Title: Kris Gaj
1Kris Gaj
- Research and teaching interests
- cryptography
- computer arithmetic
- VLSI design and testing
- Contact
- Science Technology II, room 223
- kgaj_at_gmu.edu, kgaj01_at_yahoo.com,
- (703) 993-1575
Office hours Monday, 730-830 PM
Thursday, 730-830 PM
2ECE 645
Part of
MS in CpE
Digital Systems Design required course Other
concentration areas elective course
MS in EE
Certificate in VLSI Design/Manufacturing
PhD in ECE
PhD in IT
3Spring 2006 Enrollment as of January 23, 2006
BS in CpE 1
NDG 1
PhD in IT 1
PhD in ECE 1
MS in CpE 7
MS in ISA 1
MS in EE 6
4- DIGITAL SYSTEMS DESIGN
- Concentration advisor Ken Hintz
- 1. ECE 545 Introduction to VHDL K. Gaj, K.
Hintz, project, VHDL, Aldec/Synplicity/Xilinx and
ModelSim/Synopsys - 2. ECE 645 Computer Arithmetic HW and SW
Implementation K. Gaj, project, VHDL,
Aldec/Synplicity/Xilinx and
ModelSim/Synopsys - 3. ECE 586 Digital Integrated Circuits D.
Ioannou - 4. ECE 681 VLSI Design Automation T. Storey,
project/lab, back-end design with Synopsys tools
5Courses
Design level
Computer Arithmetic
Introduction to VHDL
VLSI Design Automation
algorithmic
ECE 645
ECE 545
register-transfer
ECE 681
gate
ECE 586
transistor
Digital Integrated Circuits
layout
Semiconductor Device Fundamentals
MOS Device Electronics
ECE 584
devices
ECE 684
6Prerequisites
ECE 545 Introduction to VHDL
or
Permission of the instructor, granted assuming
that you know
VHDL or Verilog,
High level programming language (preferably C)
7Course web page
ECE web page ? Courses ? Course web pages ? ECE
645
http//teal.gmu.edu/courses/ECE645/index.htm
8Computer Arithmetic
Lecture
Project
Project 1 20 Project 2 30
Homework 15 Midterm exam 1 (in class)
20 Midterm exam 2 (take-home)
15
9Advanced digital circuit design course covering
Efficient
- addition and subtraction
- multiplication
- division and modular reduction
- exponentiation
- Elements
- of the Galois
- field GF(2n)
- polynomial base
Integers unsigned and signed
Real numbers
- fixed point
- single and double precision
- floating point
10Lecture topics (1)
INTRODUCTION
1. Applications of computer arithmetic algorithms
2. Number representation
- Unsigned Integers
- Signed Integers
- Fixed-point real numbers
- Floating-point real numbers
- Elements of the Galois Field GF(2n)
11ADDITION AND SUBTRACTION
1. Basic addition, subtraction, and counting 2.
Carry-lookahead, carry-select, and hybrid
adders 3. Adders based on Parallel Prefix
Networks
12MULTIOPERAND ADDITION
1. Carry-save adders 2. Wallace and Dadda
Trees 3. Adding multiple signed numbers
13MULTIPLICATION
1. Tree and array multipliers 2. Sequential
multipliers 3. Multiplication of signed numbers
and squaring
14DIVISION
- Basic restoring and non-restoring
- sequential dividers
- 2. SRT and high-radix dividers
- 3. Array dividers
15FLOATING POINT AND GALOIS FIELD ARITHMETIC
- Floating-point units
- 2. Galois Field GF(2n) units
16Similar courses at other universities
- University of California, Santa Barbara, Behrooz
Parhami, - ECE252B Computer Arithmetic.
- University of Massachusetts, Amherst, Israel
Koren, - ECE666 Digital Computer Arithmetic
- Lehigh University, Michael Schulte,
- ECE496 High-Speed Computer Arithmetic.
- Worcester Polytechnic Institute, Berk Sunar,
- EE-579 V Computer Arithmetic Circuits.
- Stanford University, Michael Flynn,
- EE486 Advanced Computer Arithmetic.
- University of California, Davies, Vojin
Oklobdzija, - ECE278 Computer Arithmetic for Digital
Implementation.
17New in this course
- real-life project based on VHDL or Verilog HDL
- operations in the Galois Field
- (with the application in cryptography
- and communications)
18Possible topics for a Scholarly Paper or
Research Project for the CpE EE students
Advanced Computer Arithmetic
Square root Exponential and logarithmic
functions Trigonometric functions Hyperbolic
functions Fault-Tolerant Arithmetic Low-Power
Arithmetic High-Throughput Arithmetic
19Three Curriculum Options
2 core courses
4 required courses
2 elective courses
3 elective courses
4 elective courses
ECE 799 Masters Thesis (6 cr. hrs)
ECE 798 Research Project
Scholarly paper
Scholarly paper
MS Thesis Option
Research Project Option
Scholarly Paper Option
20Literature (1)
Required textbook Behrooz Parhami, Computer
Arithmetic Algorithms and Hardware Design,
Oxford University Press, 2000.
