This document discusses techniques for reducing power consumption in integrated circuits and systems. It begins by providing background on technology trends that increase power needs such as rising transistor counts. It then discusses sources of power dissipation in CMOS circuits and how power is affected by voltage, frequency, capacitance, and switching activity. The document outlines a design flow for analyzing power at different levels of abstraction. It presents techniques for reducing dynamic, short-circuit, and leakage power through voltage scaling, transistor sizing, clock gating, and other methods. Architecture-level, circuit-level, and logic-level power optimization techniques are also summarized.
With Increase in Portable devices, VLSI chips has to consider about Power usages in VLSI silicon chips. So Power Aware design and verification is so important in Industry. To get basic knowledge on Low Power Design and Verification with UPF basics Go through this Slides.
With Increase in Portable devices, VLSI chips has to consider about Power usages in VLSI silicon chips. So Power Aware design and verification is so important in Industry. To get basic knowledge on Low Power Design and Verification with UPF basics Go through this Slides.
Intelligent Network Services through Active Flow ManipulationTal Lavian Ph.D.
Active Flow Manipulation Abstractions:
Aggregate data into traffic flows
Flows whose characteristics can be identified in real-time
E.g., “all UDP packets to a particular service”, “all TCP packets from a particular machine”.
Actions to be performed in the traffic flows
Actions that can be performed in real-time
E.g., “Change the priority of all traffic destined to a particular service on a particular machine”, “Stop all traffic out of a particular link of a router”.
https://technoelectronics44.blogspot.com/
GDI TECHNOLOGY, here you get GDI implementation and design of GDI based gates AND, OR, XOR, and Adders like CLA, CIA, CSKA, performance analysis of CMOS And GDI
CMOS Analog IC design by Dr GS Javed - Refresher Course - Batch 1Javed G S, PhD
Topics covered in the course
1. DC Biasing of the circuits
2. Circuits for reference voltage and current generation
-Voltage Regulator
-BGR
-LDO
-V-to-I
3. Precision Current References
4. Opamp design for Analog to digital converters
- OTA
- Buffer
- Unity Feedback OTA
- Layout design strategies – 2stage opamp + CMFB
5. Sense and Return mechanisms in Feedback circuits
- Current and Voltage circuits
6. Sub-Threshold Conduction
- Low voltage Operation
7. ADC Design and Simulation
-Near Nyquist performance of Opamp for ADC Circuits
-Spectral Analysis and No. of FFT Points for simulation
-Simulation time for performance
-Resistors – their variation and Calibration
-Switch design for S/H
-CDAC
8. On-Chip Inductors
Intelligent Network Services through Active Flow ManipulationTal Lavian Ph.D.
Active Flow Manipulation Abstractions:
Aggregate data into traffic flows
Flows whose characteristics can be identified in real-time
E.g., “all UDP packets to a particular service”, “all TCP packets from a particular machine”.
Actions to be performed in the traffic flows
Actions that can be performed in real-time
E.g., “Change the priority of all traffic destined to a particular service on a particular machine”, “Stop all traffic out of a particular link of a router”.
https://technoelectronics44.blogspot.com/
GDI TECHNOLOGY, here you get GDI implementation and design of GDI based gates AND, OR, XOR, and Adders like CLA, CIA, CSKA, performance analysis of CMOS And GDI
CMOS Analog IC design by Dr GS Javed - Refresher Course - Batch 1Javed G S, PhD
Topics covered in the course
1. DC Biasing of the circuits
2. Circuits for reference voltage and current generation
-Voltage Regulator
-BGR
-LDO
-V-to-I
3. Precision Current References
4. Opamp design for Analog to digital converters
- OTA
- Buffer
- Unity Feedback OTA
- Layout design strategies – 2stage opamp + CMFB
5. Sense and Return mechanisms in Feedback circuits
- Current and Voltage circuits
6. Sub-Threshold Conduction
- Low voltage Operation
7. ADC Design and Simulation
-Near Nyquist performance of Opamp for ADC Circuits
-Spectral Analysis and No. of FFT Points for simulation
-Simulation time for performance
-Resistors – their variation and Calibration
-Switch design for S/H
-CDAC
8. On-Chip Inductors
Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)MdTanvirMahtab2
This presentation is about the working procedure of Shahjalal Fertilizer Company Limited (SFCL). A Govt. owned Company of Bangladesh Chemical Industries Corporation under Ministry of Industries.
