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134 changes: 133 additions & 1 deletion CITATION.cff
Original file line number Diff line number Diff line change
Expand Up @@ -2,54 +2,72 @@ cff-version: "1.2.0"
message: "If you use this software, please cite it using the metadata below."
title: "MEmilio v2.2.0 - A high performance Modular EpideMIcs simuLatIOn software"
version: "2.2.0"
date-released: "2025-11"
date-released: "2025-11-17"
authors:
- given-names: "Julia"
family-names: "Bicker"
orcid: "https://orcid.org/0000-0001-9382-4209"
- given-names: "David"
family-names: "Kerkmann"
orcid: "https://orcid.org/0009-0007-9109-096X"
- given-names: "Sascha Alexander"
family-names: "Korf"
orcid: "https://orcid.org/0000-0002-1431-3046"
- given-names: "Lena"
family-names: "Plötzke"
orcid: "https://orcid.org/0000-0003-0440-1429"
- given-names: "René"
family-names: "Schmieding"
orcid: "https://orcid.org/0000-0002-2769-0270"
- given-names: "Anna Clara"
family-names: "Wendler"
orcid: "https://orcid.org/0000-0002-1816-8907"
- given-names: "Henrik"
family-names: "Zunker"
orcid: "https://orcid.org/0000-0002-9825-365X"
- given-names: "Khoa"
family-names: "Nguyen"
orcid: "https://orcid.org/0000-0002-3123-602X"
- given-names: "Daniel"
family-names: "Abele"
- given-names: "Carlotta"
family-names: "Gerstein"
orcid: "https://orcid.org/0009-0004-4410-0502"
- given-names: "Patrick"
family-names: "Lenz"
orcid: "https://orcid.org/0009-0000-1535-0626"
- given-names: "Maximilian Franz"
family-names: "Betz"
orcid: "https://orcid.org/0009-0001-9181-9999"
- given-names: "Agatha"
family-names: "Schmidt"
orcid: "https://orcid.org/0009-0006-5766-8804"
- given-names: "Ralf"
family-names: "Hannemann-Tamas"
- given-names: "Kilian"
family-names: "Volmer"
orcid: "https://orcid.org/0009-0008-9861-0216"
- given-names: "Nils"
family-names: "Waßmuth"
- given-names: "Hannah"
family-names: "Tritzschak"
orcid: "https://orcid.org/0009-0003-8543-662X"
- given-names: "Daniel"
family-names: "Richter"
- given-names: "Manuel"
family-names: "Heger"
- given-names: "Achim"
family-names: "Basermann"
orcid: "https://orcid.org/0000-0003-3637-3231"
- given-names: "Michael"
family-names: "Meyer-Hermann"
orcid: "https://orcid.org/0000-0002-4300-2474"
- given-names: "Jan"
family-names: "Hasenauer"
orcid: "https://orcid.org/0000-0002-4935-3312"
- given-names: "Martin Joachim"
family-names: "Kühn"
orcid: "https://orcid.org/0000-0002-0906-6984"
keywords:
- Scientific computing
- mathematical modeling
Expand All @@ -61,3 +79,117 @@ keywords:
- mobility
url: "https://elib.dlr.de/219141/"
abstract: "MEmilio implements various models for infectious disease dynamics, from simple compartmental (ODE) models through Integro-Differential equation-based (IDE) models (sometimes also denoted 'age of infection models') to agent- or individual-based models (ABMs). Its modular design allows the combination of different models with different mobility patterns. Through efficient implementation and parallelization, MEmilio brings cutting edge and compute intensive epidemiological models to a large scale, enabling a precise and high-resolution spatiotemporal infectious disease dynamics."
preferred-citation:
type: article
title: "MEmilio: a high performance Modular EpideMIcs simuLatIOn software for multi-scale and comparative simulations of infectious disease dynamics"
journal: "Scientific Reports"
year: 2026
month: 8
volume: 16
