . . . . . . . . . . . . . . . . 240 5.4 Chapter Summary . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 244 5.5 Further Reading . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 245 Exercises . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 246 c h a p t e r 6 Implementation Fabrics . . . . . . . . . . . . . . . . . 249 6.1 Integrated Circuits . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 249 6.1.1 Integrated Circuit Manufacture . . . . . . . . . . . . . . . . 250 6.1.2 SSI and MSI Logic Families . . . . . . . . . . . . . . . . . . . 252 6.1.3 Application-Specific Integrated Circuits (ASICs) . . . 255 6.2 Programmable Logic Devices . . . . . . . . . . . . . . . . . . . . . . . . . 258 6.2.1 Programmable Array Logic . . . . . . . . . . . . . . . . . . . 258 6.2.2 Complex PLDs . . . . . . . . . . . . . . . . . . . . . . . . . . . . 262 6.2.3 Field-Programmable Gate Arrays . . . . . . . . . . . . . . 263 6.3 Packaging and Circuit Boards . . . . . . . . . . . . . . . . . . . . . . . . 269 6.4 Interconnection and Signal Integrity . . . . . . . . . . . . . . . . . . . . 272 6.4.1 Differential Signaling . . . . . . . . . . . . . . . . . . . . . . . . 276 6.5 Chapter Summary . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 278 6.6 Further Reading . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 279 Exercises . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 280 c h a p t e r 7 Processor Basics . . . . . . . . . . . . . . . . . . . . . . 281 7.1 Embedded Computer Organization . . . . . . . . . . . . . . . . . . . . 281 7.1.1 Microcontrollers and Processor Cores . . . . . . . . . . . 283 7.2 Instructions and Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 285 7.2.1 The Gumnut Instruction Set . . . . . . . . . . . . . . . . . . 287 7.2.2 The Gumnut Assembler . . . . . . . . . . . . . . . . . . . . . . 296 7.2.3 Instruction Encoding . . . . . . . . . . . . . . . . . . . . . . . . 298 7.2.4 Other CPU Instruction Sets . . . . . . . . . . . . . . . . . . . 300 7.3 Interfacing with Memory . . . . . . . . . . . . . . . . . . . . . . . . . . . . 302 7.3.1 Cache Memory . . . . . . . . . . . . . . . . . . . . . . . . . . . . 307 7.4 Chapter Summary . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 311 7.5 Further Reading . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 311 Exercises . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 312 c h a p t e r 8 I/O Interfacing . . . . . . . . . . . . . . . . . . . . . . . 315 8.1 I/O Devices . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 315 8.1.1 Input Devices . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 316 8.1.2 Output Devices . . . . . . . . . . . . . . . . . . . . . . . . . . . . 321 8.2 I/O Controllers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 330 8.2.1 Simple I/O Controllers . . . . . . . . . . . . . . . . . . . . . . 331 8.2.2 Autonomous I/O Controllers . . . . . . . . . . . . . . . . . 335 8.3 Parallel Buses . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 338 8.3.1 Multiplexed Buses . . . . . . . . . . . . . . . . . . . . . . . . . . 338 8.3.2 Tristate Buses . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 342 8.3.3 Open-Drain Buses . . . . . . . . . . . . . . . . . . . . . . . . . . 348 8.3.4 Bus Protocols . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 349 8.4 Serial Transmission . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 353 8.4.1 Serial Transmission Techniques . . . . . . . . . . . . . . . . 353 8.4.2 Serial Interface Standards . . . . . . . . . . . . . . . . . . . . 357 8.5 I/O Software . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 360 8.5.1 Polling . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 360 8.5.2 Interrupts . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 362 8.5.3 Timers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 366 8.6 Chapter Summary . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 373 8.7 Further Reading . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 374 Exercises . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 375 c h a p t e r 9 Accelerators . . . . . . . . . . . . . . . . . . . . . . . . . 379 9.1 General Concepts . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 379 9.2 Case Study: Video Edge-Detection . . . . . . . . . . . . . . . . . . . . . 386 9.3 Verifying an Accelerator . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 407 9.4 Chapter Summary . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 419 9.5 Further Reading . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 419 Exercises . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 420 c h a p t e r 1 0 Design Methodology . . . . . . . . . . . . . . . . . . 423 10.1 Design Flow . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 423 10.1.1 Architecture Exploration . . . . . . . . . . . . . . . . . . . . . 425 10.1.2 Functional Design . . . . . . . . . . . . . . . . . . . . . . . . . . 427 10.1.3 Functional Verification . . . . . . . . . . . . . . . . . . . . . . 429 10.1.4 Synthesis . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 435 10.1.5 Physical Design . . . . . . . . . . . . . . . . . . . . . . . . . . . . 438 10.2 Design Optimization . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 441 10.2.1 Area Optimization . . . . . . . . . . . . . . . . . . . . . . . . . 442 10.2.2 Timing Optimization . . . . . . . . . . . . . . . . . . . . . . . . 443 10.2.3 Power Optimization . . . . . . . . . . . . . . . . . . . . . . . . 448 10.3 Design for Test . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 451 10.3.1 Fault Models and Fault Simulation . . . . . . . . . . . . . 452 10.3.2 Scan Design and Boundary Scan . . . . . . . . . . . . . . . 454 10.3.3 Built-In Self Test (BIST) . . . . . . . . . . . . . . . . . . . . . 458 10.4 Nontechnical Issues . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 462 10.5 In Conclusion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 463 10.6 Chapter Summary . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 465 10.7 Further Reading . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 466

People increasingly use social networks to manage various aspects of their lives such as communication, collaboration, and information sharing. A user’s network of friends may offer a wide range of important benefits such as receiving online help and support and the ability to exploit professional opportunities. One of the most profound properties of social networks is their dynamic nature governed by people constantly joining and leaving the social networks. The circle of friends may frequently change when people establish friendship through social links or when their interest in a social relationship ends and the link is removed. This book introduces novel techniques and algorithms for social network-based recommender systems. Here, concepts such as link prediction using graph patterns, following recommendation based on user authority, strategic partner selection in collaborative systems, and network formation based on “social brokers” are presented. In this book, well-established graph models such as the notion of hubs and authorities provide the basis for authority-based recommendation and are systematically extended towards a unified Hyperlink Induced Topic Search (HITS) and personalized PageRank model. Detailed experiments using various real-world datasets and systematic evaluation of recommendation results proof the applicability of the presented concepts.

“互联网精神”即：开放、平等、协作、分享。

这是英文原版《数据库原理》第3版的教师用书，包含课后习题的全部答案。

This book introduces the fundamental concepts necessary for designing, using, and implementing database systems and database applications. Our presentation stresses the fundamentals of database modeling and design, the languages and models provided by the database management systems, and database system implementation techniques. The book is meant to be used as a textbook for a one- or two-semester course in database systems at the junior, senior, or graduate level, and as a reference book. Our goal is to provide an in-depth and up-to-date presentation of the most important aspects of database systems and applications, and related technologies. We assume that readers are familiar with elementary programming and data-structuring concepts and that they have had some exposure to the basics of computer organization.

Recommender systems are practically a necessity for keeping a site's content current, useful, and interesting to visitors. Recommender systems are everywhere, helping you find everything from movies to jobs, restaurants to hospitals, even romance. Practical Recommender Systems goes behind the curtain to show readers how recommender systems work and, more importantly, how to create and apply them for their site. This hands-on guide covers scaling problems and other issues they may encounter as their site grows. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications.