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Evaluating Impact of Storage
on Smartphone Energy Efficiency
DavidT. Nguyen
LIFE IN MOBILE ERA..
1,038,000,000 SMARTPHONE USERS WORLDWIDE [IBTIMES]
27% INCREASED # SMARTPHONES SOLD ANNUALLY [IDC]
Figure Courtesy: http://www.ideas4ios.com
DavidT. Nguyen 2
SMARTPHONE APPS DO EVERYTHING!
850,000 APPS IN APPLE STORE 05/13 [APPLE]
800,000 APPS IN GOOGLE PLAY 05/13 [CANALYS]
145,000 APPS IN WINDOWS STORE 05/13 [CANALYS]
120,000 APPS IN BLACKBERRY WORLD 05/13 [CANALYS]
Figure Courtesy:
http://aptito.com
DavidT. Nguyen 3
Still BIG Problem
DavidT. Nguyen 4
Figure Courtesy: http://cdn.cultofmac.com
Smartphone Dislikes
DavidT. Nguyen 5
0% 10% 20% 30% 40%
Call Quality
Contact List Import
Excessive Dropped Calls
3G Quality
Screen Size
4G Capability
Battery Life
Source: ChangeWave
Outline
Introduction
Background
Experimental Study
Pilot Solution
Evaluation
DavidT. Nguyen 6
Introduction
 Researching energy consumption essential
 What has been done
◦ Performance bottleneck in storage
[Kim et al., FAST ‘12]
◦ No direct study of storage – energy
consumption correlation
DavidT. Nguyen 7
Introduction
 Thesis Statement
◦ Investigate impact of storage on smartphone
energy efficiency
◦ Explain root reasons of such impact
◦ Develop storage-aware energy saving solutions
 Expected Contributions
◦ Better understanding of storage subsystem and
its impact on energy efficiency
◦ Storage-aware energy saving solutions
DavidT. Nguyen 8
Outline
Introduction
Background
Experimental Study
Pilot Solution
Evaluation
DavidT. Nguyen 9
I/O Path
DavidT. Nguyen 10
Red: Nexus One default static configurations
Outline
Introduction
Background
Experimental Study
Pilot Solution
Evaluation
DavidT. Nguyen 11
Approach
 Investigate impact of different storage
configurations on power levels
1. Run series of benchmarks under default
configurations
2. Repeat benchmarks under different
configurations
3. Compare energy consumptions
DavidT. Nguyen 12
Setup
 Rooted smartphone Nexus One
 8 benchmarks
 Monsoon Power Monitor
DavidT. Nguyen 13
Power Consumption: Default Config.
(Queue Depth 128 / Write-back cache)
DavidT. Nguyen 14
 Different algorithms - different power levels
 No algorithm optimal for all benchmarks
 Changing algorithms may save energy
Power Consumption:
Queue Depth 4
DavidT. Nguyen 15
 Shorter queue depth saves energy in most cases
 Not storage intensive benchmarks consume more
power due to overhead of smaller queue
Optimal Configurations
 Run benchmarks with all combinations of
scheduling algorithms and queue
depths
 Record in benchmark table
DavidT. Nguyen 16
Outline
Introduction
Background
Experimental Study
Pilot Solution
Evaluation
DavidT. Nguyen 17
Big Idea
Track phone’s
run-time I/O
pattern
Match phone’s
pattern with
pattern from
benchmark table
Dynamically
configure
parameters with
optimal savings
DavidT. Nguyen 18
SmartStorage Architecture
DavidT. Nguyen 19
GUI
DavidT. Nguyen 20
I/O Pattern Matching
 Compare phone’s I/O pattern with patterns from
benchmark table
 Matching feature:
#𝑟𝑒𝑎𝑑𝑠 𝑐𝑜𝑚𝑝𝑙𝑒𝑡𝑒𝑑 /𝑠𝑒𝑐𝑜𝑛𝑑
#𝑤𝑟𝑖𝑡𝑒𝑠 𝑐𝑜𝑚𝑝𝑙𝑒𝑡𝑒𝑑 /𝑠𝑒𝑐𝑜𝑛𝑑
 If phone’s rate of reads/writes per second close
to a benchmark from table
◦ match is found
 Else
◦ no match
DavidT. Nguyen 21
Outline
Introduction
Background
Experimental Study
Pilot Solution
Evaluation
DavidT. Nguyen 22
Energy Savings: Nexus One
DavidT. Nguyen 23
Remaining Steps
 Energy savings with different
caching policies / file systems / queue depths
 Matching using machine learning
 Adaptive I/O pattern recalculation
 Root reasons of energy savings
DavidT. Nguyen 24
THANKYOU!
DavidT. Nguyen 25

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Evaluating Impact of Storage on Smartphone Energy Efficiency