Recommended textbooks
Milos D. Ercegovac and Tomas Lang Digital
Arithmetic, Morgan Kaufmann Publishers,
2004. Isreal Koren, Computer Arithmetic
Algorithms, 2nd edition, A. K. Peters, Natick,
MA, 2002.
21Literature (2)
VHDL books (used in ECE 545 in Fall 2005)
1. Sundar Rajan, Essential VHDL RTL Synthesis
Done Right, S G Publishing, 1998. 2.
Volnei A. Pedroni, Circuit Design with VHDL,
The MIT Press, 2004.
22Literature (3)
Supplementary books
- E. E. Swartzlander, Jr., Computer Arithmetic,
- vols. I and II, IEEE Computer Society
Press, 1990. - 2. Alfred J. Menezes, Paul C. van Oorschot,
- and Scott A. Vanstone,
- Handbook of Applied Cryptology,
- Chapter 14, Efficient Implementation,
- CRC Press, Inc., 1998.
- 3. Christof Paar, Efficient VLSI Architectures
for Bit - Parallel Computation in Galois Fields,
- VDI Verlag, 1994.
23Literature (3)
Proceedings of conferences ARITH -
International Symposium on Computer Arithmetic
ASIL - Asilomar Conference on Signals, Systems,
and Computers ICCD - International Conference
on Computer Design CHES - Workshop on
Cryptographic Hardware and
Embedded Systems
Journals and periodicals IEEE Transactions on
Computers, in particular special issues on
computer arithmetic 8/70, 6/73, 7/77,
4/83, 8/90, 8/92, 8/94. IEEE Transactions on
Circuits and Systems IEEE Transactions on
Very Large Scale Integration IEE
Proceedings Computer and Digital Techniques
Journal of VLSI Signal Processing
24Homework
- reading assignments (main textbook articles)
- analysis of hardware and software algorithms
- and implementations
- design of small hardware units using VHDL or
Verilog
Optional assignments
Possibility of trading analysis vs. design
vs. coding
25Midterm exams
Exam 1 - 2 hrs 30 minutes, in class
multiple choice short problems Exam 2 48
hrs, take-home analysis and design
of arithmetic units using VHDL or
Verilog HDL
Practice exams on the web
Tentative days of exams
Exam 1 - Monday, March 27 Exam 2 -
Saturday-Sunday, May 6-7
26Project (1)
Project I (20 of grade)
Design and comparative analysis of fast adders
(several hundred bits long)
- Optimization criteria
- minimum latency
- maximum throughput
- minimum area
- minimum product latency area
- maximum ratio throughput/area
- scalability
Similar for all students
Done individually
Final report due Monday, March 20
27Project (2)
Project II (30 of grade)
Long unsigned or signed integers
- Fast
- multiplication
- squaring
- division
- modular reduction, or
- modular exponentiation
or
Floating-point numbers
- Fast
- addition or
- multiplication
28Project II (rules)
- Real life application
- Requirements derived from the analysis of the
application - Typically both hardware and software design
- Several project topics proposed on the web
- You can choose project topic by yourself
- Can be done in a group of 1-3 students
Written report oral presentation Monday, May 15
29Project II (rules)
- Every team works on a slightly different problem
- Project topics should be more complex for larger
teams
- Cooperation (but not exchange of code)
- between teams is encouraged
30Project
Hardware
Software
High level language (C preferred)
VHDL (or Verilog) code
Latency and/or throughput
Execution time
Area
Memory requirements
Scalability
Scalability
31Degrees of freedom and possible trade-offs
speed
area
ECE 645
power
testability
ECE 682
ECE 586, 681
32Degrees of freedom and possible trade-offs
speed
latency
area
throughput
33Timing parameters
definition
units
pipelining
time point?point
ns
delay
ns
bad
latency
time input?output
throughput
Mbits/s
good
output bits/time unit
rising edge ?rising edge of clock
ns
good
clock period
1
MHz
clock frequency
good
clock period
34Project technologies
semi-custom Application Specific Integrated
Circuits
and Field Programmable Gate
Arrays
35Levels of design description
Algorithmic level
Level of description most suitable for synthesis
Register Transfer Level
Logic (gate) level
Circuit (transistor) level
Physical (layout) level
36Register Transfer Logic (RTL) Design Description
Registers
Combinational Logic
Combinational Logic
Clock
37RTL Block Synthesis
Estimated Area
Estimated Timing
Simplified design flow
38VHDL Design Styles
VHDL Design Styles
behavioral (algorithmic)
structural
Components and interconnects
Concurrent statements
Sequential statements
- Registers
- State machines
- Test benches
Subset most suitable for use in this course
39CAD software available at GMU (1)
VHDL simulators
- Aldec Active-HDL (under Windows)
- available in the FPGA Lab, ST II, room 203
- student edition can be purchased on an
individual - basis (59.95 SH)
- available from all PCs in the ECE educational
labs - using an X-terminal emulator
- available remotely from home using a fast
Internet - connection
40CAD software available at GMU (2)
Tools used for logic synthesis
FPGA synthesis
- Synplicity Synplify Pro (under Windows)
- Xilinx XST (under Windows)
- available in the FPGA Lab, ST II, room 203
ASIC synthesis
- Synopsys Design Compiler (under Unix)
- available from all PCs in the ECE educational
labs - using an X-terminal emulator
- available remotely from home using a fast
Internet - connection
41CAD software available at GMU (3)
Tools used for implementation (mapping, placing
routing) in the FPGA technology
- Xilinx ISE (under Windows)
- available in the FPGA Lab, ST II, room 203
42How to learn VHDL for synthesis by yourself?
