De eloping an a i icial neu al ne wo k model o
analyze emission spec a o high- equency
elec odeless lamps
Ve sion 1
Desc ip ion
The Da a Managemen Plan (DMP) is de eloped in he amewo k o he p ojec 1.1.1.9
Resea ch applica ion No 1.1.1.9/LZP/1/24/023 o he Ac i i y "Pos -doc o al Resea ch" "
De eloping an a i icial neu al ne wo k model o analyze emission spec a o high-
equency elec odeless lamps ". P ojec manage : Ph. D. Na alja Zo ina. P ojec
implemen a ion ime: 01.03.2025 - 29.02.2028. To al p ojec unding: 184 140 EUR (incl.
ERDF 156 519 EUR).
Summa y o he pos doc o al esea ch g an p ojec :
High- equency elec odeless discha ge lamps (HFEDLs) combine compac design, long
li e ime, and s able na owband emission (FWHM 0.03–0.12 cm 1−), making hem a
compe i i e al e na i e o hollow ca hode lamps in a omic abso p ion spec ome y.
Ope a ing wi h hea y me al apo s (e.g., me cu y, hallium) and a e gases (e.g., a gon,
xenon) as bu e gases, HFEDLs gene a e low-p essu e discha ges sus ained by high-
equency ields. Thei high in ensi y and educed con amina ion imp o e de ec ion limi s,
bu he esul ing spec a o en con ain mul iple closely spaced and o e lapping lines om
di e en elemen s. This complica es manual in e p e a ion and unde sco es he need o
accu a e and e icien spec al analysis o op imize lamp pe o mance and ensu e
ep oducible esul s in applica ions such as a omic abso p ion spec oscopy, plasma
diagnos ics, and en i onmen al moni o ing.
The esea ch aims o de elop an a i icial neu al ne wo k (ANN) model o analyzing he
emission spec a o high- equency elec odeless lamps (HFEDL). The model will be ained
o iden i y cha ac e is ic pa e ns in spec al da a and explo e hei connec ion o ele an
lamp pa ame e s and ope a ing condi ions wi hin a de ined equency ange.
LICENSE:CC-BY-4.0 DOI: - 13/10/2025
Funde G an
La ian Council o Science||LCS De eloping an a i icial neu al
ne wo k model o analyze
emission spec a o high-
equency elec odeless
lamps(1.1.1.9 Resea ch
applica ion No
1.1.1.9/LZP/1/24/023 o he
Ac i i y "Pos -doc o al
Resea ch")
Resea che s
Na alja Zo ina (0000-0001-9065-155X)
O ganiza ions
Uni e si y o La ia
Da a Managemen Plan | De eloping an a i icial neu al ne wo k model o analyze
emission spec a o high- equency elec odeless lamps LICENSE:CC-BY-4.0 DOI: -
13/10/2025
1. Main In o
Ti le o DMP: De eloping an a i icial neu al ne wo k model o analyze emission spec a o
high- equency elec odeless lamps
Desc ip ion:
The Da a Managemen Plan (DMP) is de eloped in he amewo k o he p ojec 1.1.1.9
Resea ch applica ion No 1.1.1.9/LZP/1/24/023 o he Ac i i y "Pos -doc o al Resea ch" "
De eloping an a i icial neu al ne wo k model o analyze emission spec a o high-
equency elec odeless lamps ". P ojec manage : Ph. D. Na alja Zo ina. P ojec
implemen a ion ime: 01.03.2025 - 29.02.2028. To al p ojec unding: 184 140 EUR (incl.
ERDF 156 519 EUR).
Summa y o he pos doc o al esea ch g an p ojec :
High- equency elec odeless discha ge lamps (HFEDLs) combine compac design, long
li e ime, and s able na owband emission (FWHM 0.03–0.12 cm 1−), making hem a
compe i i e al e na i e o hollow ca hode lamps in a omic abso p ion spec ome y.
