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Modeling and Characterization of High Frequency Effects in ULSI Interconnects Narain Arora and Li Song narain@cadence.com May 11, 2005 1 CADENCE DESIGN SYSTEMS, INC. Outline Interconnect High Frequency Effects Resistance effect


  1. Modeling and Characterization of High Frequency Effects in ULSI Interconnects Narain Arora and Li Song narain@cadence.com May 11, 2005 1 CADENCE DESIGN SYSTEMS, INC.

  2. Outline • Interconnect High Frequency Effects • Resistance effect • Inductance effect • Capacitance effect • Characterization of High Frequency Effects • RC Delay • Crosstalk Noise • Power/Ground Bounce • Conclusions 2

  3. An Overview • Aggressive Scaling 9+ metal � Interconnect dominates IC performance levels wire • Manufacturing Related Issues 45 Via Global – Electron scattering 40 Interconnect Delay 35 Delay (ps) – CMP etc. Al + SiO2 30 Interconnect Interconnect • High Frequency Effects 25 dominates dominates gate delay gate delay 20 Gate Delay – Timing/Delay 15 – Ringing/Reflection 10 Local 5 0.18 0.65 0.5 0.35 0.25 0.13 0.10 µ 0.18 – Signal integrity/Crosstalk 0 – Power/Ground bounce etc. Source: ITRS Roadmap 1999 3

  4. Electron Scattering W. Steinhoegl et al., SISPAD 2003     α  +  1 1 1 U ( )   ρ = ρ  − + α − α  + − 2 3   ln 1 1 . 2 1 p l     0 α 3 3 2   S     l r Resistivity increase due to surface α = − d 1 r and grain boundary scattering U is the perimeter and S is the cross-section area of the wire 4

  5. Inductance Effects Wire inductance effects – Ringing and overshoot - problematic for clocks since glitches can be observed as transitions leading to 32-bit bus lines, left most line is active faulty switching – Increased delay – Inductive crosstalk and reflections of signals due to impedance mismatch Signal line – Switching noise due to voltage drops L di dt - problematic for power distribution network Neighboring line After M. Beattie and L. T. Pileggi, DAC 2001 5

  6. Resistance (Skin) Effect ρ l = ( ( ) ) R δ: Skin Depth t δ 1 − w exp δ 200 More pronounced Co-planar skin effect at high 180 Floating Parallel Lines frequencies 160 Ground Crossing Lines Resistance Ohm/mm ρ = 33 Ω ⋅ µ Al Model m m 140 � Due to cladding Al Model ρ = 29 Ω ⋅ µ m m 120 � CMP fills 100 80 Highly 60 resistive 40 cladding 20 Cu Wire 0 0.10 1.00 10.00 100.00 Frequency (GHz) 6

  7. Skin Effect Modeling • SPICE simulations with/without Skin Effect • Skin effect influence both reflection and signal propagation 7

  8. Field Solver Simulation and Modeling CMP metal fills blocks provide current return loop at high frequencies 1.40 1.20 Coplanar GND Return Inductance nH/mm 1.00 0.80 Co-planar 0.60 Floating Parallel Lines 0.40 Ground Crossing Lines Coplanar Metal Fill Return Fast Henry Simulation 0.20 Full Wave Simulation 0.00 0.10 1.00 10.00 100.00 f (GHz) 8

  9. SPICE Modeling Previous Ladder and Branch models can’t predict both R and L values well 200 2.00 180 1.80 160 1.60 Resistance (Ohm/mm) Inductance (nH/mm) 140 1.40 120 1.20 100 1.00 Measurement 80 0.80 Model-Ladder Model-Branch 60 0.60 40 0.40 20 0.20 Co-planar Inductance Structure 0 0.00 0.10 1.00 10.00 100.00 f (GHz) 9

  10. High Frequency Capacitance (Cu) 0.50 0.45 0.40 Capacitance pF/mm 0.35 0.30 0.25 0.20 0.15 co-planar structure 0.10 floating parallel lines 0.05 gounded crossing lines 0.00 0.01 0.10 1.00 10.00 100.00 Frequency (GHz) • Relatively constant at high frequencies (peaks are resonant peaks, the resonant frequency is smaller for structure with high capacitance) 10

  11. Interconnect High Frequency Effect Characterization • Two ways of characterizing interconnects are : 1. Use the Field Solvers that are based on Maxwell’s equations (soft validation). Inherent assumption is that process parameters that are input to the solver are correct (from silicon prospective). 2. Test chips fabricated on Silicon Wafers for a given technology, measuring the RCL of those structures (Silicon validation). Though expensive and time consuming, it is the only way to do correct model validation. • Characterization Techniques – S Parameter Measurement – TDR Measurement – Ring Oscillator Technique 11

