利用控制论的自适应货币市场利率策略

Yuval Boneh
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引用次数: 1

摘要

近年来,去中心化金融(DeFi)货币市场出现了爆炸式增长,各种加密货币资产的借贷规模达到数十亿美元。货币市场安全的关键在于利率的实施,它决定了借贷成本,并制约着交易对手的风险敞口和回报。在传统市场中,利率由风险经理、投资组合经理、美联储以及其他无数来源根据市场功能来设定。DeFi 实现了一种算法方法,这种方法通常依赖于利率直接取决于市场利用率。算法利率管理的好处是系统能对市场行为做出实时的持续反应,因此具有代表协议和用户降低风险的内在能力。这些利率策略以协议的风险阈值为基础,以最佳利用率为目标,但历来缺乏补偿过高或过低利用率的能力。本研究调查了当代 DeFi 利率管理策略及其局限性。此外,本文还介绍了一种时间加权利率管理方法,该方法实施了一个比例-积分-派生(PID)控制系统,以不断适应市场使用模式,解决观察到的局限性。
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Adaptive Money Market Interest Rate Strategy Utilizing Control Theory
Decentralized Finance (DeFi) money markets have seen explosive growth in recent years, with billions of dollars borrowed in various cryptocurrency assets. Key to the safety of money markets is the implementation of interest rates that determine the cost of borrowing, and govern counterparty exposure and return. In traditional markets, interest rates are set by risk managers, portfolio managers, the Federal Reserve, and a myriad of other sources depending on the market function. DeFi enables an algorithmic approach that typically relies on interest rates being directly dependent on market utilization. The benefit of algorithmic interest rate management is the system's continual response to market behaviors in real time, and thus an inherent ability to mitigate risks on behalf of protocols and users. These interest rate strategies target an optimal utilization based on the protocol's risk threshold, but historically lack the ability to compensate for excessive or diminished utilization over time. This research investigates contemporary DeFi interest rate management strategies and their limitations. Furthermore, this paper introduces a time-weighted approach to interest rate management that implements a Proportional-Integral-Derivative (PID) control system to constantly adapt to market utilization patterns, addressing observed limitations.
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