Explore the innovative world of trenchless pipe repair with our comprehensive guide, "The Benefits and Techniques of Trenchless Pipe Repair." This document delves into the modern methods of repairing underground pipes without the need for extensive excavation, highlighting the numerous advantages and the latest techniques used in the industry.
Learn about the cost savings, reduced environmental impact, and minimal disruption associated with trenchless technology. Discover detailed explanations of popular techniques such as pipe bursting, cured-in-place pipe (CIPP) lining, and directional drilling. Understand how these methods can be applied to various types of infrastructure, from residential plumbing to large-scale municipal systems.
Ideal for homeowners, contractors, engineers, and anyone interested in modern plumbing solutions, this guide provides valuable insights into why trenchless pipe repair is becoming the preferred choice for pipe rehabilitation. Stay informed about the latest advancements and best practices in the field.
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptxR&R Consult
CFD analysis is incredibly effective at solving mysteries and improving the performance of complex systems!
Here's a great example: At a large natural gas-fired power plant, where they use waste heat to generate steam and energy, they were puzzled that their boiler wasn't producing as much steam as expected.
R&R and Tetra Engineering Group Inc. were asked to solve the issue with reduced steam production.
An inspection had shown that a significant amount of hot flue gas was bypassing the boiler tubes, where the heat was supposed to be transferred.
R&R Consult conducted a CFD analysis, which revealed that 6.3% of the flue gas was bypassing the boiler tubes without transferring heat. The analysis also showed that the flue gas was instead being directed along the sides of the boiler and between the modules that were supposed to capture the heat. This was the cause of the reduced performance.
Based on our results, Tetra Engineering installed covering plates to reduce the bypass flow. This improved the boiler's performance and increased electricity production.
It is always satisfying when we can help solve complex challenges like this. Do your systems also need a check-up or optimization? Give us a call!
Work done in cooperation with James Malloy and David Moelling from Tetra Engineering.
More examples of our work https://www.r-r-consult.dk/en/cases-en/
Immunizing Image Classifiers Against Localized Adversary Attacksgerogepatton
This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
Student information management system project report ii.pdfKamal Acharya
Our project explains about the student management. This project mainly explains the various actions related to student details. This project shows some ease in adding, editing and deleting the student details. It also provides a less time consuming process for viewing, adding, editing and deleting the marks of the students.
Hierarchical Digital Twin of a Naval Power SystemKerry Sado
A hierarchical digital twin of a Naval DC power system has been developed and experimentally verified. Similar to other state-of-the-art digital twins, this technology creates a digital replica of the physical system executed in real-time or faster, which can modify hardware controls. However, its advantage stems from distributing computational efforts by utilizing a hierarchical structure composed of lower-level digital twin blocks and a higher-level system digital twin. Each digital twin block is associated with a physical subsystem of the hardware and communicates with a singular system digital twin, which creates a system-level response. By extracting information from each level of the hierarchy, power system controls of the hardware were reconfigured autonomously. This hierarchical digital twin development offers several advantages over other digital twins, particularly in the field of naval power systems. The hierarchical structure allows for greater computational efficiency and scalability while the ability to autonomously reconfigure hardware controls offers increased flexibility and responsiveness. The hierarchical decomposition and models utilized were well aligned with the physical twin, as indicated by the maximum deviations between the developed digital twin hierarchy and the hardware.
Welcome to WIPAC Monthly the magazine brought to you by the LinkedIn Group Water Industry Process Automation & Control.
In this month's edition, along with this month's industry news to celebrate the 13 years since the group was created we have articles including
A case study of the used of Advanced Process Control at the Wastewater Treatment works at Lleida in Spain
A look back on an article on smart wastewater networks in order to see how the industry has measured up in the interim around the adoption of Digital Transformation in the Water Industry.