issue: 1
start: 26950
doi: "10.1038/s41598-026-66481-6"
url: "https://www.nature.com/articles/s41598-026-66481-6"
issn: "2045-2322"
publisher:
name: "Nature Publishing Group"
date-published: "2026-08-27"
license: CC-BY-4.0
authors:
- family-names: Bicker
given-names: Julia
orcid: "https://orcid.org/0000-0001-9382-4209"
- family-names: Gerstein
given-names: Carlotta
orcid: "https://orcid.org/0009-0004-4410-0502"
- family-names: Kerkmann
given-names: David
orcid: "https://orcid.org/0009-0007-9109-096X"
- family-names: Korf
given-names: Sascha
orcid: "https://orcid.org/0000-0002-1431-3046"
- family-names: Schmieding
given-names: René
orcid: "https://orcid.org/0000-0002-2769-0270"
- family-names: Wendler
given-names: Anna
orcid: "https://orcid.org/0000-0002-1816-8907"
- family-names: Zunker
given-names: Henrik
orcid: "https://orcid.org/0000-0002-9825-365X"
- family-names: Abele
given-names: Daniel
- family-names: Betz
given-names: Maximilian
orcid: "https://orcid.org/0009-0001-9181-9999"
- family-names: Nguyen
given-names: Khoa
orcid: "https://orcid.org/0000-0002-3123-602X"
- family-names: Plötzke
given-names: Lena
orcid: "https://orcid.org/0000-0003-0440-1429"
- family-names: Volmer
given-names: Kilian
orcid: "https://orcid.org/0009-0008-9861-0216"
- family-names: Schmidt
given-names: Agatha
orcid: "https://orcid.org/0009-0006-5766-8804"
- family-names: Waßmuth
given-names: Nils
- family-names: Lenz
given-names: Patrick
orcid: "https://orcid.org/0009-0000-1535-0626"
- family-names: Richter
given-names: Daniel
- family-names: Tritzschak
given-names: Hannah
orcid: "https://orcid.org/0009-0003-8543-662X"
- family-names: Hannemann-Tamas
given-names: Ralf
- family-names: Litz
given-names: Julian
- family-names: Johannssen
given-names: Paul
orcid: "https://orcid.org/0009-0006-7869-7647"
- family-names: Borges
given-names: Marielena
- family-names: Jungklaus
given-names: Annika
- family-names: Heger
given-names: Manuel
- family-names: Lange
given-names: Annalena
- family-names: Kluth
given-names: Elisabeth
- family-names: Rack
given-names: Kathrin
orcid: "https://orcid.org/0000-0002-5794-5705"
- family-names: Wieland
given-names: Vincent
orcid: "https://orcid.org/0009-0003-9592-8871"
- family-names: Arruda
given-names: Jonas
orcid: "https://orcid.org/0009-0008-9644-5771"
- family-names: Binder
given-names: Sebastian C.
orcid: "https://orcid.org/0000-0003-1169-1786"
- family-names: Klitz
given-names: Margrit
orcid: "https://orcid.org/0000-0003-3657-4180"
- family-names: Siggel
given-names: Martin
- family-names: Dahmen
given-names: Manuel
orcid: "https://orcid.org/0000-0003-2757-5253"
- family-names: Basermann
given-names: Achim
orcid: "https://orcid.org/0000-0003-3637-3231"
- family-names: Meyer-Hermann
given-names: Michael
orcid: "https://orcid.org/0000-0002-4300-2474"
- family-names: Hasenauer
given-names: Jan
orcid: "https://orcid.org/0000-0002-4935-3312"
- family-names: Kühn
given-names: Martin J.
orcid: "https://orcid.org/0000-0002-0906-6984"
15 changes: 15 additions & 0 deletions docs/source/cpp/ode.rst
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Expand Up @@ -87,6 +87,21 @@ school closures, or social distancing. This is done by adding ``Damping``\s to t
group-specific reductions are possible through setting particular rows or columns differently. With a constant
reduction factor :math:`r`, the reduced contact rate is :math:`(1-r) * c_{i,j}`.

