Mathematical modelling of bitcoin and ethereum
Date
2025-04
Authors
Journal Title
Journal ISSN
Volume Title
Publisher
BRAC University
Abstract
Blockchain technology provides a decentralized ledger that enables secure, transparent,
and immutable information sharing. It serves as a platform for exchanging
cryptographic coins with economic value or data over the internet without requiring
a central authority, achieving consensus through a peer-to-peer network. This thesis
presents mathematical models for Bitcoin and Ethereum (version 1.0 and 2.0), two
of the most prominent blockchain platforms, to analyze and represent their core
mechanisms.
The models define transactions, blocks storing these transactions, and the consensus
algorithms that synchronize blocks across the blockchain network, through the use of
sets, tables, diagrams and algorithms. Additionally, a Finite State Machine (FSM)
representation is provided to illustrate Ethereum’s transaction based state machine
behavior. Use of cryptography in both Bitcoin and Ethereum, specifically Elliptic
Curve Cryptography (ECC) for transaction validation has also been explored.
By providing a mathematically structured representation of these systems, this thesis
could help researchers and engineers gain a deeper understanding of blockchain
mechanisms, analyze their security and efficiency, and explore potential optimizations.
The simplified approach also makes the topic more accessible to those without
a computer science background, encouraging interdisciplinary research and collaboration
in blockchain development.
Description
Cataloged from PDF version of thesis.
Includes bibliographical references (pages 63-66).
This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2025.
Includes bibliographical references (pages 63-66).
This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2025.
Keywords
Bitcoin, Ethereum, Proof of work, Elliptic curve cryptography, Mathematical model, Blockchain technology
