Title: Extending the Lifetime of Fuel Cell Based Hybrid Systems
1Extending the Lifetime of Fuel Cell Based Hybrid
Systems
- Jianli Zhuo
- Dept. of Electrical Engineering, Arizona State
University - jianli_at_asu.edu
Chaitali Chakrabarti (Dept. of EE, Arizona State
University) Naehyuck Chang (School of CSE, Seoul
National University, Korea) Sarma Vrudhula
(Dept. of CSE, Arizona State University)
43rd DAC, San Francisco, Jul 26, 2006
2More Functions ? More Energy
1st cell phone on market Motorola DynaTAC Price
3k, 1983
1st cell phone, by Martin Cooper,
Motorola (www.fcc.gov)
Motorola V60, 2000
Motorola razr, 2005
Motorola Moto-Q, 2006
Source www.motorola.com
3Fuel Cell - High Energy Density Source
- Fuel cell
- an electrochemical energy conversion device
- uses external supply of fuel and oxygen
- electrodes are catalytic and relatively stable
-
- Advantages of Fuel cell
- High energy density ? longer lifetime for same
weight/size - Instant recharge
- No performance degradation during discharge
- Clean, zero emission
4Fuel Cell Stack
Fuel cell stack anode, cathode, electrolyte
At the anode 2H2 ? 4H4e-
H ions pass through the electrolyte (membrane)
e- electrons generate electricity
At the cathode, 4H4e-O2 ? 2H2O
5Fuel Cell System
- Fuel cell system
- fuel processor generates hydrogen
- oxygen is from the air
- power conditioning component.
- temperature/humidity/air control
6Fuel Cell - Hybrid Automobiles
Mercedes-Benz Citaro fuel cell bus (Source
DaimlerChrysler AG)
Honda (www.edmunds.com)
Toyota (www.edmunds.com)
Chrysler (auto.consumerguide.com)
7Fuel Cell - Portable Applications
They have proven the functionality, but have not
been optimized
Ballard power system (www.ichet.org)
Fujitsu (pr.fujitsu.com)
Toshiba (www.engadget.com)
Toshiba, KDDI, and Hitachi (www.ubergizmo.com)
8Work in Fuel Cell
- Membrane and fuel cell stack
- Hydrogen generation
- Control of hybrid power source
- most previous work is in the context of hybrid
automobiles. - hybrid cars are different from embedded systems
because their power demand are usually high
depending on the user, and not easily
controllable. -
- No prior work on system-level optimization of
fuel cell powered embedded systems
9Hybrid System Optimization
- Maximize the lifetime of the fuel cell
- Fuel cell lifetime is determined by the fuel
consumption - Fuel consumption rate is proportional to the
current value - Total fuel consumption is proportional to the
total charge consumption - Maximizing the lifetime ? minimizing the charge
consumption
10Our Prototype
SIGDA / UBooth Station 4, Demo 22 MTH, 1000AM
1100AM
11Outline
- Fuel cell characteristics and hybrid system
- Fuel cell efficient scaling algorithm
- Power model
- Motivational example
- Optimization framework
- Algorithm
- Simulation results
- Conclusion
12Fuel Cell Characteristics
Figure 1. Polarization I-V-P curves for room
temperature fuel cell
- Current , voltage , the power first
and then . - The operating point is set at the power 2/3 max
power - Bad load following capability, small range, slow
speed - We consider a fixed output of the fuel cell (no
load following allowed)
13Why Constant Fuel Cell Output
- Allowing load current variation requires an
expensive control scheme - Dead-end anode and purge operation requires a
sophisticated control scheme - Constant fuel cell current setup is suitable for
portable, low-cost fuel cell systems - Instead of fuel flow control or open-end anode,
bleeder current makes the load current constant - A proper charge management scheme can minimize
the bleeder current while keeping the fuel cell
current constant
14Advantage of Hybrid Power Source
- Fuel cell/battery hybrid power source
- Fuel cell provides high energy density
- Battery provides high power density (peak power
value) and fast load matching
15Fuel Cell - Battery Hybrid System
16System Power Model and Definitions
17Motivational Example
IF 500mA, Bmax 2000 mA-min,
Bkini1000mA-min, Task Tk has execution time
10min. ik(1)500mA DVS scales from 1 to 2.5 with
steps of 0.1,
18Charge Optimization
- Objective
- Minimize the total charge consumption of the
hybrid system - Subject to
- Configuration of the hybrid power source
- fuel cell output and the battery capacity
- Task specification of the embedded system
- deadline requirements
19Optimization Single Task
20Optimization Multiple Tasks
21Algorithm
- According to
when battery is ideal - We develop a 3 step algorithm
- Step1
- distribute the slack evenly among all tasks
- Repeat step 2 and step 3 for each task
- Step2
- based on result of step 1, calculate skopt by
considering charge minimization, deadline
constraint and battery constraint. - Step3
- run task Tk, then calculate the final state of
the battery, which is the initial battery state
of the next task.
22Simulation Setup
Compare the two algorithms fc_scale the
proposed fuel cell efficient scaling
algorithm en_scale it minimizes the energy of
the embedded system
Embedded system scaling factor from 1 to 2.5
with steps 0.1 ik(1) 700 mA, Task
specification all tasks share a same deadline
D number of tasks n 50100 for each
simulation execution time of each task is
randomly chosen 12 min task density
is varied from 0.3 to 0.9 Battery B1ini
0.5Bmax
23Experiment 1
Power source setting IF 800mA, Bmax
250mA-hr (load current is 700mA on highest
frequency)
24Experiment 2 Effect of IF
In experiment 1, IF 800mA gt load current
700mA We reduce fuel cell current to 600mA and
compare the results
A-hr
Qtask
Qwaste
2
1.5
1
0.5
0
600mA fuel cell is more efficient if we combine
it with this battery (Bmax 250mA-hr)
25Experiment 3 IF Bmax
Now we vary both fuel cell current and battery
capacity IF 250mA 700mA with steps of
50mA Bmax 100mA-min to 204,800 mA-min (
3500mA-hr)
26Conclusion
- Proposed a fuel cell-battery hybrid power system
for embedded applications - Developed a charge based optimization framework
- Developed a task scaling algorithm that minimizes
the total charge consumption and thus maximizes
the lifetime of the fuel cell based system. - Thanks to
- Dr. Don Gervasio (Flexible Display Center, ASU)
- Sonja Tasic (Flexible Display Center, ASU)
- Kyungsoo Lee (School of CSE, SNU)
27Thank You!
SIGDA/UBooth Station 4, Demo 22 MTH 1000AM
1100AM
28Fuel Cell-battery Hybrid System
29Effect of Each Parameters
- Effect of fuel cell current
- IF too small, constraint violation
- IF too large, waste charge-gtlow cost-efficiency
- Effect of battery capacity
- Bmax too small, constraint violation or waste
charge - Bmax too large, waste of size and weight
- Effect of power ratio
- which minimizes Qtask
30Experiment 1
Simulation results
Power source setting IF 800mA, Bmax 250mA-hr
31Experiment 4 Choose IF Bmax
Based on experiment 3, we can choose combination
of the fuel cell and the battery according to the
system specification
Assumed VF VB 1.5V in the calculation
32Basics of Fuel Cell
How fuel cell stack works
Fuel cell system
32/24
33Fuel Cell Power Generations
1 MW fuel cell power plants, WA, 2004
(dnr.metrokc.gov)
Toshiba 200 KW power plant, 1997 (www.toshiba.co.j
p)