评估比特币的碳足迹

Samuel Asumadu Sarkodie , Mohammad Amin Amani , Maruf Yakubu Ahmed , Phebe Asantewaa Owusu
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引用次数: 3

摘要

比特币是一项突破性的金融技术,但在金融市场上是一种波动性资产,由于环境相关问题,复杂的基本共识算法(工作证明)限制了其大规模采用。迄今为止,文献中很少讨论从生态角度推动碳足迹的技术和基础设施组成的作用。在这里,我们使用机器学习和计量经济学技术,通过2010年7月18日至2021年12月4日的每日数据,分析比特币碳足迹的过去、现在和未来变化。我们记录了比特币区块链不断增加的能源和碳足迹的技术驱动因素、分解效应、因果关系和影响。我们表明,比特币的技术驱动因素可能会对比特币的碳足迹产生潜在影响,进而影响全球气候变化。例如,网络的哈希率增加了挖掘难度,从而增加了比特币的能源消耗,进而增加了碳足迹。我们观察到区块大小的边际效应与交易数量之间存在直接关联——这意味着更高的区块大小可以提高交易效率,从而减少比特币的能源和碳足迹。此外,从长远来看,较低的采矿难度会增加市值,而不断增加的采矿难度则会降低比特币的采矿利润。这就推断出,从长远来看,挖掘比特币的回报是递减的。因此,比特币挖矿采用先进硬件将刺激能源和碳强度,但投资回报率较低。我们强调了可能限制比特币碳足迹的环境法规和监管变化。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Assessment of Bitcoin carbon footprint

Bitcoin is a breakthrough financial technology but a volatile asset in financial markets with a complex fundamental consensus algorithm (Proof-of-Work) limiting its large-scale adoption due to environmental-related issues. Hitherto, the role of its technical and infrastructural composition that drives carbon footprint from an ecological perspective is rarely discussed in the literature. Here, we use machine learning and econometric techniques to analyze the past, present, and future changes in Bitcoin's carbon footprint with daily data spanning July 18, 2010 to December 04, 2021. We document technical drivers, decomposition effects, causal nexus, and implications of the Bitcoin blockchain's increasing energy and carbon footprint. We show that Bitcoin's technical drivers could have potential impacts on Bitcoin's carbon footprint, and subsequently, global climate change. For example, the network's hashrate increases mining difficulty––thereby increasing Bitcoin's energy consumption and subsequently, carbon footprint. We observed a direct association between the marginal effect of block size and transaction count––implying that a higher block size improves transaction efficiency and then reduces Bitcoin's energy and carbon footprint. Besides, low mining difficulty increases market capitalization whereas increasing mining difficulty reduces bitcoin mining profit in the long run. This infers the reward for mining Bitcoin has a diminishing return in the long term. Thus, the adoption of advanced hardware for Bitcoin mining will spur energy and carbon intensity, yet will have a low return on investment. We highlight environmental regulations and regulatory changes that could limit Bitcoin's carbon footprint.

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