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ϐȄ



ϔȄ±±°

ϔ

Technical

Report

ISO/IEC TR 5469

First edition

2024-01

Reference number

ISO/IEC TR 5469:2024(en) © ISO/IEC 2024

Standard-2022

ȀͷͶ͸ͻǣʹͲʹͶȋȌ

 ......................................................................................................................................................................................................................................................v



...........................................................................................................................................................................................................................................vi

ͳ 

ʹ iv

................................................................................................................................................................................................. 1

͵ ϐiii

................................................................................................................................................................................................ 1

Ͷ vi

ͷ vvii

............................................................................................................................................................................ Ͷ

ͷ.ͳ eerl

ͷ.2 tiol set

...............................................................................................................................................................................................5

͸ iȀȀǦ

.......................................................................................................... ͸

͸.ͳ role desritio

.......................................................................................................................................................................................6

6.2 AI teholog i E/E/E setǦrelted sstes

..................................................................................................................6

͹ Ǧiiii

........................................................................ 1Ͳ

͹.ͳ eholog eleets or AI odel retio d eetio

...................................................................................... ͳ0

͹.2 he threeǦstge relitio riile o  AI sste

................................................................................................ ͳ2

͹.͵ erivig ete riteri or the threeǦstge o the relitio riile

........................................ ͳ2

ͺ ii

....................................................................................................................13

ͺ.ͳ Overview

ͺ.ͳ.ͳ eerl

................................................................................................................................................................................................. ͳ͵

ͺ.ͳ.2 Algoriths d odels

......................................................................................................................................................... ͳ͵

ͺ.2 evel o totio d otrol

.......................................................................................................................................................ͳ4

ͺ.͵ egree o trsre d eliilit

........................................................................................................................... ͳ5

ͺ.4 Isses relted to eviroets

.........................................................................................................................................................ͳ͹

ͺ.4.ͳ Coleit o the eviroet d vge seiϐitios

......................................................................ͳ͹

ͺ.4.2 Isses relted to eviroetl hges

..............................................................................................................ͳ͹

ͺ.4.͵ Isses relted to lerig ro eviroet

.....................................................................................................ͳͺ

ͺ.5 esiliee to dversril d itetiol liios its

.....................................................................................ͳͻ

ͺ.5.ͳ Overview

.............................................................................................................................................................................................ͳͻ

ͺ.5.2 eerl itigtios

....................................................................................................................................................................ͳͻ

ͺ.5.͵ AI odel ttsǣ dversril hie lerig

.............................................................................................ͳͻ

ͺ.6 AI hrdwre isses

...................................................................................................................................................................................... 20

ͺ.͹ trit o the teholog

....................................................................................................................................................................2ͳ

ͻ i ϐiiviii

................................................................................................................................................ ʹ1

ͻ.ͳ Overview

ͻ.2 roles relted to veriϐitio d vlidtio

................................................................................................................ 22

ͻ.2.ͳ oǦeistee o   riori seiϐitio

............................................................................................................ 22

ͻ.2.2 oǦserilit o rtilr sste ehvior

......................................................................................... 22

ͻ.2.͵ iittio o test overge

................................................................................................................................................. 22

ͻ.2.4 oǦreditle tre

......................................................................................................................................................... 22

ͻ.2.5 rits d logǦter ris itigtios

...................................................................................................................... 22

ͻ.͵ ossile soltios

.......................................................................................................................................................................................... 2͵

ͻ.͵.ͳ eerl

................................................................................................................................................................................................. 2͵

ͻ.͵.2 eltioshi etwee dt distritios d AA

.................................................................................. 2͵

ͻ.͵.͵ t rertio d odelǦlevel vlidtio d veriϐitio

...........................................................24

ͻ.͵.4 Choie o AI etris

.................................................................................................................................................................. 25

ͻ.͵.5 SsteǦlevel testig

.................................................................................................................................................................. 25

ͻ.͵.6 itigtig tehies or dtǦsie liittio

................................................................................................. 26

ͻ.͵.͹ otes d dditiol resores

..................................................................................................................................... 26

ͻ.4 irtl d hsil testig

................................................................................................................................................................. 26

ͻ.4.ͳ eerl

................................................................................................................................................................................................. 26

ͻ.4.2 Cosidertios o virtl testig

................................................................................................................................ 26

iii



 ge

Standard-2022

ȀͷͶ͸ͻǣʹͲʹͶȋȌ

ͻ.4.͵ Cosidertios o hsil testig ............................................................................................................................. 2ͺ

ͻ.4.4 Evltio o vlerilit to hrdwre rdo ilres

..................................................................... 2ͻ

ͻ.5 oitorig d iidet eed

................................................................................................................................................. 2ͻ

ͻ.6 A ote o elile AI

......................................................................................................................................................................... 2ͻ

1Ͳ iii

............................................................................................................................................................... 3Ͳ

