{"id":48653,"date":"2025-06-03T15:07:41","date_gmt":"2025-06-03T13:07:41","guid":{"rendered":"https:\/\/www.derivaty.sk\/?p=48653"},"modified":"2025-06-03T15:07:41","modified_gmt":"2025-06-03T13:07:41","slug":"kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom","status":"publish","type":"post","link":"https:\/\/www.vrtulniky.sk\/news\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\/","title":{"rendered":"Kyber-fyzik\u00e1lna odolnos\u0165: Metodiky testovania robustnosti autopilotov vo\u010di kyber\u00fatokom"},"content":{"rendered":"<h2>\u010co je kyber-fyzik\u00e1lne testovanie autopilotov<\/h2>\n<p>Kyber-fyzik\u00e1lne testovanie (CPS testing) predstavuje systematick\u00fd pr\u00edstup k overeniu odolnosti a robustnosti autopilotov bezpilotn\u00fdch lietadiel (UAV) v prostred\u00ed, kde sa z\u00e1rove\u0148 modeluj\u00fa <em>kybernetick\u00e9<\/em> aspekty (softv\u00e9r, komunik\u00e1cia, sie\u0165, bezpe\u010dnostn\u00e9 mechanizmy) a <em>fyzik\u00e1lne<\/em> aspekty (dynamika UAV, senzorika, aktu\u00e1tory, aerodynamika, po\u010dasie). Cie\u013eom je preuk\u00e1za\u0165, \u017ee riadiaci syst\u00e9m si zachov\u00e1 po\u017eadovan\u00e9 vlastnosti aj pri chyb\u00e1ch, \u00fatokoch, poruch\u00e1ch a neistot\u00e1ch, a \u017ee sa dok\u00e1\u017ee \u201egracefully degrade\u201c a zotavi\u0165 sa bez ohrozenia bezpe\u010dnosti letu.<\/p>\n<h2>Kontext a motiv\u00e1cia: pre\u010do mera\u0165 odolnos\u0165 a robustnos\u0165<\/h2>\n<p>Modern\u00e9 autopiloty prech\u00e1dzaj\u00fa z \u010disto deterministick\u00fdch algoritmov na adapt\u00edvne a d\u00e1tovo riaden\u00e9 pr\u00edstupy (MPC, H\u221e, L1, RL, f\u00fazia SN, GNSS\/INS, VIO), ktor\u00e9 interaguj\u00fa s heterog\u00e9nnou prev\u00e1dzkovou sie\u0165ou (C2 linky, U-Space\/UTM). T\u00fdm rastie priestor mo\u017en\u00fdch por\u00fach: od softv\u00e9rov\u00fdch ch\u00fdb cez degrad\u00e1ciu senzorov a\u017e po cielen\u00e9 kyber\u00fatoky (spoofing, jamming, message injection). Bez jednozna\u010dn\u00fdch metr\u00edk nemo\u017eno kvalifikova\u0165 \u00farove\u0148 rizika ani porovna\u0165 alternat\u00edvne rie\u0161enia.<\/p>\n<h2>Taxon\u00f3mia hrozieb a por\u00fach v CPS testovan\u00ed<\/h2>\n<ul>\n<li><strong>Senzorick\u00e9<\/strong>: drift IMU, zlyhanie magnetometra, GNSS multipath\/spoofing, oslepnutie kamery, satur\u00e1cia barometra.<\/li>\n<li><strong>Aktu\u00e1tory<\/strong>: zn\u00ed\u017een\u00e1 \u00fa\u010dinnos\u0165 vrt\u00fa\u013e, po\u0161koden\u00fd ESC, asymetria \u0165ahu, mechanick\u00e9 trenie.<\/li>\n<li><strong>Komunik\u00e1cia<\/strong>: oneskorenia, jitter, packet loss, DoS, hijack C2 linky, nespo\u013eahliv\u00fd telemetrick\u00fd sp\u00e4tn\u00fd kan\u00e1l.