  12. S Parameter Measurement TSMC 90nm Cu CMOS process • S parameters are measured on test structures (HP 8510C network analyzer (50MHz-50GHz), (Short, Open, Load and Through) SOLT calibration on Cascade standard * S12 • Test Structure pads are de- embedded and parasitic are 45 MHz corrected • Propagation constant and 50 GHz S11 characteristic impedance are extracted from S parameters measured as shown in Figure • Resistance and inductance are extracted from the propagation constant and characteristic Smith Chart of Co-planar structure #1 impedance * See Cascade Microtech website: www.cmicro.com 12

  13. RLCG Extraction S parameter response from a transmission line R L G C Telegrapher’s equation model Solving for propagation constant and characteristic impedance , , From Then Eisenstadt, et. Al. IEEE Tran. Component, Hybrids and Manufacturing Tech. pp483-490, Vol. 15, No. 4 Aug., 1992 13

  14. Ring Oscillators RC delay dominates for 0.14um wide Cu wire delays 1400 1200 Resonat Frequency (MHz) 1000 800 600 400 Enable Out 200 0 Spectrum 0.0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 Analyzer f 0 length (mm) For wire length 6mm: R (Ohm) L (nH) C(fF) RC Delay (ns) LC Delay (ns) RO Delay (ns) RO f 0 (MHz) 2400 3.00 0.30 0.720 0.030 0.750 667 14

  15. RC Delays Process Node (nm) 180 130 90 65 45 Width /Spacing 280 200 140 100 80 Metal Thickness 580 350 320 270 200 Dielectric Thickness 800 360 270 200 140 Dielectric Constant 4.00 3.60 3.10 2.90 2.70 Resistivity ( µΩ⋅ cm) 3.70 2.20 2.20 2.60 2.90 R ( Ω / µ m) 0.246 0.314 0.476 0.815 1.813 C (fF/ µ m) 0.122 0.083 0.093 0.095 0.080 SoC Freq. (KHz) 500 1000 1500 2000 3000 jwL (/ µ m) 0.013 0.023 0.033 0.044 0.063 RC delay (fs/ µ m) 0.030 0.026 0.044 0.077 0.145 � RC delay decreased at 130nm node due to the introduction of Cu and low k material � Inductance effect increases as operating frequency increases � RC delay increases again as resistivity of Cu wire increases (cladding and electron scattering) 15

  16. Manhattan vs. X Architecture Routing Lower cost and Higher performance Preferred direction A Better Way Manhattan with optimization Metal 5 B B Metal 4 Metal 3 Metal 2 Metal 1 C C A A 30% shorter Chip Impact: 20% Less Interconnect 30% Fewer Vias 16

  17. X Architecture Layout A typical layout and SEM picture Pervasive use of diagonal wires 17

  18. Power Grid effects on Inductance • L increases for increasing spacing because more flux is enclosed between the signal lines and the return path • In a realistic test structure, L becomes less dependent on the spacing to the intended return ground. Local lines and capacitive coupling provide alternative return paths S. S. Wong et. al. Proc. IEEE ISQED , pp. 389-394, 2003 X Architecture Signal Manhattan Signal 18

  19. FastHenry Simulation - Self Inductance 1 1.0 0.9 0.9 0.8 0.8 0.7 0.7 0.6 0.6 L (nH/mm) L (nH/mm) 0.5 0.5 Manhattan Mesh X Signal 0.4 0.4 0.3 X Mesh 0.3 0.2 0.2 0.1 Manhattan 0.1 X Signal Manhattan Signal Signal 0 0.0 0.10 1.00 10.00 100.00 0.10 1.00 10.00 100.00 f (GHz) f (GHz) Manhattan Power Grid X Architecture Power Grid Small variation for diagonal signal line 19

  20. Crosstalk • Capacitive Crosstalk • Inductive Crosstalk • Total Crosstalk   1 L dV   1 C L NE =   V K v = − = + V d Z c m d s  c m  K   FE 0 c NE 0 NE 2 Z dt 4  C L    0 20

  21. Inductive Impact at Clock Signal • Clock carries multi- gigahertz frequency signals with short rise/fall time • Inductive effects actually reduce rise time at near end, but increases clock skews • Modeled as co-planar wave guide (CPWG) Distributed RC/RLC SPICE model, inductance is frequency dependent in the parallel model 21

  22. Inductive Impact on Bus Lines • Simultaneous signal switch increase timing push-out • Leading to inductive noise 22

  23. Power/Ground Bounce • On-chip power/ground grid noise is the Vdd/Vss fluctuation due to Ldi/dt 23

  24. Conclusion • Accurate characterization of high frequency effect such as skin effect, inductance impact on clock, buses and power/ground grid are essential in VLSI design. • High frequency skin effects, inductance and capacitance effects and their impacts on clock, bus and power grids are studied. • Modeling of RC delay, crosstalk and power/ground bounce are presented. • RLC extraction and modeling in sub-90nm technologies with consideration of manufacturing effects such as electron scattering in nanometer wires, high aspect ratio wires and CMP effects 24

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