A sustainable Bitcoin architecture
This thesis is submitted in partial fulfillment of the requirements for the degree of Master of Science in Computer Science and Engineering, 2022.
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Brac University
2022
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| Διαθέσιμο Online: | http://hdl.handle.net/10361/17163 |
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10361-171632022-09-05T21:01:40Z A sustainable Bitcoin architecture Monem, Maruf Alam, Md. Golam Rabiul Department of Computer Science and Engineering, Brac University Bitcoin Blockchain Knapsack Sustainability Cryptocurrencies Machine learning This thesis is submitted in partial fulfillment of the requirements for the degree of Master of Science in Computer Science and Engineering, 2022. Cataloged from PDF version of thesis. Includes bibliographical references (pages 48-51). Cryptocurrencies are the new form of trade that has revolutionized how we look into our financial institutions. Bitcoin dominates the industry with the highest market share among the hundreds of other cryptocurrencies. However, high energy consumption leading to increasing carbon emission, prioritizing high-value transactions, and long waiting times are some of the flaws preventing it from reaching its full potential. Due to the block rewards getting halved every four years, miners and researchers are fearful that this would be the breaking point of Bitcoin’s success. One of the ways to tackle and hopefully reduce this problem while bringing wider adaptability is by ensuring faster transactions. Currently, Bitcoin has an average block size of 1MB, which many researchers and enthusiasts believe is insufficient. To tackle these limitations, we have proposed two different ideas. Our first concept proposes an industry 4.0 compliant next-generation Bitcoin architecture by introducing a dynamic and sustainable block concept. Using our improved knapsack algorithm, a priority-based 0/1 knapsack and advanced priority-based 0/1 knapsack, we can ensure a balanced transaction selection, quicker verification, higher transaction throughput, reduced carbon emission, and increased earnings for the miners. Moreover, with the addition of only one of our proposed sustainable blocks, we can cut down verification times by 50% and increase throughput by 2.56 times. We can also reduce carbon emissions per transaction by 62.318%, which would help reduce Bitcoins’ large carbon footprint, enabling us to approach greener digital transactions. In the second concept, we further try to improve the block sizes using the help of machine learning and artificial intelligence. Our proposed model analyzes the network’s activity, such as incoming transaction frequency and other aspects, to adjust block sizes. The model can predict block sizes with 61.12% accuracy, and we can see a positive change in the amount of fees earned by miners (9.3%), transaction count and transaction per second (66.75%). With the help of our model, Bitcoin would be able to dynamically change the block size based on the transaction activity, resulting in shorter wait times, thus increasing wider adaptability and sustainability. Maruf Monem M. Computer Science and Engineering 2022-09-05T06:17:30Z 2022-09-05T06:17:30Z 2022 2022-04 Thesis ID 20366005 http://hdl.handle.net/10361/17163 en Brac University theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. 51 pages application/pdf Brac University |
| institution |
Brac University |
| collection |
Institutional Repository |
| language |
English |
| topic |
Bitcoin Blockchain Knapsack Sustainability Cryptocurrencies Machine learning |
| spellingShingle |
Bitcoin Blockchain Knapsack Sustainability Cryptocurrencies Machine learning Monem, Maruf A sustainable Bitcoin architecture |
| description |
This thesis is submitted in partial fulfillment of the requirements for the degree of Master of Science in Computer Science and Engineering, 2022. |
| author2 |
Alam, Md. Golam Rabiul |
| author_facet |
Alam, Md. Golam Rabiul Monem, Maruf |
| format |
Thesis |
| author |
Monem, Maruf |
| author_sort |
Monem, Maruf |
| title |
A sustainable Bitcoin architecture |
| title_short |
A sustainable Bitcoin architecture |
| title_full |
A sustainable Bitcoin architecture |
| title_fullStr |
A sustainable Bitcoin architecture |
| title_full_unstemmed |
A sustainable Bitcoin architecture |
| title_sort |
sustainable bitcoin architecture |
| publisher |
Brac University |
| publishDate |
2022 |
| url |
http://hdl.handle.net/10361/17163 |
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AT monemmaruf asustainablebitcoinarchitecture AT monemmaruf sustainablebitcoinarchitecture |
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