- Lecture slides for ECE 545 from Fall 2005
- Sundar Rajan, Essential VHDL RTL Synthesis Done
Right, - S G Publishing, 1998.
- Volnei A. Pedroni, Circuit Design with VHDL,
- The MIT Press, 2004.
- Individual or small-group hands-on sessions with
the TA - Practice, Practice, Practice!!!
43Testbench
Non-synthesizable
testbench
Synthesizable
design entity
. . . .
Architecture N
Architecture 2
Architecture 1
44Design Environment
HDL Design (VHDL or Verilog)
Actual Resultsvs. Expected ResultsComparison
Test Vectors (Inputs)
Reference Model ( C )
45Primary applications (1)
Execution units of general purpose microprocessors
Integer units
Floating point units
Integers (8, 16, 32, 64 bits)
Real numbers (32, 64 bits)
46Primary applications (2)
Digital signal and digital image processing
e.g., digital filters Discrete
Fourier Transform Discrete Hilbert
Transform
General purpose DSP processors
Specialized circuits
Real numbers (fixed-point or floating point)
47Primary applications (3)
Coding
Error detection codes Error correcting codes
Elements of the Galois fields GF(2n)
(4-64 bits)
48Secret-key (Symmetric) Cryptosystems
key of Alice and Bob - KAB
key of Alice and Bob - KAB
Network
Decryption
Encryption
Bob
Alice
49Primary applications (4)
Cryptography
Secret key cryptography
IDEA, RC6, Mars
Twofish, Rijndael
Elements of the Galois field GF(2n)
(4, 8 bits)
Integers (16, 32 bits)
50Main operations
Auxiliary operations
2 x SQR32, 2 x ROL32
XOR, ADD/SUB32
RC6
MARS
XOR, ADD/SUB32
MUL32, 2 x ROL32, S-box 9x32
XOR ADD32
Twofish
96 S-box 4x4, 24 MUL GF(28)
Rijndael
16 S-box 8x8 24 MUL GF(28)
XOR
8 x 32 S-box 4x4
Serpent
XOR
51Public Key (Asymmetric) Cryptosystems
Private key of Bob - kB
Public key of Bob - KB
Network
Decryption
Encryption
Bob
Alice
52RSA as a trap-door one-way function
PUBLIC KEY
C f(M) Me mod N
M
C
M f-1(C) Cd mod N
PRIVATE KEY
N P ? Q
P, Q - large prime numbers
e ? d ? 1 mod ((P-1)(Q-1))
53RSA keys
PUBLIC KEY
PRIVATE KEY
e, N
d, P, Q
N P ? Q
P, Q - large prime numbers
e ? d ? 1 mod ((P-1)(Q-1))
54Primary applications (5)
Cryptography
Public key cryptography
RSA, DSS, Diffie-Hellman
Elliptic Curve Cryptosystems
Long integers (1000-2000 bits)
Elements of the Galois field GF(2n)
(150-250 bits)
55Topic 1
C A B mod 232, C A2 mod 232
Function 32-bit unsigned
multiplication and squaring
modulo 232
Application modern secret-key ciphers,
candidates for the new
Advanced Encryption
Standard (AES) MARS developed by IBM
RC6 developed at MIT
Environment hardware, software for 8-bit
processors
Optimization
- maximum throughput
- minimum latency
- minimum area
56256
C ? Ai Bi
Topic 2
i1
Function 64-bit signed
multiplier-accumulator (MAC)
accumulating at least 256 partial products
Application digital filters
Environment hardware,
software for a general purpose DSP or
microprocessor
Optimization
Hardware - maximum throughput
limited area Software minimum execution time,
limited memory
57Topic 3
C A B CA / B
Function multiplication of two 64-bit
signed numbers
division of a 128-bit number by a 64-bit
number
Application general purpose microprocessor
Environment hardware,
software for a 64-bit processor without
multiplication and
division built in
Optimization
Hardware minimum latency
maximum throughput limited
area Software minimum execution time,
limited memory
58Topic 4
C AE mod N
Function modular exponentiation CME
mod N M, N arbitrary
768-bit numbers, E2161
Application modern public-key ciphers
RSA
Diffie-Hellman
Elliptic
Curve Cryptosystems
Environment hardware, software for 32-bit or
8-bit processors
Optimization
Hardware - minimum latency
limited area Software minimum execution time,
limited memory
59Topic 5
Z XY Z X Y
Function floating point addition and
multiplication
according to ANSI/IEEE 754
Application general purpose microprocessor
