Related Experiment Video
Updated: Mar 31, 2026

Measuring the Subjective Value of Risky and Ambiguous Options using Experimental Economics and Functional MRI Methods
Published on: September 19, 2012
A New Arbiter PUF for Enhancing Unpredictability on FPGA.
Takanori Machida1, Dai Yamamoto2, Mitsugu Iwamoto1
1The University of Electro-Communications, 1-5-1 Chofugaoka, Chofu-shi, Tokyo 182-8585, Japan.
The novel Double Arbiter PUF enhances unpredictability in FPGAs, offering superior resistance to machine-learning attacks compared to N-XOR Arbiter PUFs. The 3-1 Double Arbiter PUF demonstrates the best overall performance in uniqueness, randomness, and steadiness.
Area of Science:
- Computer Engineering
- Cybersecurity
- Hardware Security
Background:
- Conventional Arbiter-based Physically Unclonable Functions (PUFs) exhibit limited response unpredictability.
- The N-XOR Arbiter PUF is a known method to enhance unpredictability but has limitations.
- Field-programmable gate arrays (FPGAs) require robust security primitives like PUFs.
Purpose of the Study:
- To introduce and evaluate a novel Double Arbiter PUF design for enhanced unpredictability on FPGAs.
- To compare the proposed Double Arbiter PUF against conventional N-XOR Arbiter PUFs.
- To analyze the machine-learning attack tolerance and intrachip variation of the Double Arbiter PUF.
Main Methods:
- Implementation of a novel Double Arbiter PUF architecture on FPGAs.
- Comparative analysis with N-XOR Arbiter PUFs using machine-learning attack simulations.
- Evaluation of uniqueness, randomness, and steadiness metrics for both PUF designs.
- Assessment of intrachip variation to understand attack tolerance.
Main Results:
- The Double Arbiter PUF demonstrates significantly higher unpredictability and tolerance to machine-learning attacks.
- Reduced dependency on the number of training samples for machine learning attacks was observed for the Double Arbiter PUF.
- Intrachip variation analysis explains the enhanced robustness of the Double Arbiter PUF.
- The 3-1 Double Arbiter PUF configuration achieved the best overall performance across all evaluated metrics.
Conclusions:
- The Double Arbiter PUF is a superior alternative to conventional Arbiter PUFs for enhancing hardware security on FPGAs.
- The proposed design offers improved resilience against sophisticated machine-learning-based attacks.
- The 3-1 Double Arbiter PUF is recommended for applications demanding high unpredictability and robustness.
Related Concept Videos
Biasing of FET
In an N-channel JFET, the structure consists of N-type material forming the channel on a P-type substrate, with the...
Propagation of Uncertainty from Random Error
Decision Making: P-value Method
First, a specific claim about the population parameter is proposed. The claim is based on the research question and is stated in a simple form. Further, an opposing statement to the claim is also stated. These statements can act as null and alternative hypotheses: a null hypothesis would be a neutral statement while the alternative hypothesis can...
Propagation of Uncertainty from Systematic Error
Randomized Experiments
Simple randomization
Simple...
Random Variables
Uppercase letters such as X or Y denote a random variable. Lowercase letters like x or y denote the value of a random variable. If X is a random variable, then X is written in words, and x is given as a number.
For example, let X = the...