<\/li>\n<li><strong>Softv\u00e9r a OS<\/strong>: race conditions, memory leak, deadlock, chyby pl\u00e1nova\u010da, neplatn\u00e9 stavy FSM.<\/li>\n<li><strong>Prostredie<\/strong>: n\u00e1razy vetra, turbulencia, d\u00e1\u017e\u010f, teplotn\u00e9 extr\u00e9my, n\u00e1hle zmeny hustoty vzduchu.<\/li>\n<li><strong>\u00damyseln\u00e9 \u00fatoky<\/strong>: GNSS spoofing\/jamming, injekcia MAVLink\/RTPS spr\u00e1v, falo\u0161n\u00e9 landmarky pre VIO, RF replay.<\/li>\n<\/ul>\n<h2>Z\u00e1sady definovania metr\u00edk<\/h2>\n<p>Metriky maj\u00fa by\u0165 <em>operacionalizovate\u013en\u00e9<\/em> (merate\u013en\u00e9 na logoch a telemetrii), <em>v\u00fdsti\u017en\u00e9<\/em> (koreluj\u00fa s bezpe\u010dnos\u0165ou a v\u00fdkonom) a <em>porovnate\u013en\u00e9<\/em> (normalizovan\u00e9 a reprodukovate\u013en\u00e9). Odpor\u00fa\u010da sa rozdeli\u0165 ich do \u00farovn\u00ed: <em>komponent<\/em> (senzor, aktu\u00e1tor), <em>riadiaca slu\u010dka<\/em> (stabiliz\u00e1cia, navig\u00e1cia), <em>misia<\/em> (trajekt\u00f3ria, \u00faloha) a <em>syst\u00e9m<\/em> (celkov\u00e1 odolnos\u0165).<\/p>\n<h2>Jadrov\u00e9 pojmy: robustnos\u0165 vs. odolnos\u0165<\/h2>\n<ul>\n<li><strong>Robustnos\u0165<\/strong>: zachovanie \u0161pecifik\u00e1ci\u00ed pod <em>viazan\u00fdmi<\/em> perturb\u00e1ciami (napr. normovan\u00e9 ru\u0161enie, kone\u010dn\u00e9 oneskorenia); typicky L<sub>2<\/sub>\/L<sub>\u221e<\/sub> zisky, H\u221e v\u00fdkon, ve\u013ekos\u0165 robustne invariantnej mno\u017einy.<\/li>\n<li><strong>Odolnos\u0165 (resilience)<\/strong>: schopnos\u0165 syst\u00e9mu <em>detegova\u0165<\/em>, <em>absorbova\u0165<\/em>, <em>adaptova\u0165 sa<\/em> a <em>zotavi\u0165 sa<\/em> z por\u00fach\/\u00fatokov; modeluje sa \u010dasov\u00fdm priebehom funk\u010dnosti <em>R(t)<\/em> a plochou zotavenia.<\/li>\n<\/ul>\n<h2>Architekt\u00fary kyber-fyzik\u00e1lneho testovania<\/h2>\n<ul>\n<li><strong>SIL\/DIL<\/strong> (software\/data-in-the-loop): overenie algoritmov s modelovan\u00fdmi sign\u00e1lmi a sie\u0165ou.<\/li>\n<li><strong>HIL<\/strong> (hardware-in-the-loop): riadiaca jednotka be\u017e\u00ed na cie\u013eovom HW, fyzik\u00e1lne modely s\u00fa v re\u00e1lnom \u010dase.<\/li>\n<li><strong>CHIL\/PHIL<\/strong>: zoh\u013eadnenie v\u00fdkonov\u00fdch tokov alebo kyber komponentov (firewally, routery, SDR gener\u00e1tory).<\/li>\n<li><strong>Digit\u00e1lne dvoj\u010da<\/strong> a <strong>co-simulation<\/strong>: prepojenie modelov (FMI\/FMU, ROS 2, simul\u00e1tory prostredia) s emulovanou sie\u0165ou a RF.<\/li>\n<li><strong>Kyber-range<\/strong> pre UAV: uzavret\u00fd RF priestor pre GNSS spoofing\/jamming a sie\u0165ov\u00e9 kampane.<\/li>\n<\/ul>\n<h2>Fyzik\u00e1lne metriky v\u00fdkonnosti a stability<\/h2>\n<ul>\n<li><strong>Tracking error<\/strong>: RMS\/MAD pozi\u010dnej a orienta\u010dnej chyby; 95. percentil odch\u00fdlky trajekt\u00f3rie.