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From: =?UTF-8?Q?Bj=C3=B8rn_Ivar_Teigen?= <bjorn@domos.no>
Date: Thu, 23 Jan 2025 14:29:49 +0100
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Dear IETF IPPM Working Group,

I am writing to share our latest simulation study, "Evaluating Quality of
Outcome (QoO) in Challenging Network Conditions,
<https://assets.ycodeapp.com/assets/app24919/Documents/published/evaluating=
%20qoo%20in%20challenging%20network%20conditions-5gtulrheli.pdf>"
which provides new insights into the QoO metric as detailed in the QoO draf=
t
<https://datatracker.ietf.org/doc/draft-ietf-ippm-qoo/>.

Our study rigorously tests the robustness of QoO in a variety of
challenging simulated network scenarios. We focused on QoO's sensitivity to
sampling frequency, measurement accuracy, application-specific
requirements, and sampling duration.

Key results from our research include:

   1. Demonstrating the performance of QoO in varying sampling scenarios,
   measuring sensitivity to sampling rate and measurement duration.
   2. Quantifying the influence of measurement accuracy on QoO scores.
   3. Clarifying the impact of network requirement specifications on QoO
   scores.

The complete simulation methods, detailed scenario results, and code for
reproducing our findings are accessible here: QoO Simulation Code
<https://github.com/domoslabs/qoosim>.

We look forward to your feedback and are eager to engage in further
discussions to refine and finalize the QoO metric.

Thank you for your attention and consideration of our work. I am
enthusiastic about the potential improvements our findings may contribute
to the IPPM community.

The full report of the study can be found here
<https://assets.ycodeapp.com/assets/app24919/Documents/published/evaluating=
%20qoo%20in%20challenging%20network%20conditions-5gtulrheli.pdf>.
Code here <https://github.com/domoslabs/qoosim>. A new version of the draft
<https://datatracker.ietf.org/doc/draft-ietf-ippm-qoo/> referencing these
results will be published soon.

Warm regards,
--=20
Bj=C3=B8rn Ivar Teigen, Ph.D.
Head of Research
+47 47335952 | bjorn@domos.ai | www.domos.ai

--00000000000059187a062c5f9ba4
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<div dir=3D"ltr"><div><p>Dear IETF IPPM Working Group,</p><p>I am writing t=
o share our latest simulation study, &quot;<a href=3D"https://assets.ycodea=
pp.com/assets/app24919/Documents/published/evaluating%20qoo%20in%20challeng=
ing%20network%20conditions-5gtulrheli.pdf">Evaluating Quality of Outcome (Q=
oO) in Challenging Network Conditions,</a>&quot; which provides new insight=
s into the QoO metric as detailed in <a href=3D"https://datatracker.ietf.or=
g/doc/draft-ietf-ippm-qoo/">the QoO draft</a>.</p><p>Our study rigorously t=
ests the robustness of QoO in a variety of challenging simulated network sc=
enarios. We focused on QoO&#39;s sensitivity to sampling frequency, measure=
ment accuracy, application-specific requirements, and sampling duration.</p=
><p>Key results from our research include:</p><ol><li>Demonstrating the per=
formance of QoO in varying sampling scenarios, measuring sensitivity to sam=
pling rate and measurement duration.</li><li>Quantifying the influence of m=
easurement accuracy on QoO scores.</li><li>Clarifying the impact of network=
 requirement specifications on QoO scores.</li></ol><p>The complete simulat=
ion methods, detailed scenario results, and code for reproducing our findin=
gs are accessible here: <a rel=3D"noopener" href=3D"https://github.com/domo=
slabs/qoosim">QoO Simulation Code</a>.</p><p>We look forward to your feedba=
ck and are eager to engage in further discussions to refine and finalize th=
e QoO metric.</p><p>Thank you for your attention and consideration of our w=
ork. I am enthusiastic about the potential improvements our findings may co=
ntribute to the IPPM community.</p><p>The full report of the study can be f=
ound=C2=A0<a href=3D"https://assets.ycodeapp.com/assets/app24919/Documents/=
published/evaluating%20qoo%20in%20challenging%20network%20conditions-5gtulr=
heli.pdf">here</a>. Code <a href=3D"https://github.com/domoslabs/qoosim">he=
re</a>. A new version of the <a href=3D"https://datatracker.ietf.org/doc/dr=
aft-ietf-ippm-qoo/">draft</a> referencing these results will be published s=
oon.</p><p>Warm regards,</p></div><span class=3D"gmail_signature_prefix">--=
 </span><br><div dir=3D"ltr" class=3D"gmail_signature" data-smartmail=3D"gm=
ail_signature"><div dir=3D"ltr"><div dir=3D"ltr"><div><div dir=3D"ltr"><div=
><span style=3D"background-color:rgb(255,255,255)"><span style=3D"color:rgb=
(0,0,0)"><font size=3D"2">Bj=C3=B8rn Ivar Teigen, Ph.D.</font></span></span=
></div><div><span style=3D"background-color:rgb(255,255,255)"><span style=
=3D"color:rgb(0,0,0)"><font size=3D"2">Head of Research<br></font></span></=
span></div><span style=3D"background-color:rgb(255,255,255)"><span style=3D=
"color:rgb(0,0,0)"><font size=3D"2"><span style=3D"font-family:arial,sans-s=
erif"><span style=3D"font-style:normal;font-weight:400;letter-spacing:norma=
l;text-align:start;text-indent:0px;text-transform:none;white-space:normal;w=
ord-spacing:0px;display:inline!important;float:none">+47 47335952 |<span> <=
/span></span><a href=3D"mailto:bjorn@domos.ai" rel=3D"noopener noreferrer" =
style=3D"text-decoration:none;font-style:normal;font-weight:400;letter-spac=
ing:normal;text-align:start;text-indent:0px;text-transform:none;white-space=
:normal;word-spacing:0px" target=3D"_blank">bjorn@domos.ai</a><span style=
=3D"font-style:normal;font-weight:400;letter-spacing:normal;text-align:star=
t;text-indent:0px;text-transform:none;white-space:normal;word-spacing:0px;d=
isplay:inline!important;float:none"><span>=C2=A0</span>|<span>=C2=A0</span>=
</span><a href=3D"http://www.domos.ai" rel=3D"noopener noreferrer" style=3D=
"text-decoration:none;font-style:normal;font-weight:400;letter-spacing:norm=
al;text-align:start;text-indent:0px;text-transform:none;white-space:normal;=
word-spacing:0px" target=3D"_blank">www.domos.ai</a></span></font></span></=
span></div></div></div></div></div></div>

--00000000000059187a062c5f9ba4--

