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Published byCameron Sharp Modified over 9 years ago
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Noninvasive Power Metering for Mobile and Embedded Systems Guoliang Xing Associate Professor Department of Computer Science and Engineering Michigan State University
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Mobile & Embedded Systems Smartphone-based seismic sensor Tungurahua deployment, 7/2012 Smartphone-based robotic sensor for aquatic monitoring Smartphones, tablets, wearables… Smartphones, tablets, wearables… Embedded sensor systems Embedded sensor systems – Motes, Gumstix, etc. Smartphone-based embedded systems Smartphone-based embedded systems
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Motivation for Power Metering In-Situ power meters In-Situ power meters – Measure power consumption in real-time Evaluate claims of existing power saving solutions Evaluate claims of existing power saving solutions Provide hosts feedback for runtime adaptation Provide hosts feedback for runtime adaptation Challenges for mobile & embedded systems Challenges for mobile & embedded systems – Diverse and compact form factors – 1uA-100mA dynamic range, high resolution, KHz high sampling rate
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State of the Art SPOT[IPSN’07], iCount[IPSN’08] SPOT[IPSN’07], iCount[IPSN’08] Low sampling rate/resolution Low sampling rate/resolution – Cannot capture sleep power consumption or power transients 4 SPOT mounts on MicaZiCount with Telos
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State of the Art SPOT[IPSN’07], iCount[IPSN’08] SPOT[IPSN’07], iCount[IPSN’08] Low sampling rate/resolution Low sampling rate/resolution – Cannot capture sleep power consumption or power transients Invasive to host node Invasive to host node – Require host CPU, RAM, I/O and timer – Installation requires wiring and soldering 5
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Retrofit after-market platforms w/ power metering Retrofit after-market platforms w/ power metering Noninvasive to host node Noninvasive to host node – Standalone meter, plug &play, work with virtually any platform High measurement fidelity High measurement fidelity – 10 5 (1uA-100mA) dynamic range, >5 KHz sampling rate, 5 KHz sampling rate, <1uA resolution A High-Fidelity Noninvasive Power Meter 6 TelosB node Nemo + The 12th ACM/IEEE Conference on Information Processing in Sensor Networks (IPSN), SPOTS Best Paper Award
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Retrofit after-market platforms w/ power metering Retrofit after-market platforms w/ power metering Noninvasive to host node Noninvasive to host node – Standalone meter, plug &play, work with virtually any platform High measurement fidelity High measurement fidelity – 10 5 (1uA-100mA) dynamic range, >5 KHz sampling rate, 5 KHz sampling rate, <1uA resolution Real-time communication with host Real-time communication with host – Enable real-time monitoring and energy-aware runtime adaptation – Modulate supply voltage of host to transmit measurements – Host decodes by sampling supply voltage – Most built-in ADCs can be programmed to measure supply voltage A High-Fidelity Noninvasive Power Meter 7 The 12th ACM/IEEE Conference on Information Processing in Sensor Networks (IPSN), SPOTS Best Paper Award
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Contactless Power Meter for Mobiles Smartphone’s built-in power metering Smartphone’s built-in power metering – A few smartphones have hardware power meters – Low sampling rate (A few Hz), large errors (mA) Infer device power consumption from EMI Infer device power consumption from EMI – Linear relationship b/w pulse frequency and pwr Measured EMI vs power Measured EMI vs power – Max1724 regulator; loop antenna to pick up EMI – Pulses in EMI is correlated /w output power Current Load vs Switching Frequency iCount [IPSN’08] Pulses converted to output voltage Pulses in EMI Max1724 regulator and loop antenna
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EMI vs Current 10Hz 0.05mA 990Hz 1mA 31KHz 30mA Switching Freq. Current
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Conclusion In-Situ power metering for mobile & embedded systems In-Situ power metering for mobile & embedded systems – System debugging and runtime feedback – Challenging due to compact factors, wide dynamic range, etc. New noninvasive power meter design New noninvasive power meter design – Utilize voltage/current modulation for host-meter communication – Utilize EMI for contactless power measurement
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Switching Regulator Adopted in nearly all modern battery powered devices Adopted in nearly all modern battery powered devices – Small and energy-efficient – Generate stable voltages from battery Operation Principle (PFM regulators) Operation Principle (PFM regulators) – Generate pulses from input voltage – Each pulse contains a fixed amount of energy – Inductors convert pulses to a stable output voltage Pulses create EMI Pulses create EMI – Radiate via inductors – EMI contains the pulses signals Inductors Power management circuit on smartphone motherboard 3.6V 1.2V
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