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdffxintegritypublishin
Advancements in technology unveil a myriad of electrical and electronic breakthroughs geared towards efficiently harnessing limited resources to meet human energy demands. The optimization of hybrid solar PV panels and pumped hydro energy supply systems plays a pivotal role in utilizing natural resources effectively. This initiative not only benefits humanity but also fosters environmental sustainability. The study investigated the design optimization of these hybrid systems, focusing on understanding solar radiation patterns, identifying geographical influences on solar radiation, formulating a mathematical model for system optimization, and determining the optimal configuration of PV panels and pumped hydro storage. Through a comparative analysis approach and eight weeks of data collection, the study addressed key research questions related to solar radiation patterns and optimal system design. The findings highlighted regions with heightened solar radiation levels, showcasing substantial potential for power generation and emphasizing the system's efficiency. Optimizing system design significantly boosted power generation, promoted renewable energy utilization, and enhanced energy storage capacity. The study underscored the benefits of optimizing hybrid solar PV panels and pumped hydro energy supply systems for sustainable energy usage. Optimizing the design of solar PV panels and pumped hydro energy supply systems as examined across diverse climatic conditions in a developing country, not only enhances power generation but also improves the integration of renewable energy sources and boosts energy storage capacities, particularly beneficial for less economically prosperous regions. Additionally, the study provides valuable insights for advancing energy research in economically viable areas. Recommendations included conducting site-specific assessments, utilizing advanced modeling tools, implementing regular maintenance protocols, and enhancing communication among system components.
9. Power Terminology
• Power is the rate at which energy is delivered
or exchanged
» electrical energy is converted to heat energy
during operation
• Power Dissipation - rate at which energy is
taken from the source (Vdd ) and converted
into heat
10. Why Smaller Power?
• Large Market of Portable devices
– e.g. laptops, mobile phones
• Achieve larger transistor integration
– Pentium IV contains 42 million transistors
– Teraflops chip contains 1.9 billion
transistors
• Need for “green” computers
– 10% of total electrical energy consumed by
PCs
12. The Industry’s Reaction
• Reduce chip capacitance through process scaling
==> Expensive
• Reduce Voltage levels from 5V 3.3V 2V
==> Industry is hard to move (microprocessors,
memory,...)
• Better Circuit Techniques
==> Gated clocks, Power-Down of non-operational
units…
• Example: IBM 80 MHz PowerPC RISC (3 W @ 3.3V)
–Power Management Logic determines activity on per cycle basis
–Clocks of idle blocks are turned off 12-30% savings
–Doze - Nap and Sleep mode (5 mW)
14. Where Does Power Go in CMOS?
• The power consumption in digital CMOS circuits
Pavg = Pdynamic + Pshort-circuit + Pleakage
• Dynamic Power Consumption
• Short Circuit Currents
• Leakage (Static)
Charging and Discharging Capacitors
Short Circuit Path between Supply Rails during Switching
Leaking diodes and transistors
16. Dynamic Power Consumption(1)
• where VDD supply voltage, CL capacitance, N is the average
number of transitions per clock cycle, and f frequency operation
O UT
CL
Charging
current
O UT
CL
Discharging
current
(b) (c)
IN O UT
CL
(a)
Vdd
Vdd
Vdd
P C V N f
dynamic L dd
2
17. • For technologies up to 0.35 m, the dynamic
consumption is about 80% of the total consumption
• Goal ===> reduce dynamic power consumption
– reduction capacitance
– reduction of supply voltage
– reduction of frequency
– reduction of switching activity
– or combination of above factors
Dynamic Power Consumption (2)
18. Leakage current consumption
• the reverse-bias diode leakage at the transistor
drains and
• the sub-threshold current through an turned-off
transistor channel
p+ p+
n-type substrate
+
Vdd
leakage
current
reversed-biased diode
(drain-substrate)
gate
The leakage of a reverse-biased pMOS transistor.
0.5 1 1.5 2
0
10-15
10-13
10-9
10-11
10-7
10-3
10-5
Subthreshold
region
Saturated
region
Decreasing V DS
, Vdd
Log ID
VGS, volts
Subthreshold leakage with respect to gate-source
voltage
19.