Ope a ing wi h hea y me al apo s (e.g., me cu y, hallium) and a e gases (e.g., a gon,
xenon) as bu e gases, HFEDLs gene a e low-p essu e discha ges sus ained by high-
equency ields. Thei high in ensi y and educed con amina ion imp o e de ec ion limi s,
bu he esul ing spec a o en con ain mul iple closely spaced and o e lapping lines om
di e en elemen s. This complica es manual in e p e a ion and unde sco es he need o
accu a e and e icien spec al analysis o op imize lamp pe o mance and ensu e
ep oducible esul s in applica ions such as a omic abso p ion spec oscopy, plasma
diagnos ics, and en i onmen al moni o ing.
The esea ch aims o de elop an a i icial neu al ne wo k (ANN) model o analyzing he
emission spec a o high- equency elec odeless lamps (HFEDL). The model will be ained
o iden i y cha ac e is ic pa e ns in spec al da a and explo e hei connec ion o ele an
lamp pa ame e s and ope a ing condi ions wi hin a de ined equency ange.
Resea che s:
Na alja Zo ina (0000-0001-9065-155X)
O ganiza ions:
Uni e si y o La ia
Con ac : Zo ina Na alja ([email p o ec ed])
Da a Managemen Plan | De eloping an a i icial neu al ne wo k model o analyze
emission spec a o high- equency elec odeless lamps LICENSE:CC-BY-4.0 DOI: -
13/10/2025
2. Funding
Funding o ganiza ions: La ian Council o Science||LCS
G an s: De eloping an a i icial neu al ne wo k model o analyze emission spec a o high-
equency elec odeless lamps(1.1.1.9 Resea ch applica ion No 1.1.1.9/LZP/1/24/023 o
he Ac i i y "Pos -doc o al Resea ch")
P ojec :
3. License
License: CC-BY-4.0
Access Righ s: Public
Publica ion Da e: 2025-10-17
4. Templa es
Desc ip ions
Neu al ne wo k model, p ocessed and syn he ic spec al da ase s,
and educa ional applica ion o emission spec a analysis o high-
equency elec odeless lamps (HFEDL)
This da ase includes syn he ic and p ocessed emission spec a, p ep ocessing sc ip s,
ained neu al ne wo k models, and an in e ac i e educa ional p og am de eloped wi hin
he p ojec “De eloping an a i icial neu al ne wo k model o analyze emission spec a o
high- equency elec odeless lamps.”
I p o ides aining sc ip s, e alua ion esul s, model iles, and comp ehensi e da a
desc ip ions oge he wi h echnological ins uc ions explaining da a p epa a ion,
p ep ocessing wo k low, neu al ne wo k aining p ocedu es, and usage guidelines o
he de eloped ools and so wa e.
The educa ional applica ion isualizes a omic emission spec a and allows use s o explo e
and iden i y elemen s based on hei cha ac e is ic lines.
Templa e: LCS FARP
Da a Managemen Plan | De eloping an a i icial neu al ne wo k model o analyze
emission spec a o high- equency elec odeless lamps LICENSE:CC-BY-4.0 DOI: -
13/10/2025
Type: Da ase
1 Da a Summa y
1.1 Da a Summa y
1.1.1 Wha is he pu pose o he da a collec ion/gene a ion?
The pu pose o he da a collec ion and gene a ion is o ob ain expe imen al
emission spec a o high- equency elec odeless lamps (HFEDLs) unde di e en
ope a ing condi ions and o c ea e syn he ic spec al da ase s. These da a will be
used o ain and alida e a i icial neu al ne wo k (ANN) models o au oma ed
spec al analysis. The documen a ion and me ada a will ensu e ha he da ase s
a e well-documen ed, accessible, and sui able o u u e use.
1.1.2 Type o da a gene a ed/collec ed
• P og amme sou ce code
• Machine- eadable ex
• Expe imen al da a
• Tex ual da a
• P ocess p oduced da a
1.1.3 Fo ma o da a gene a ed/collec ed
• TXT
• PDF
• CSV
• XLS
• JSON
• O he s
zip, exe, py
Da a Managemen Plan | De eloping an a i icial neu al ne wo k model o analyze
emission spec a o high- equency elec odeless lamps LICENSE:CC-BY-4.0 DOI: -
13/10/2025
1.1.4 Expec ed size o he da a – gi e expec ed size and choose uni o
measu emen
10
GB
1.1.5 A e you e-using his da a se ?
No
1.1.6 I No, please desc ibe, i you ha e conside ed e-using any o exis ing da a?
Exis ing a ailable spec al da ase s we e conside ed, bu hey do no co e he
speci ic expe imen al condi ions and con igu a ions o HFEDLs ele an o his
p ojec . The e o e, new expe imen al and syn he ic da a will be gene a ed o
ensu e consis ency and sui abili y o aining and alida ing he machine lea ning
models.