ͳ0.ͳ Overview

ͳ0.2 AI ssste rhitetrl osidertios

........................................................................................................................... ͵0

ͳ0.2.ͳ Overview

............................................................................................................................................................................................ ͵0

ͳ0.2.2 etetio ehiss or swithig

....................................................................................................................... ͵0

ͳ0.2.͵ se o  servisio tio with ostrits to otrol the ehvior o 

sste to withi se liits

.............................................................................................................................................. ͵͵

ͳ0.2.4 eddǡ esele oets d diversit

............................................................................................... ͵4

ͳ0.2.5 AI sste desig with sttistil evltio

..................................................................................................... ͵5

ͳ0.͵ Irese the reliilit o ooets otiig AI teholog

..................................................................... ͵5

ͳ0.͵.ͳ Overview o AI ooet ethods

......................................................................................................................... ͵5

ͳ0.͵.2 se o rost lerig

............................................................................................................................................................. ͵5

ͳ0.͵.͵ Otiitio d oressio tehologies

..................................................................................................... ͵6

ͳ0.͵.4 Attetio ehiss

............................................................................................................................................................͵͹

ͳ0.͵.5 rotetio o the dt d reters

....................................................................................................................͵͹

11 i

......................................................................................................................................................................... 38

ͳͳ.ͳ eerl

ͳͳ.2 eltioshi etwee AI lie le d tiol set lie le

................................................................. ͵ͺ

ͳͳ.͵ AI hses

ͳͳ.4 oettio d tiol set rtets

................................................................................................................ ͵ͻ

ͳͳ.5 ethodologies

.................................................................................................................................................................................................. ͵ͻ

ͳͳ.5.ͳ Overview

............................................................................................................................................................................................ ͵ͻ

ͳͳ.5.2 lt odels

..................................................................................................................................................................................... ͵ͻ

ͳͳ.5.͵ EA or oϐlie triig o AI teholog

...................................................................................................... 40

ȋiortiveȌiii͸1ͷͲ8Ǧ3

.......................................................... Ͷ1

ȋiortiveȌiǦiiii

...............................................ͷͶ

ȋiortiveȌiviϐiivii

................ ͷͻ

ȋiortiveȌiȀͷ338͸1ͷͲ8i

...................................................͸ʹ

ii



Standard-2022

ȀͷͶ͸ͻǣʹͲʹͶȋȌ



ISO ȋthe Itertiol Orgitio or StdrditioȌ d IEC ȋthe Itertiol Eletrotehil

CoissioȌ or the seilied sste or worldwide stdrditio. tiol odies tht re

eers o ISO or IEC rtiite i the develoet o Ite

rtiol Stdrds throgh tehil

oittees estlished  the resetive orgitio to del with rtilr ϐields o tehil tivit.

ISO d IEC tehil oittees ollorte i ϐields o tl iterest. Other itertiol orgitiosǡ

veretl d oǦgoveretlǡ i liiso with ISO d IECǡ lso te rt i the wor.

he roedres sed to develo this doet d those iteded or its rther itee re desried

i the ISO/IEC iretivesǡ rt ͳ. I rtilrǡ th

e dieret rovl riteri eeded or the dieret tes

o doet shold e oted. his doet ws drted i orde with the editoril rles o the ISO/

IEC iretivesǡ rt 2 ȋsee www.iso.org/directives or www.iec.ch/eer

seerts/redocsȌ.

ISO d IEC drw ttetio to the ossiilit tht the ileettio o this docet  ivolve the

se o ȋȌ tetȋsȌ. ISO d IEC te o ositio cocerig the evideceǡ vlidit or licilit o 

clied tet rights i resect thereo. A

s o the dte o lictio o this docetǡ ISO d IEC hd ot

received otice o ȋȌ tetȋsȌ which  e reired to ileet this docet. oweverǡ ileeters

re ctioed tht this  ot rereset the ltest iortioǡ which  e otied

ro the tet

dtse ville t www.iso.org/tets d httsǣ// tets

.iec.ch. ISO d IEC shll ot e held

resosile or idetiig  or ll sch tet rights.

A trde e sed i this docet is iortio give or the coveiece o sers d does ot

costitte  edorseet.

or  eltio o the voltr tre

o stdrdsǡ the eig o ISO seciϐic ters d eressios

relted to coorit ssessetǡ s well s iortio ot ISOs dherece to the orld rde

Orgitio ȋOȌ riciles i the echicl rri

ers to rde ȋȌ see www.iso.org/iso/oreword.htl.

I the IECǡ see www.iec.ch/der

stdigǦstdrds.

his docet ws rered  oit echicl Coittee ISO/IEC C ͳǡ  ǡ

Scoittee SC 42ǡ ϔ.

A eedc or estios o this docet shold e directed to the serǯs tiol stdrds

od. A colete listig o these odies c e od t www.iso.org/eer

s.htl d

www.iec.ch/ti

olǦcoittees.



Standard-2022

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