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picture1_Linear Regression Ppt 69938 | Chapter1


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File: Linear Regression Ppt 69938 | Chapter1
0 1 introduction goals create your own definition of statistics state some applications of statistics for your field state the branches of statistics and briefly describe each one define population ...

icon picture PPTX Filetype Power Point PPTX | Posted on 29 Aug 2022 | 3 years ago
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                    Chapter-1 : Introduction
    • Aims/Scope 
          Why study DSP ?  
           DSP in applications : Mobile communications example
           DSP in applications : Hearing aids example
    • Overview
         Filter design & implementation
         Optimal and adaptive filters
         Filter banks and subband systems
    •  Lectures/course material/literature
    •  Exercise sessions/project
    •  Exam 
   DSP-CIS 2018  /  Chapter-1: Introduction                               2 / 40
                          Why study DSP ?
     • Analog Systems       vs.   Digital Systems 
        IN                    OUT            IN          2           OUT
                                                 A/D +2         D/A
                                                        =4
      - Can translate (any) analog (e.g. filter) design into digital
      - Going `digital’ allows to expand functionality/flexibility/…
         (e.g. speech recognition, audio compression… )
   DSP-CIS 2018  /  Chapter-1: Introduction                               3 / 40
                      Why study DSP ?
    • Start with two `DSP in applications’ examples: 
        - DSP in mobile communications
        - DSP in hearing aids
    • Main message: 
       Consumer electronics products (and many other systems) 
       have become (embedded) ‘supercomputers’ (Mops…Gops/sec), 
       packed with mathematics & DSP functionalities…
   DSP-CIS 2018  /  Chapter-1: Introduction                     4 / 40
     DSP in applications: Mobile Communications 1/10
    Cellular Mobile Communications (e.g. GSM/UMTS/4G/...)
    •  Basic network architecture : 
        – Country covered by a grid of cells
        – Each cell has a base station
        – Base station connected to land telephone network and 
          communicates with mobiles via a radio interface
        – Digital communication format
   DSP-CIS 2018  /  Chapter-1: Introduction                               5 / 40
     DSP in applications: Mobile Communications 2/10
   •  DSP for Digital Communications  (`physical layer’ ) :
       – A common misunderstanding is that digital communications 
           is `simple’….
                                      .99,.01,.96,.95,.07,…
     Transmitter      Channel             Receiver      n
     1,0,1,1,0,…                                        o
                                                        i
                                                        s
                        x        +           x          i
                                                        c
                                                        e    1,0,1,1,0,…
                         a                     1/a      d
                              noise
       – While in practice…
   PS: This is a discrete-time system representation, see Chapter-2 for review on signals&systems
   DSP-CIS 2018  /  Chapter-1: Introduction                             6 / 40
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...Introduction goals create your own definition of statistics state some applications for field the branches and briefly describe each one define population sample variable differentiate between probability be able to solve word problems in what is science collecting interpreting data components collection organization analysis interpretation computer client server performance image processing chemistry physics determining outliers linear regression propagation error dealing with large populations approximations engineering process technique better than another business making good decisions everyday life medical information average cell phone usage purdue students descriptive graphical numerical methods used organize summarize inferential techniques analyze a small specific set order draw conclusion about more general claim status quo experiment check likelihood how likely experimental result consistent outcome reasonable rare...

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