1.1.8 To whom he da a migh be use ul ("da a u ili y")? O he ele an ema ks)
The da a will be use ul o esea che s in plasma diagnos ics and spec oscopy,
pa icula ly hose wo king wi h elec odeless discha ge lamps, a omic abso p ion
spec ome y, and spec al analysis. I may also bene i he wide scien i ic
communi y in e es ed in machine lea ning applica ions in physics, as well as
educa o s and s uden s seeking e e ence da ase s o aining and
demons a ion pu poses.
2 Resea ch Da a Managemen
2.1 Me ada a and documen a ion
2.1.1 Will da a be a ibu ed wi h s anda d iden i ica ion mechanism (e.g.
pe sis en and unique iden i ie s such as Digi al Objec Iden i ie s – DOI)?
Yes
DOI
2.1.2 Do you plan o p o ide me ada a o you da a?
Yes
2.1.3 Will you use any me ada a s anda d?
Da a Managemen Plan | De eloping an a i icial neu al ne wo k model o analyze
emission spec a o high- equency elec odeless lamps LICENSE:CC-BY-4.0 DOI: -
13/10/2025
Yes
Dublin Co e
2.1.4 Will sea ch keywo ds be p o ided ha op imize possibili ies o e-use?
Yes
2.1.5 Will you ollow any naming con en ions o keywo ds?
No
2.1.6 Will you p o ide clea e sion numbe s?
Yes
2.2 Making da a openly accessible
2.2.1 Wha ype o access he da a gene a ed/p oduced will ha e (choose one)?
open (anyone is able o access da a wi hou es ic ions)
2.2.2 Will you apply emba go pe iod o access o you da a?
Yes
Commen :
An emba go pe iod will be applied un il he end o he p ojec o accep ance o
ela ed publica ions. A e his pe iod, selec ed da ase s will be made openly
accessible.
2.2.3 Will da a, associa ed me ada a, documen a ion and code be made accessible
wi h means o a eposi o y?
Yes
Da a e seLV
h ps://d .da a e se.l /da a e se/lu
2.2.4 Wha me hods o so wa e ools a e needed o access he da a?
Da a will be p o ided in s anda d open o ma s (TXT, CSV, XLS, JSON, PDF) ha can
be accessed wi h commonly a ailable ools such as sp eadshee p og ams (e.g.,
Mic oso Excel, Lib eO ice Calc), ex edi o s, and s anda d da a analysis
Da a Managemen Plan | De eloping an a i icial neu al ne wo k model o analyze
emission spec a o high- equency elec odeless lamps LICENSE:CC-BY-4.0 DOI: -
13/10/2025
en i onmen s (e.g., Py hon, R).
Addi ional ma e ials, such as comp essed a chi es (ZIP) and execu able iles (EXE),
may be p o ided o demons a ion pu poses. Py hon sc ip s (.py) can be accessed
and un using any s anda d Py hon dis ibu ion. No specialized o p op ie a y
so wa e will be equi ed beyond hese widely a ailable ools.
2.2.5 Will documen a ion abou he so wa e needed o access he da a included?
No
2.2.6 Is i possible o include he ele an so wa e (e.g. in open sou ce code)?
No
2.3 Making da a in e ope able
2.3.1 A e he o ma s open o so wa e applica ions and o ecombina ion wi h
di e en da a se s?
Yes
Da a will be p o ided in widely used, machine- eadable o ma s such as TXT, CSV,
JSON, and PDF. These o ma s a e compa ible wi h common open-sou ce and
comme cial so wa e (e.g., Py hon, MATLAB, Excel, and s anda d ex edi o s),
which ensu es accessibili y and acili a es euse o in eg a ion wi h o he da ase s.
