QRBT:用于可扩展区块链交易处理的量子驱动增强学习
Kranthi Kumar Lella1, Shiva Rama Krishna Mallu2
1Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, India.
PloS one
|February 19, 2026
概括
量子驱动增强学习 (QRBT) 通过将延迟时间降低高达91%,并提高对量子攻击的安全性来增强区块链交易处理. 这种新的框架为未来的区块链系统提供了可扩展和节能的解决方案.
科学领域:
- 量子计算是一种量子计算.
- 人工智能的人工智能
- 区块链技术 区块链技术
背景情况:
- 区块链交易处理在可扩展性,延迟性和量子安全性方面面临重大挑战.
- 现有的解决方案难以平衡高吞吐量与强大的加密弹性,以应对新出现的量子威胁.
研究的目的:
- 引入QRBT (量子驱动增强学习),这是一个旨在克服区块链扩展和延迟问题的框架,同时确保量子安全.
- 利用量子计算和强化学习来改善共识和交易验证.
主要方法:
- QRBT采用了四层架构:量子计算,强化学习,区块链安全和交易处理.
- 它将变量量子电路和量子密钥分布 (QKD) 与一个演员关键强化学习范式集成在一起.
- 量子增强状态编码和电路改进驱动自适应性政策优化.
主要成果:
- 交易延迟减少了高达91.264%,加密安全性提高了高达96.152%,吞吐量提高了92.635%.
- 共识能源消耗被最小化,强化学习趋同有效地稳定,优于基线方法.
- QRBT证明了对量子攻击的同时高吞吐量,安全性和能源效率.
结论:
- 量子辅助增强学习为下一代区块链系统提供了可扩展和安全的方法.
- QRBT有效地解决了区块链性能和量子对手抵抗的关键挑战.
相关概念视频
Reaction Quotient
47.8K
The status of a reversible reaction is conveniently assessed by evaluating its reaction quotient (Q). For a reversible reaction described by m A + n B ⇌ x C + y D, the reaction quotient is derived directly from the stoichiometry of the balanced equation as
47.8K
Issues And Trends In Healthcare Delivery System
6.5K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
6.5K
Distributed Loads: Problem Solving
1.3K
Beams are structural elements commonly employed in engineering applications requiring different load-carrying capacities. The first step in analyzing a beam under a distributed load is to simplify the problem by dividing the load into smaller regions, which allows one to consider each region separately and calculate the magnitude of the equivalent resultant load acting on each portion of the beam. The magnitude of the equivalent resultant load for each region can be determined by calculating...
1.3K
Distribution Reliability and Automation
690
Distribution reliability in electrical power systems is critical for ensuring an uninterrupted power supply to consumers at minimal cost. According to IEEE Standard Terms, reliability is the probability that a device will function without failure over a specified time period or amount of usage. For electric power distribution, this translates to maintaining continuous power supply and addressing customer concerns over power outages. Several indices, as defined by IEEE Standard 1366-2012, are...
690
Reinforcement
1.2K
Positive and negative reinforcement are key concepts in operant conditioning, a learning process where the consequences of a behavior affect the likelihood of that behavior being repeated.
Positive reinforcement occurs when a behavior is followed by the presentation of a rewarding stimulus, increasing the frequency of that behavior. For example:
Positive reinforcement occurs when a behavior is followed by the presentation of a rewarding stimulus, increasing the frequency of that behavior. For example:
1.2K
Reinforcement Schedules
743
Positive reinforcement is a powerful method for teaching new behaviors to both animals and humans. B.F. Skinner demonstrated this with his experiments using rats in a Skinner box. When a rat pressed a lever, it received a food pellet. This immediate reward encouraged the rat to repeat the behavior. This method, where a reward follows every instance of the behavior, is known as continuous reinforcement. It is highly effective for establishing new behaviors quickly.
Once a behavior is learned,...
Once a behavior is learned,...
743