<\/li>\n<li><strong>Stabilitn\u00e9 rezervy<\/strong>: f\u00e1zov\u00e1\/ziskov\u00e1 rezerva, spektr\u00e1lny polomer uzavretej slu\u010dky, ISS zisk.<\/li>\n<li><strong>Prechodov\u00e9 javy<\/strong>: presah, ust\u00e1lenie, settling time po kroku alebo n\u00e1raze vetra.<\/li>\n<li><strong>Energetick\u00e1 efekt\u00edvnos\u0165<\/strong>: integr\u00e1l v\u00fdkonu, \u0161pecifick\u00e1 spotreba po\u010das perturb\u00e1cie vs. baseline.<\/li>\n<li><strong>Bezpe\u010dnostn\u00e9 vzdialenosti<\/strong>: minim\u00e1lna v\u00fd\u0161ka, horizont\u00e1lna separ\u00e1cia, near-miss rate.<\/li>\n<\/ul>\n<h2>Kybernetick\u00e9 metriky bezpe\u010dnosti a spo\u013eahlivosti<\/h2>\n<ul>\n<li><strong>MTTD\/MTTR<\/strong>: mean time to detect\/repair anom\u00e1lie alebo kompromit\u00e1cie.<\/li>\n<li><strong>Integrity &amp; authenticity<\/strong>: podiel overen\u00fdch paketov, miera odmietnutia falo\u0161n\u00fdch spr\u00e1v.<\/li>\n<li><strong>Delay margin<\/strong> a <strong>packet loss tolerance<\/strong>: hranice, pri ktor\u00fdch riadenie nestr\u00e1ca stabilitu.<\/li>\n<li><strong>Time-to-compromise<\/strong> a <strong>attack success rate<\/strong> pri definovan\u00fdch schopnostiach \u00fato\u010dn\u00edka.<\/li>\n<li><strong>GNSS odolnos\u0165<\/strong>: maxim\u00e1lna tolerovan\u00e1 amplit\u00fada\/offset spoofingu, prah SNR pri jammingu.<\/li>\n<\/ul>\n<h2>Metriky diagnostiky a detekcie anom\u00e1li\u00ed<\/h2>\n<ul>\n<li><strong>Citlivos\u0165\/Recall, Presnos\u0165\/Precision, F1<\/strong> a <strong>AUC-ROC\/PR<\/strong> na d\u00e1tach z kampan\u00ed por\u00fach a \u00fatokov.<\/li>\n<li><strong>False Alarm Rate<\/strong> a <strong>Missed Detection Rate<\/strong> v \u010dasov\u00fdch okn\u00e1ch.<\/li>\n<li><strong>Latency detekcie<\/strong>: od vzniku udalosti po vydanie varovania\/izol\u00e1cie.<\/li>\n<li><strong>Izol\u00e1cia por\u00fach<\/strong>: pravdepodobnos\u0165 spr\u00e1vnej identifik\u00e1cie komponentu a re\u017eimu poruchy.<\/li>\n<\/ul>\n<h2>Integrovan\u00e9 metriky odolnosti (resilience profiling)<\/h2>\n<p>Odpor\u00fa\u010da sa zostavi\u0165 <em>profil odolnosti<\/em> R(t) s k\u013e\u00fa\u010dov\u00fdmi f\u00e1zami: norm\u00e1lna prev\u00e1dzka \u2192 naru\u0161enie \u2192 degrad\u00e1cia \u2192 stabiliz\u00e1cia \u2192 zotavenie. Z profilov sa odv\u00e1dzaj\u00fa:<\/p>\n<ul>\n<li><strong>Area of Loss (AoL)<\/strong>: plocha pod referen\u010dnou funk\u010dnos\u0165ou a nad R(t) po\u010das incidentu.<\/li>\n<li><strong>Graceful Degradation Index (GDI)<\/strong>: pomer zachovanej funkcie po\u010das degrad\u00e1cie k nomin\u00e1lnej.