20. The Design Flow
System
Specifications
System-Level Design
Architecture-Level
Design
Logic-Level Design
Circuit-Level Design /
Layout synthesis
System
Specifications
System-Level Design
System-Level
Analysis/Estimation
Architecture-Level
Design
Architecture-Level
Analysis/Estimation
Logic-Level Design
Logic-Level
Analysis/Estimation
Circuit-Level Design /
Layout synthesis
Circuit-Level
Analysis/Estimation
Power models
for S ystem-level
components
Power models
for macrocells,
control logic
Power models
for gates, cells
(a)
(b)
21. Power savings in terms of the design level
Systemlevel
Behavior level
Logic level
Transistor level
Layout level
RTlevel
10-20 x
2-5 x
20-50%
Increasing
power
savings
23. P x td = Et = CL * Vdd
2
E(Vdd=2)
=
(CL) * (2)2
(CL) * (5)2
E(Vdd=5)
Strong function of voltage (V2
dependence).
Relatively independent of logic function and style.
E(Vdd=2) 0.16 E(Vdd =5)
0.03
0.05
0.07
0.1
0.15
0.20
0.30
0.50
0.70
1.00
1.5
1 2 5
51 stage ring oscillator
8-bit adder
Vdd (volts)
quadratic dependence
NORMALIZED
POWER-DELAY
PRODUCT
Power Delay Product Improves with lowering VDD.
Reducing Vdd
24. Lowering the Threshold
DESIGN FOR PLeakage == PDynamic
Vt = 0.2
Vt = 0
I
D
VGS
Reduces the Speed Loss, But Increases Leakage
Vdd
Delay
2Vt
Interesting Design Approach:
25. Transistor Sizing for Power
Minimization
Minimum sized devices are usually optimal for low-power.
Small W/L’s
Large W/L’s
Higher Voltage
Lower Voltage
Lower Capacitance
Higher Capacitance
Larger sized devices are useful only when interconnect dominated.
26. Techniques to reduce supply voltage
Algorithm
Architecture
Circuit/Logic
Technology
Transformation to exploit
concurrency
Parallelism and Pipelining
Transistor Sizing, Fast Logic
Structures
Threshold Voltage Reduction,
Feature Size scaling
27. Techniques to minimizing the
switched capacitance
Partitioning, Power-down, power states
Complexity, Concurrency, Regularity,
Locality, Data representation
Concurrency, Instruction set selection,
Signal correlations,
Data representation, Data Encoding
Transistor sizing, Logic optimization,
Power down, Layout Optimization
Advanced packaging, SOI
Architecture
Circuit/Logic
Technology
Algorithm
U
System
28. 16-bit carry-select
1
3.6
4.4
9
10
33
relative
energy/operation
16-bit M
ultiplier
8x128x16 SRAM
(read)
8x128x16 SRAM
(write)
External I/O
Access
16 bit M
emory Access
relative
energy
Storage
Interconnect
Other RISC
components
0.0
0.2
0.4
clocks
Power consumption of transfer and storage
over datapath operations both in hardware
[Men95] and software [Tiw94, Gon96] .