Each ``Damping`` also has a *level* and a *type*, given as ``DampingLevel`` and ``DampingType``. You set them with ``mio::DampingLevel(level)`` and

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Each ``Damping`` also has a *level* and a *type*, given as ``DampingLevel`` and ``DampingType``. You set them with ``mio::DampingLevel(level)`` and
Each ``Damping`` also has a ``DampingLevel`` and ``DampingType``. They can be set via ``mio::DampingLevel(level)`` and

``mio::DampingType(type)``, where ``level`` and ``type`` are integers. They control how dampings that are
active at the same time are combined:

- **Same level, different type:** the dampings are *added*. Use this for measures that act on separate parts of

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- **Same level, different type:** the dampings are *added*. Use this for measures that act on separate parts of
- **Same level, different type:** the dampings are *added*. Use this for measures that act on separate contact locations

the contacts, e.g., a school closure and an office closure.

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the contacts, e.g., a school closure and an office closure.
, e.g., a school closure and an office closure.

- **Different levels:** the dampings are combined *multiplicatively*. Use this for measures that act on the same
contacts, e.g., a mask mandate on top of closures. The total reduction of two levels with sums :math:`a` and

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contacts, e.g., a mask mandate on top of closures. The total reduction of two levels with sums :math:`a` and
contact locations, e.g., a mask mandate on top of closures. The total reduction of two levels with sums :math:`a` and

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Why "with sum"? Do you mean "with factors"?

:math:`b` is :math:`1 - (1-a)(1-b)`.
- **Same level and same type:** the newer damping *replaces* the older one from its start time on. Use this to

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- **Same level and same type:** the newer damping *replaces* the older one from its start time on. Use this to
- **Same level and same type:** the newer damping *replaces* the older one from its start time point onward. Use this to

tighten or relax a measure.

If no level or type is given, both are ``0``. In that case every new damping replaces the previous one.


.. dropdown:: :fa:`gears` Expert's settings

In some settings, contact rates cannot be reduced to zero to keep essential sectors of the society running. In this
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6 changes: 6 additions & 0 deletions docs/source/python/m-simulation_model_usage.rst
Original file line number Diff line number Diff line change
Expand Up @@ -117,6 +117,12 @@ where each entry represents the contact frequency between two age groups.
(num_groups, num_groups))

Then, dampings can be added as a relative factor to (partially) reduce the contacts defined by the ``ContactPatterns`` beginning at a time step ``t=30``.
Besides the coefficients and the start time, every damping has a ``level`` and a ``type``. They decide how dampings that are active at the same time are combined:

- **Same level, different type:** the reductions are added (e.g., measures that act on separate parts of the contacts).

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Suggested change
- **Same level, different type:** the reductions are added (e.g., measures that act on separate parts of the contacts).
- **Same level, different type:** the reductions are added (e.g., measures that act on separate contact locations).

- **Different levels:** the reductions are combined multiplicatively, :math:`1 - (1-a)(1-b)` (e.g., measures that act
on top of an already existing measure).
- **Same level and type:** the newer damping replaces the older one from its start time on (e.g., to tighten or relax a measure).

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Suggested change
- **Same level and type:** the newer damping replaces the older one from its start time on (e.g., to tighten or relax a measure).
- **Same level and type:** the newer damping replaces the older one from its start time point onward (e.g., to tighten or relax a measure).


.. code-block:: python

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8 changes: 4 additions & 4 deletions docs/source/references.rst
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Expand Up @@ -8,16 +8,16 @@ The following gives an overview on (peer-reviewed) publications extending or usi
Recently submitted publications
--------------------------------------

- |MEmilio_citation|

- |Traveler_estimation|


Peer-reviewed publications
--------------------------

**2026**

- |MEmilio_citation|

- |Traveler_estimation|

- |Coupled_Epidemiological_and_Wastewater|

- |Differentially_private_federated_learning|
Expand Down
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