<\/li>\n<li><strong>Recovery Slope<\/strong>: r\u00fdchlos\u0165 n\u00e1vratu nad definovan\u00fd prah v\u00fdkonnosti.<\/li>\n<li><strong>Mission Success Probability (MSP)<\/strong>: podiel \u00faspe\u0161ne splnen\u00fdch misi\u00ed v Monte Carlo kampani.<\/li>\n<\/ul>\n<h2>Scen\u00e1re, ODD a dizajn experimentov<\/h2>\n<p>Definujte <em>Operational Design Domain (ODD)<\/em> (ter\u00e9n, vietor, GNSS dostupnos\u0165, hustota prev\u00e1dzky) a zostavte katal\u00f3g scen\u00e1rov: nomin\u00e1lne, hrani\u010dn\u00e9, stresov\u00e9, \u201ehazard-based\u201c. Pou\u017eite <em>Design of Experiments<\/em> (pl\u00e1novanie faktorov a \u00farovn\u00ed), latinsk\u00e9 \u0161tvorce a <em>coverage<\/em> metriky (percento pokryt\u00fdch kombin\u00e1ci\u00ed, zlyhan\u00fdch hrani\u010dn\u00fdch stavov). Pre \u00fatoky je vhodn\u00e9 <em>adversarial search<\/em> (fuzzing, bayesovsk\u00e1 optimaliz\u00e1cia) na n\u00e1jdenie najhor\u0161\u00edch pr\u00edpadov.<\/p>\n<h2>Vstrekovanie por\u00fach a \u00fatokov (fault &amp; attack injection)<\/h2>\n<ul>\n<li><strong>Senzory<\/strong>: offset, drift, satur\u00e1cia, dropout, korupcia \u0161umu s regulovanou PSD.<\/li>\n<li><strong>Aktu\u00e1tory<\/strong>: zn\u00ed\u017eenie \u00fa\u010dinnosti, oneskorenie, zmena nelinearity, \u00fapln\u00e9 zlyhanie kan\u00e1la.<\/li>\n<li><strong>Sie\u0165<\/strong>: modely oneskorenia (deterministick\u00e9, Markov), stratovos\u0165 (Gilbert-Elliot), re-ordering.<\/li>\n<li><strong>Kyber<\/strong>: replay\/injection paketov, degrad\u00e1cia \u0161ifrovania, spoofing GNSS, RF jamming s kontrolovan\u00fdm SNR.<\/li>\n<\/ul>\n<h2>Postup hodnotenia a \u0161tatistick\u00e9 vyhodnotenie<\/h2>\n<ol>\n<li><strong>Baseline<\/strong>: zmerajte referen\u010dn\u00e9 metriky v nomin\u00e1lnych podmienkach.<\/li>\n<li><strong>Perturbation sweep<\/strong>: vykonajte zametan\u00e9 kampane intenzity por\u00fach\/\u00fatokov.<\/li>\n<li><strong>Stress-to-failure<\/strong>: ur\u010dte prah, pri ktorom je poru\u0161en\u00e1 bezpe\u010dnostn\u00e1 po\u017eiadavka.<\/li>\n<li><strong>Monte Carlo<\/strong>: n\u00e1hodn\u00e9 vari\u00e1cie parametrov, v\u00fdpo\u010det intervalov spo\u013eahlivosti.<\/li>\n<li><strong>Benchmarking<\/strong>: porovnajte alternat\u00edvne regul\u00e1tory\/filtre\/f\u00fazne strat\u00e9gie na rovnak\u00fdch scen\u00e1roch.<\/li>\n<\/ol>\n<h2>Normaliz\u00e1cia a agreg\u00e1cia metr\u00edk<\/h2>\n<p>Pre porovnate\u013enos\u0165 definujte jednotn\u00e9 \u0161k\u00e1ly a v\u00e1hy. Vhodn\u00e9 je pou\u017ei\u0165 <em>multi-criteria decision analysis<\/em> (MCDA) s v\u00e1\u017een\u00edm pod\u013ea kritickosti po\u017eiadaviek (safety &gt; performance &gt; efficiency). V\u00fdstupy zobrazujte ako radarov\u00e9 grafy, kumulat\u00edvne distrib\u00facie (CDF) a <em>resilience curves<\/em>.