Distributed Resource Allocation for Epidemic control

نویسندگان

  • Chinwendu Enyioha
  • Ali Jadbabaie
  • Victor M. Preciado
  • George J. Pappas
چکیده

We present a distributed resource allocation strategy to control an epidemic outbreak in a networked population based on a Distributed Alternating Direction Method of Multipliers (D-ADMM) algorithm. We consider a linearized SusceptibleInfected-Susceptible (SIS) epidemic spreading model in which agents in the network are able to allocate vaccination resources (for prevention) and antidotes (for treatment) in the presence of a contagion. We express our epidemic control condition as a spectral constraint involving the Perron-Frobenius eigenvalue, and formulate the resource allocation problem as a Geometric Program (GP). Next, we separate the network-wide optimization problem into subproblems optimally solved by each agent in a fully distributed way. We conclude the paper by illustrating performance of our solution framework with numerical simulations.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Decentralized Routing and Power Allocation in FDMA Wireless Networks based on H∞ Fuzzy Control Strategy

Simultaneous routing and resource allocation has been considered in wireless networks for its performance improvement. In this paper we propose a cross-layer optimization framework for worst-case queue length minimization in some type of FDMA based wireless networks, in which the the data routing and the power allocation problem are jointly optimized with Fuzzy distributed H∞ control strategy ....

متن کامل

A Convex Framework for Epidemic Control in Networks

With networks becoming pervasive, research attention on dynamics of epidemic models in networked populations has increased. While a number of well understood epidemic spreading models have been developed, little to no attention has been paid to epidemic control strategies; beyond heuristics usually based on network centrality measures. Since epidemic control resources are typically limited, the...

متن کامل

Resource allocation for control of infectious diseases in multiple independent populations: beyond cost-effectiveness analysis.

Traditional cost-effectiveness analysis (CEA) assumes that program costs and benefits scale linearly with investment-an unrealistic assumption for epidemic control programs. This paper combines epidemic modeling with optimization techniques to determine the optimal allocation of a limited resource for epidemic control among multiple noninteracting populations. We show that the optimal resource ...

متن کامل

Long-term Care Financing: Inserting Politics and Resource Allocation in the Debate; Comment on “Financing Long-term Care: Lessons From Japan”

The ageing of the countries’ populations, and in particular the growing number of the very old, is increasing the need for long-term care (LTC). Not surprisingly, therefore, the financing of LTC systems has become a crucial topic across the Organisation for Economic Co-operation and Development (OECD). In the last three decades, various financing policies have been carr...

متن کامل

Resource Reconfiguration Decisions for Distributed Shop Floor Control

Past applications of artificial intelligence techniques to shop floor control tasks arc reviewed. In the area of resource allocation in distributed manufacturing D’stems, the issue of resource reconfiguration is identified as a neglected problem. A game theoretic planning model suitable for use in a distributed shop floor control environment is introduced. Autonomous machine controllers consult...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • CoRR

دوره abs/1501.01701  شماره 

صفحات  -

تاریخ انتشار 2015