2.3.2 Will you use da a s anda d ocabula y/ axonomy o make you da a
in e ope able?
No
2.4 Inc ease da a e-use
2.4.1 How will he da a be licensed o pe mi he wides e-use possible? Indica e
he license planned o use
C ea i e Commons A ibu ion 4.0
P ocessed spec al da a, syn he ic da ase s, and documen a ion will be eleased
unde he C ea i e Commons A ibu ion 4.0 In e na ional (CC BY 4.0) license. This
license allows use s o copy, edis ibu e, and adap he ma e ials p o ided ha
p ope c edi is gi en o he o iginal au ho s.
Da a Managemen Plan | De eloping an a i icial neu al ne wo k model o analyze
emission spec a o high- equency elec odeless lamps LICENSE:CC-BY-4.0 DOI: -
13/10/2025
2.4.2 A e he da a usable by hi d pa ies, in pa icula a e he end o he p ojec ?
Yes
2.4.3 When will he da a be made a ailable o e-use?
2028-02-29
2.4.5 A e da a quali y assu ance p ocesses p o ided?
Yes
2.4.6 O he ele an ema ks
Quali y assu ance p ocedu es will include alida ion o da a consis ency,
e i ica ion o ile in eg i y, and c oss-checking o me ada a accu acy.
Expe imen al and syn he ic da ase s will be e iewed be o e publica ion o ensu e
comple eness and compliance wi h eposi o y s anda ds.
3 Resou ces and Secu i y
3.1 Alloca ion o esou ces
3.1.1 How will cos s be co e ed o making da a FAIR du ing p ojec ealiza ion?
Eu o
The cos s associa ed wi h da a managemen , documen a ion, and eposi o y
submission will be co e ed wi hin he p ojec budge unde he dissemina ion and
open science ac i i ies.
3.1.2 Who will be esponsible o da a managemen in you p ojec ?
Na alja Zo ina (0000-0001-9065-155X)
The P ojec Leade , Na alja Zo ina, will be esponsible o da a managemen ,
ensu ing p ope documen a ion, e sion con ol, and compliance wi h FAIR and
ins i u ional da a managemen policies. The P ojec Leade will also supe ise da a
p epa a ion o eposi o y submission and coo dina e da a sha ing and access
p ocedu es.
3.1.3 How will cos s be co e ed o making da a FAIR a e p ojec ealiza ion?
Eu o
Da a Managemen Plan | De eloping an a i icial neu al ne wo k model o analyze
emission spec a o high- equency elec odeless lamps LICENSE:CC-BY-4.0 DOI: -
13/10/2025
p epa a ion o eposi o y submission and coo dina e da a sha ing and access
p ocedu es.
3.1.3 How will cos s be co e ed o making da a FAIR a e p ojec ealiza ion?
Eu o
3.2 Da a secu i y
3.2.1 Wha secu i y measu es will be used o da a secu i y?
• Fi ewall
• Passwo ds
• Physical access con ol
Da a secu i y will be ensu ed h ough passwo d-p o ec ed access, i ewall
p o ec ion, and ins i u ional backup sys ems. Ve sion con ol will be implemen ed
o moni o da a in eg i y. Physical access o se e s is es ic ed o au ho ized
s a .
3.3 E hical aspec s
3.3.1 A e he e any e hical o legal issues ha could ha e an impac on da a
collec ion and sha ing?
No
3.3.2 Ha e you go /will you ge pe mission om e hics commi ee o collec and
p ocess da a (i applicable)?
No
3.3.3 Is in o med consen o da a sha ing and long e m p ese a ion included in
ques ionnai es dealing wi h pe sonal da a, i applicable?
No
3.3.4 Will da a collec ed/gene a ed include pe sonal da a/ sensi i e in o ma ion?
No
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Da a Managemen Plan | De eloping an a i icial neu al ne wo k model o analyze
emission spec a o high- equency elec odeless lamps LICENSE:CC-BY-4.0 DOI: -
13/10/2025
Da a Managemen Plan | De eloping an a i icial neu al ne wo k model o analyze
emission spec a o high- equency elec odeless lamps LICENSE:CC-BY-4.0 DOI: -
13/10/2025