<\/p>\n<h2>Pr\u00edklad referen\u010dnej metriky pre GNSS spoofing<\/h2>\n<p>Definujte test: po\u010das 60\u2009s letu po trase \u201efigure-8\u201c aplikujte line\u00e1rne rast\u00faci pseudorange offset. Merajte:<\/p>\n<ul>\n<li><strong>\u0394pos<sub>95<\/sub><\/strong>: 95. percentil polohovej chyby (m).<\/li>\n<li><strong>t<sub>det<\/sub><\/strong>: \u010das detekcie anom\u00e1lie (s) od zapnutia spoofingu.<\/li>\n<li><strong>P<sub>false<\/sub><\/strong>: miera falo\u0161n\u00fdch poplachov bez spoofingu (%\/h).<\/li>\n<li><strong>MSP<\/strong>: \u00faspe\u0161nos\u0165 misie (bez naru\u0161enia bezpe\u010dnostn\u00fdch limitov) v N=200 behov (%).<\/li>\n<\/ul>\n<p>Odolnos\u0165 syst\u00e9mu je prijat\u00e1, ak \u0394pos<sub>95<\/sub> \u2264 2\u2009m, t<sub>det<\/sub> \u2264 3\u2009s, P<sub>false<\/sub> \u2264 1\u2009%\/h a MSP \u2265 99\u2009%.<\/p>\n<h2>Tabu\u013eka k\u013e\u00fa\u010dov\u00fdch metr\u00edk a jednotiek<\/h2>\n<table>\n<thead>\n<tr>\n<th>Kateg\u00f3ria<\/th>\n<th>Metrika<\/th>\n<th>Popis<\/th>\n<th>Jednotka<\/th>\n<th>Cie\u013e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Riadenie<\/td>\n<td>RMS tracking error<\/td>\n<td>Stredn\u00e1 kvadratick\u00e1 odch\u00fdlka trajekt\u00f3rie<\/td>\n<td>m, rad<\/td>\n<td>&lt; 0,2\u2009m<\/td>\n<\/tr>\n<tr>\n<td>Stabilita<\/td>\n<td>H\u221e index \u03b3<\/td>\n<td>Max. zisk ru\u0161enie\u2192v\u00fdstup<\/td>\n<td>bezrozmern\u00e9<\/td>\n<td>min.<\/td>\n<\/tr>\n<tr>\n<td>Diagnostika<\/td>\n<td>MTTD<\/td>\n<td>Priemern\u00fd \u010das do detekcie<\/td>\n<td>s<\/td>\n<td>&lt; 2\u2009s<\/td>\n<\/tr>\n<tr>\n<td>Sie\u0165<\/td>\n<td>Delay margin<\/td>\n<td>Max. tolerovan\u00e9 oneskorenie<\/td>\n<td>ms<\/td>\n<td>&gt; 120\u2009ms<\/td>\n<\/tr>\n<tr>\n<td>Bezpe\u010dnos\u0165<\/td>\n<td>Loss-of-Separation prob.<\/td>\n<td>Pravdepodobnos\u0165 poru\u0161enia separ\u00e1cie<\/td>\n<td>%<\/td>\n<td>&lt; 0,1\u2009%<\/td>\n<\/tr>\n<tr>\n<td>Odolnos\u0165<\/td>\n<td>AoL<\/td>\n<td>Plocha \u00fabytku funk\u010dnosti po\u010das incidentu<\/td>\n<td>norm.<\/td>\n<td>min.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>Sledovanie bezpe\u010dnostn\u00fdch limitov a risk budget<\/h2>\n<p>Nastavte <em>risk budget<\/em> na \u00farovni misie (napr. maxim\u00e1lna pr\u00edpustn\u00e1 integr\u00e1lna pravdepodobnos\u0165 CFIT\/kol\u00edzie). V testoch vynucujte \u201ehard safety limits\u201c (geofence, max. uhol n\u00e1klonu, min. nap\u00e4tie bat\u00e9rie) a vyhodnocujte <em>risk exceedance<\/em> ako bin\u00e1rnu metriku.<\/p>\n<h2>Metriky pre MPC a pl\u00e1novanie trajekt\u00f3ri\u00ed<\/h2>\n<ul>\n<li><strong>Constraint violation rate<\/strong>: percento krokov, kedy boli poru\u0161en\u00e9 obmedzenia (satur\u00e1cie, geofence, r\u00fdchlosti).