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Table 3 Qualitative comparison among Mosaik, HELICS, and AIOMAS

From: A comparison study of co-simulation frameworks for multi-energy systems: the scalability problem

Co-simulation frameworks

Mosaik

HELICS

AIOMAS

Scenario

Configuration

Programmatic (scripting)

JSON

Programmatic (Agent-based/ scripting)

Complexity

Low

Low

High

Orchestrator

Synchronization

Scheduler (SimPy)

Scheduler (RTI)

Custom (Distributed clocks)

Communication paradigm

Request/ Response

Publish/ Subscribe

Request/ Response

Data Exchange

TCP

ZeroMQ

TCP/RPC

Tipology

Time-stepped/ Event-based

Time-stepped/ Event-based

Time-stepped/ Event-based

Simulator Integration

Programming languages / Simulator Software

Python MATLAB Java C++

Python MATLAB Java C++ Nim

Python

Integration Complexity

Low

Low

High

Scalability

Horizontal

Distributed

Distributed

Distributed

Vertical

Multi-process (Manual)

Multi-process (Automatic)

Concurrent Multi-threading (Automatic) Multi-processing (Manual)

Performance

Low

High

Medium