or digital signal
processor
Environment hardware,
software for a 32-bit processor without
floating point
operations
Optimization
Hardware minimum latency
maximum throughput limited
area Software minimum execution time,
limited memory
60Famous computer arithmetic bugs and flaws
61Learn to deal with approximations
- In digital arithmetic one has to come to grips
with approximation and questions like - When is approximation good enough
- What margin of error is acceptable
- Be aware of the applications you are designing
the arithmetic circuit or program for. - Analyze the implications of your approximation.
62Calculators
u
v 21/1024 1.000 677 131
1.000 677 131
10 times
y (((v2)2))2 1.999 999 983
x (((u2)2))2 1.999 999 963
10 times
10 times
x u1024 1.999 999 973
y v1024 1.999 999 994
Hidden digits in the internal representation of
numbers Different algorithms give slightly
different results Very good accuracy
63Consequences of bad approximations
Example Failure of Patriot Missile (1991 Feb.
25) Source http//www.math.psu.edu/dna/455.f96/dis
asters.html American Patriot Missile battery in
Dharan, Saudi Arabia, failed to intercept
incoming Iraqi Scud missile The Scud struck an
American Army barracks, killing 28 Cause, per
GAO/IMTEC-92-26 report software problem
(inaccurate calculation of the time since boot)
Specifics of the problem time in tenths of
second as measured by the systems internal clock
was multiplied by 1/10 to get the time in seconds
Internal registers were 24 bits wide 1/10
0.0001 1001 1001 1001 1001 100 (chopped to 24 b)
Error _at_ 0.1100 1100 2 23 _at_ 9.5 10 8 Error
in 100-hr operation period _at_ 9.5 10 8 100
60 60 10 0.34 s Distance traveled by Scud
(0.34 s) (1676 m/s) _at_ 570 m This put the Scud
outside the Patriots range gate Ironically,
the fact that the bad time calculation had been
improved in some (but not all) code parts
contributed to the problem, since it meant that
inaccuracies did not cancel out
64Consequences of bad approximations
Example Explosion of Ariane Rocket (1996 June
4) Source http//www.math.psu.edu/dna/455.f96/disa
sters.html Unmanned Ariane 5 rocket launched by
the European Space Agency veered off its flight
path, broke up, and exploded only 30 seconds
after lift-off (altitude of 3700 m) The 500
million rocket (with cargo) was on its 1st voyage
after a decade of development costing 7 billion
Cause software error in the inertial reference
system Specifics of the problem a 64 bit
floating point number relating to the horizontal
velocity of the rocket was being converted to a
16 bit signed integer An SRI software exception
arose during conversion because the 64-bit
floating point number had a value greater than
what could be represented by a 16-bit signed
integer (max 32 767)
65Pentium bug (1)
October 1994
Thomas Nicely, Lynchburg Collage, Virginia finds
an error in his computer calculations, and
traces it back to the Pentium processor
November 7, 1994
First press announcement, Electronic Engineering
Times
Late 1994
Tim Coe, Vitesse Semiconductor presents an
example with the worst-case error
c 4 195 835/3 145 727
Pentium 1.333 739 06... Correct result
1.333 820 44...
66Pentium bug (2)
Intel admits subtle flaw
November 30, 1994
Intels white paper about the bug and its
possible consequences
Intel - average spreadsheet user affected once in
27,000 years IBM - average spreadsheet user
affected once every 24 days
Replacements based on customer needs
December 20, 1994
Announcement of no-question-asked replacements
67Pentium bug (3)
Error traced back to the look-up table used
by the radix-4 SRT division algorithm
2048 cells, 1066 non-zero values -2, -1, 1, 2
5 non-zero values not downloaded
correctly to the lookup table due to an error in
the C script
68(No Transcript)