A laboratory of the Center for Smart Cyber-Physical Systems, UMass LowellBack to the center
ACNLAdvanced Communication Networks Laboratory

Research

Two questions, twenty years of answers

How do you get more out of a fiber network without losing what you added? And how do you keep a power grid's communication layer observable and recoverable when it is attacked? Everything below is a thread of work on one of those questions, from the lab's own record.

Current directions

Multi-band, space-division optical networks

Planning and controlling networks that use several spectral bands and several fiber cores or fibers at once, with quality of transmission built into every decision. Three JOCN articles in 2026 and the FUSION platform.

Grid cyber resilience

Detecting attacks in real time, restoring measurement and communication after disasters, and learning across sites without sharing raw data. The base of the SUMMIT testbed, starting October 2026.

AI in the network loop

Reinforcement learning and multi-agent methods for resource allocation and restoration, and the trust and verification such agents need before they are allowed to act on infrastructure.

Research figures

Arash Rezaee: AI services over a software-defined, multi-layer network
Ryan McCann: FUSION: reinforcement learning over a software-defined optical mesh
Kenneth Patrick Watts: NATIG co-simulation of a distribution grid and its wireless network
Mehran Sasaninia: Federated learning across grid sites with a global model aggregator

The threads, 2002 to 2026

Advance reservation and scheduling

31 publications, 2010 to 2018

Scheduling bandwidth ahead of time for science and data-center traffic: sliding and flexible windows, lightpath switching, and multi-domain circuits, including work on ESnet's OSCARS.

Wireless sensor and access networks

26 publications, 2006 to 2017

Reliability, coverage, and energy in wireless sensor networks, including work with the reliability engineering group.

OBS contention and QoS

23 publications, 2002 to 2007

The lab's origins: optical burst switching, contention resolution, burst segmentation, and quality of service in bufferless optical networks.

    Manycast and anycast

    23 publications, 2007 to 2018

    Delivering to any k of m candidate destinations, and protecting those services against failures, for distributed computing and content.

    Elastic and SDM optical networks

    19 publications, 2014 to 2026

    How fiber networks add capacity without losing it: multi-band spectrum, multi-core and multi-fiber space-division multiplexing, and quality-of-transmission-aware allocation that decides route, band, core, channel, and modulation together. The current center of the lab's optical work.

    Smart grid resilience and security

    19 publications, 2020 to 2026

    Restoring observability and communication after attacks and disasters, detecting intrusions and false data in real time, federated learning across grid sites, and co-simulating the grid with its network. The lab's fastest-growing thread and the base of the SUMMIT testbed.

    Energy and carbon-aware networking

    16 publications, 2011 to 2018

    Routing and grooming that follow renewable energy and electricity price across the network.

    Survivability and protection

    14 publications, 2004 to 2025

    Keeping service up through failures: protection and restoration for unicast, multicast, and anycast connections, and for the grid's communication layer.

    TCP over OBS

    14 publications, 2005 to 2012

    How transport protocols behave over burst-switched optical networks, and how to keep throughput up when bursts are dropped.

      Reliability modeling

      3 publications, 2017 to 2018

      Reliability analysis of cloud storage and other multi-state systems.

        OBS architecture

        2 publications, 2005 to 2007

        Signaling and architecture for optical burst and packet switched networks.

          Online social network privacy

          2 publications, 2014 to 2015

          Edge computing and IoT

          2 publications, 2016 to 2018

          Edge and IoT systems, including the DeepFood work on image-based dietary assessment.

            Tools and reproducibility

            2 publications, 2024 to 2026

            Physical layer modeling

            2 publications, 2025 to 2026

            Models of noise, nonlinear interference, inter-core crosstalk, and pulse shaping that let planning and control tools reason about what a link can actually carry.

            Grid and e-science networking

            1 publications, 2005 to 2005

              Optical packet switching

              1 publications, 2010 to 2010

                Threads and summaries come from the research record, where each publication is recorded as a problem, an approach, and a finding.