EFFICIENT LEARNING FOR HARDWARE SECURITY VALIDATION USING ELECTROMAGNETIC SIDE CHANNELS

The objective of this thesis is to combine the non-destructive monitoring advantages of standard and backscattering electromagnetic side channels with modern machine learning techniques to efficiently validate the authenticity of individual integrated circuits installed on a motherboard. The authenticity of integrated circuits is of increasing concern as more steps in the device manufacturing supply chain are outsourced, especially in light of severe global semiconductor shortages. Common methods for integrated circuit validation rely on either destructive techniques before high resolution imaging of the circuit interconnects or functional testing of a variety of test inputs with automated test equipment. These methods are time-consuming or even intractable to detect counterfeit components or stealthy modifications of their underlying circuitry. Side channels are any means of remotely leaking information related to a circuit's activity or architecture. Our work takes advantage of the electromagnetic (EM) side channel to remotely capture identifying information emitted from or backscattered off integrated circuits in the form of EM signals that can be used to validate their authenticity. This research attempts to alleviate the need for time-consuming and expensive destructive validation methods for hardware security by robustly detecting inauthentic or modified integrated circuits with remote EM side-channel measurements. The first aim of this research is to apply deep learning methods to classify and detect counterfeits of major ICs on a variety of motherboards. The second aim is to leverage hyperspectral scanning with the backscattered EM side-channel and a novel active learning method to detect dormant hardware trojans several times smaller than before. The last aim is to develop a compressed sensing approach to heavily reduce sampling for hardware trojan detection as well as to develop a hyperspectral characterization of expected and anomalous circuits.Ph.D

Investigating and Leveraging EM and Backscattering Side Channels for Hardware Security

This dissertation is focused on investigating and leveraging side-channel leakage for hardware security. To help designers address and take advantage of electromagnetic (EM) side channels, two methods for locating the physical sources of EM side channels have been developed. Both methods are used to investigate how the EM side-channel sources change with frequency and program activity. The second half of this dissertation introduces two methods that use side channels for component authentication. The same properties that make side channels such a threat, also make them useful for authenticating electronic components. The first method uses EM side channels for identifying integrated circuits (ICs) installed on a device. Focusing on components already integrated onto a device lets designers authenticate devices assembled by third parties. The second method uses the recently defined backscattering side channel for detecting recycled ICs. Unlike other types of side channels, backscattering is directly affected by the IC aging. Since the backscattering side channel is nondestructive and requires no additional circuitry on the IC, it is low cost. The effect of aging on the side channel is then investigated through simulation and experimentation.Ph.D

Remote Sensing

This dual conception of remote sensing brought us to the idea of preparing two different books; in addition to the first book which displays recent advances in remote sensing applications, this book is devoted to new techniques for data processing, sensors and platforms. We do not intend this book to cover all aspects of remote sensing techniques and platforms, since it would be an impossible task for a single volume. Instead, we have collected a number of high-quality, original and representative contributions in those areas

Novel Passive RFID Temperature Sensors Using Liquid Crystal Elastomers

When transporting perishable foods in the Cold Supply Chain (CSC), it is essential that they are maintained in a controlled temperature environment (typically from -1° to 10°C) to minimize spoilage. Fresh-food products, such as, meats, fruits, and vegetables, experience discoloration and loss of nutrients when exposed to high-temperatures. Also, medicines, such as, insulin and vaccines, can lose potency if they are not maintained at the appropriate temperatures. Consequently, the CSC is critical to the growth of global trade and to the worldwide availability of food and health supplies; especially, when considering that the retail food market consists mostly (approximately 65%) of fresh-food products. The current method of temperature monitoring in the CSC is limited to discrete location-based measurements. Subsequently, this data is used to assess the overall quality of transported goods. As a result, this method cannot capture all the common irregularities that can occur during the delivery cycle. Therefore, an effective sensor solution to monitor such items is necessary. Radio Frequency Identification (RFID) is a pragmatic wireless technology with a standardized communication protocol. Thus far, passive RFID temperature sensors have been investigated. However, each design has a limitation from which a set of design guidelines for an improved sensor solution is developed. That is, the new sensor should: (a) be compact to be applicable on individual products, (b) utilize purely passive technology to ensure longevity and cost-effectiveness, (c) monitor goods in a continuous fashion (e.g., operate through multiple room-to-cold and cold-to-room temperature cycles), and (d) operate in an independent mode, so that no resetting is required. In this research, antenna systems and RF circuit design techniques are combined with Liquid Crystal Elastomers (LCEs) to develop three novel temperature sensors. LCEs are temperature responsive polymers that are programmable and reversible. Notably, LCEs return to their original state when the stimulus is removed. Also, for the first time, cold-responsive LCEs are incorporated into the designs presented in this research. Two of the developed sensors convey temperature changes through the controlled shift in the operating frequency. The third design conveys temperature threshold crossings by reversibly switching operation between two RFID ICs (or two Electronic Product Codes). Finally, all designs have been fabricated and tested with favorable results in accordance to the above mentioned guidelines

Earth resources: A continuing bibliography with indexes

This bibliography lists 579 reports, articles, and other documents introduced into the NASA scientific and technical information system. Emphasis is placed on the use of remote sensing and geophysical instrumentation in spacecraft and aircraft to survey and inventory natural resources and urban areas. Subject matter is grouped according to agriculture and forestry, environmental changes and cultural resources, geodesy and cartography, geology and mineral resources, hydrology and water management, data processing and distribution systems, instrumentation and sensors, and economical analysis

Advanced Sensors for Real-Time Monitoring Applications

It is impossible to imagine the modern world without sensors, or without real-time information about almost everything—from local temperature to material composition and health parameters. We sense, measure, and process data and act accordingly all the time. In fact, real-time monitoring and information is key to a successful business, an assistant in life-saving decisions that healthcare professionals make, and a tool in research that could revolutionize the future. To ensure that sensors address the rapidly developing needs of various areas of our lives and activities, scientists, researchers, manufacturers, and end-users have established an efficient dialogue so that the newest technological achievements in all aspects of real-time sensing can be implemented for the benefit of the wider community. This book documents some of the results of such a dialogue and reports on advances in sensors and sensor systems for existing and emerging real-time monitoring applications

Abstracts of manuscripts submitted in 1990 for publication

This volume contans the abstracts of manuscripts submitted for publication during calendar year 1990 by the staff and students of the Woods Hole Oceanographic Institution. We identify the journal of those manuscripts which are in press or have been published. The volume is intended to be informative, but not a bibliography. The abstracts are listed by title in the Table of Contents and are grouped into one of our five deparments, Marine Policy Center, Coastal Research Center, or the student category. An author index is presented in the back to facilitate locating specific papers

Earth resources: A continuing bibliography with indexes (issue 59)

This bibliography lists 518 reports, articles, and other documents introduced into the NASA scientific and technical information system between July 1 and September 30, 1988. Emphasis is placed on the use of remote sensing and geophysical instrumentation in spacecraft and aircraft to survey and inventory natural resources and urban areas. Subject matter is grouped according to agriculture and forestry, environmental changes and cultural resources, geodesy and cartography, geology and mineral resources, oceanography and marine resources, hydrology and water management, data processing and distribution systems, and instrumentation and sensors