29. Architecture Power Optimization
Techniques
• Architecture-driven voltage reduction: The key idea is to
speed up the circuit in order to be able reduces voltage while
meeting throughput rate constraints. Voltage reduction can
be achieved by introducing parallelism in hardware or
inserting flip-flops
• Switching activity minimization: Try to prevent the
generation and propagation of spurious transitions or to
reduce the number of transitions, e.g. retiming, path
balancing, data representation
• Switched capacitance minimization: Aim at the minimization
of switched capacitance
• Dynamic power management: Under certain conditions, a
circuit part becomes inactive, avoiding unnecessary
calculations, e.g. gated clocks, operand isolation, pre-
computation, and guarded evaluation
30. Architecture Trade-offs:
Reference Data Path
• Critical path delay Tadder + Tcomparator (= 25ns), fref = 40MHz
• Total capacitance being switched = Cref
• Vdd = Vref = 5V
• Power for reference datapath = Pref = Cref Vref
2
fref
31. Voltage Reduction Technique:
Parallelism
• The clock rate can be reduced by half with the same throughput
fpar = fref / 2
• Vpar = Vref / 1.7 Cpar = 2.15 Cref
• Ppar = (2.15 Cref ) (Vref /1.7)2
(fref /2) 0.36 P ref
32. Voltage Reduction Technique:
Pipeline
• fpipe = fref, Cpipe = 1.1 Cref, Vpipe = Vref /1.7
• Voltage can be dropped while maintaining the original
throughput
• Ppipe = Cpipe Vpipe
2
fpipe = (1.1 Cref ) (Vref /1.7)2
fref = 0.37 Pref
34. Logic Style and Power Consumption
• Power-delay product improves as voltage decreases
• The “best” logic style minimizes power-delay for a given delay
constraint
35. The concept of gating clock signals
0 1
REG clock
X Y
B
A <
<
clock
gated
clock
scheme 1
<
clock
gated
clock
scheme 2
comparator
output
gated clock
(scheme 2)
gated clock
(scheme 1)
clock
0
0
0
0
1 clock period
(a) (c)
(b)
41. Signals and Operations Reordering
• Example: complex multiplication
Trading a multiplication for an addition
(a) (b)
x
Xr
x
-
Xi
Ar
Ai
Yr
x
Xr
x
+
Xi
Ai
Ar
Yi
Ai-Ar
x
Xr
x
+
Ar
Yi
x
Xi
Yr
Ai+Ar
-
+
Xr Xi
42. Module Selection
* *
*i ii iii
+i
+ii
(a)
(c)
(d)
* *
*i ii iii
+
+ii
*
ii iii
+i
+ii
*
*i
Area=2744
Latency=30 ns
Power=1199μW
ripple
adder
carry
loohahead
adder
Area=3959
Latency=20 ns
Power=1467μW
array
multiplier
wallace
multiplier
Area=16185
Latency=60 ns
Power=18540μW
Area=18443
Latency=40 ns
Power=23545μW
RTL
Library
(b)
43. Glitching activity reduction (3)
x y
z
ARCHITECTURE 1
Power Consumption:
Without glitches: 823.9 μW
With glitches: 1650 μW
ARCHITECTURE 2
Power Consumption:
Without glitches: 951.7 μW
With glitches: 1357.7 μW
Function
if (x < y) then
z=c+d
else
z=a+b
a c
0 1
x y
a b c d
b d
0 1
0 1
z
44. Two-Level Logic Circuits
Switching Activity Minimization (1)
• Taking into account the static and transition
probabilities (i.e. temporal correlation) of the primary
inputs, we can insert in certain gates of the first logic
level (i.e. AND gates), additional input signals
resulting into reduced switching activity
• Appropriately-selected input signals force the
outputs of the AND gates to logic level zero for a
number of combinations of the binary input signals
45. Two-Level Logic Circuits Switching
Activity Minimization (2)
• Example:
• Signal x3 exhibits low-transition probability and
high static-1 probability, while the signals x0 , x1,
and x2 are characterized by high-transition
probabilities
F'
g4
g4
g1
g2
g3
x0
x1
x0
x2
x0
x3
x3
'
y1
'
y2
'
y3
F
g4
g1
g2
g3
x0
x1
x0
x2
x0
x3
y1
y2
y3
g4
Intial Logic Circuit Modified Logic circuit
F x x x x x x
0 1 0 2 0 3
46. • A. Chandrakasan and R. Brodersen, “Low Power CMOS Design”,
Kluwer Academic Publishers, 1995
• Christian Piguet, Editor, « Low-Power Electronics Design”, CRC
Press, November 2004
• D. Soudris, C. Piguet, C. Goutis, “Designing CMOS Circuits for Low-
Power”, Kluwer Academic Press, October 2002
• F. Catthoor, K. Danckaert, et. al.: 2002, Data Access and Storage
Management for Embedded Programmable Processors. Kluwer
Academic Publishers
• Stamatis Vassiliadis and Dimitrios Soudris, “Fine- and Coarse-
Grain Reconfigurable Computing” Springer,
Dordrecht/London/Boston, August 2007
• http://vlsi.ee.duth.gr/~dsoudris
• AMDREL website http://vlsi.ee.duh.gr/amdrel
Additional Info