Origins of Stuck-Faults. Combinational Automatic Test-Pattern Generation (ATPG) Basics. Functional vs. Structural ATPG.
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1 Combinational Automatic Test-Pattern Generation (ATPG) Basics Algorithms and representations Structural vs functional test efinitions Search spaces Completeness Algebras Types of Algorithms Origins of Stuck-Faults Eldred (959) First use of structural testing for the Honeywell atamatic computer Galey, Norby,, Roth (96) First publication of stuck-at at- and stuck-at at- faults Seshu & Freeman (962) Use of stuck- faults for parallel fault simulation Poage (963) Theoretical analysis of stuck-at faults Functional vs Structural ATPG Carry Circuit
2 2 Functional vs Structural (Continued) Functional ATPG generate complete set of tests for circuit input-output combinations! 29 inputs, 65 outputs:! 2 29 = 68,564,733,84,876,926,926,749, 24,863,536,422,92 patterns! Using GHz ATE, would take 25 x 22 years Structural test:! No redundant adder hardware, 64 bit slices! Each with 27 faults (using fault equivalence)! At most 64 x 27 = 728 faults (tests)! Takes 728 s on GHz ATE esigner gives small set of functional tests augment with structural tests to boost coverage to 98 + % efinition of Automatic Test-Pattern Generator Operations on digital hardware:! Inject fault into circuit modeled in computer! Use various ways to activate and propagate fault effect through hardware to circuit output! Output flips from expected to faulty signal Electron-beam (E-beam beam) test observes internal signals picture of nodes charged to and in different colors! Too expensive Scan design add test hardware to all flip-flops flops to make them a giant shift register in test mode! Can shift state in, scan state out! Widely used makes sequential test combinational! Costs: 5 to 2% chip area, circuit delay, extra pin, longer test sequence Circuit and Binary ecision Tree Binary ecision iagram B Follow path from source to sink node product of literals along path gives Boolean value at sink Rightmost path: A B C = Problem: Size varies greatly with variable order
3 3 Algorithm Completeness Algebras: Roth s 5-Valued and Muth s 9-Valued efinition: Algorithm is complete c if it ultimately can search entire binary decision tree, as needed, to generate a test Untestable fault no test for it even after entire tree searched Combinational circuits only untestable faults are redundant, showing the presence of unnecessary hardware Symbol G G F F Meaning / / / / / / / / / Good Machine Failing Machine Roth s Algebra Muth s Additions Roth s and Muth s Higher-Order Algebras Represent two machines, which are simulated simultaneously by a computer program:! Good circuit machine ( st value)! Bad circuit machine (2 nd value) Better to represent both in the algebra:! Need only pass of ATPG to solve both! Good machine values that preclude bad machine values become obvious sooner & vice versa Needed for complete ATPG:! Combinational: Multi-path sensitization, Roth Algebra! Sequential: Muth Algebra -- good and bad machines may have different initial values due to fault Exhaustive Algorithm For n-input circuit, generate all 2 n input patterns Infeasible, unless circuit is partitioned into cones of logic, with 5 inputs! Perform exhaustive ATPG for each cone! Misses faults that require specific activation patterns for multiple cones to be tested
4 4 Random-Pattern Generation Flow chart for method Use to get tests for 6-8% of faults, then switch to -algorithm or other ATPG for rest Boolean ifference Symbolic Method (Sellers et al) g = G (, 2,, n ) for the fault site f j = F j (g,, 2,, n ) j m i = or for i n Boolean ifference (Sellers, Hsiao, Bearnson) Shannon s Expansion Theorem: F (, 2,, n ) = 2 F (,,, n ) + 2 F (,,, n ) Boolean ifference (partial derivative): F j = F g j (,, 2,, n ) F j (,,, n ) Fault etection Requirements: G (, 2,, n ) = F j = F g j (,, 2,, n ) F j (,,, n ) = Fault Sensitization 2 Fault Propagation 3 Line Justification
5 5! Try path f h k L blocked at j,, since there is no way to justify the on i! Try simultaneous paths f h k L and g i j k L blocked at k because -frontier (chain of or ) ) disappears! Final try: path g i j k L test found! Boolean Satisfiability 2SAT: x i x j + x j x k + x l x m = x p x y + x r x s + x t x u = 3SAT: x i x j x k + x j x k x l + x l x m x n = x p x y + x r x s x t + x t x u x v =
6 6 Satisfiability Example for AN Gate Σ a k b k c k = (non-tautology) or Π (a k + b k + c k ) = (satisfiability) AN gate signal relationships: Cube:! If a =, then z = a z! If b =, then z = b z! If z =, then a = AN b = z ab! If a = AN b =, then z = a b z Sum to get: a z + b z + a b z = (third relationship is redundant with two) Pseudo-Boolean and Boolean False Functions Pseudo-Boolean function: : use ordinary + -- integer arithmetic operators! Complementation of x represented by x! F pseudo Bool = 2 z + a b a z b z a b z = Energy function representation: : let any variable be in the range (, ) in pseudo-boolean function Boolean false expression: f AN (a, b, z) ) = z (ab ab) ) = a z + b z + a b z AN Gate Implication Graph Really efficient Each variable has 2 nodes, one for each literal If then clause represented by edge from if literal to then literal Transform into transitive closure graph! When node true, all reachable states are true ANing operator used for 3SAT relations Computational Complexity Ibarra and Sahni analysis NP-Complete (no polynomial expression found for compute time, presumed to be exponential) Worst case: no_pi inputs, 2 no_pi input combinations no_ff flip-flops, flops, 4 no_ff initial flip-flop flop states (good machine or bad machine or ) work to forward or reverse simulate n logic gates α n Complexity: O (n ( x 2 no_pi x 4 no_ff )
7 7 Algorithm History of Algorithm Speedups -ALG POEM FAN TOPS SOCRATES Waicukauski et al EST TRAN Recursive learning Tafertshofer et al Est speedup over -ALG Year (normalized to -ALG time) ATPG System 289 ATPG System 8765 ATPG System 35 ATPG System Analog Fault Modeling Impractical for Logic ATPG Huge # of different possible analog faults in digital circuit Exponential complexity of ATPG algorithm a 2 flip-flop flop circuit can take days of computing! Cannot afford to go to a lower-level level model Most test-pattern generators for digital circuits cannot even model at the transistor switch level (see textbook for 5 examples of switch-level ATPG)
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