<\/li>\n<li><strong>Tube radius<\/strong>: priemern\u00fd\/p\u00edk polomer robustnej trubice okolo nomin\u00e1lnej trajekt\u00f3rie.<\/li>\n<li><strong>Feasibility rate<\/strong>: podiel vyrie\u0161en\u00fdch optimaliza\u010dn\u00fdch \u00faloh v\u010das (&lt; deadline).<\/li>\n<\/ul>\n<h2>Komunika\u010dn\u00fd stack: latencia, jitter, stratovos\u0165<\/h2>\n<p>Merajte E2E latenciu (telemetria\u2192autopilot\u2192aktu\u00e1tor\u2192odozva), jej varianciu a stratovos\u0165. Definujte <em>Service Level Objectives<\/em> (napr. 99,9\u2009% paketov &lt; 80\u2009ms) a testujte robustnos\u0165 k burst strat\u00e1m (Gilbert-Elliot model) a re-ordering.<\/p>\n<h2>Integrita d\u00e1t a bezpe\u010dn\u00e9 vn\u00edmanie<\/h2>\n<p>Pre senzorick\u00fa f\u00faziu sledujte <em>NIS\/NES<\/em> testy (Normalised Innovation Squared), <em>consistency<\/em> filtrov, detekciu \u201emeasurement conflicts\u201c (napr. GNSS vs. VIO). Pri kamerov\u00fdch syst\u00e9moch hodnot\u0165e robustnos\u0165 k z\u00e1mene landmarkov a oslepovaniu (percento validn\u00fdch feature matchov).<\/p>\n<h2>Protokoly experimentov a sledovanie artefaktov<\/h2>\n<p>Zabezpe\u010dte <em>traceability<\/em>: verzia firmv\u00e9ru, konfigur\u00e1cie regul\u00e1torov, seed n\u00e1hodnosti, scen\u00e1r, injekcie por\u00fach, kalibr\u00e1cie. Artefakty (logy, RF spektr\u00e1, pcap, GNSS raw, vide\u00e1) ukladajte s metad\u00e1tami a <em>hash<\/em> odkazmi pre auditovate\u013enos\u0165.<\/p>\n<h2>Vizualiz\u00e1cie v\u00fdsledkov<\/h2>\n<ul>\n<li><strong>Resilience curves<\/strong> R(t) s vyzna\u010den\u00edm AoL a bodov detekcie\/izol\u00e1cie.<\/li>\n<li><strong>ROC\/PR krivky<\/strong> pre anom\u00e1lie a f\u00fazne valid\u00e1tory.<\/li>\n<li><strong>Heatmapy<\/strong> poru\u0161enia obmedzen\u00ed v priestore parametrov.<\/li>\n<li><strong>CDF<\/strong> distrib\u00facie ch\u00fdb a latenci\u00ed.<\/li>\n<li><strong>Radar grafy<\/strong> pre MCDA porovnanie alternat\u00edv autopilotov.<\/li>\n<\/ul>\n<h2>Pr\u00edpadov\u00e1 \u0161t\u00fadia: kampa\u0148 \u201evietor + stratov\u00e1 sie\u0165\u201c<\/h2>\n<p>Vytvorte sc\u00e9nar: n\u00e1razy vetra s PSD pod\u013ea Dryden\/Gauss, 10\u2009% stratovos\u0165 s burstami. Porovnajte dve konfigur\u00e1cie: <em>AP-A<\/em> (PID+EKF2) vs. <em>AP-B<\/em> (MPC+UKF). Vyhodno\u0165te RMS chybu, viol\u00e1cie obmedzen\u00ed, MTTD, MSP, GDI. O\u010dak\u00e1van\u00e9 spr\u00e1vanie: AP-B dosiahne men\u0161\u00ed AoL a r\u00fdchlej\u0161\u00ed n\u00e1vrat v\u010faka predikt\u00edvnemu riadeniu a robustnej\u0161ej f\u00fazii.<\/p>\n<h2>N\u00e1stroje a infra\u0161trukt\u00fara<\/h2>\n<ul>\n<li><strong>Simula\u010dn\u00e9 jadro<\/strong>: Gazebo\/Ignition, AirSim, MATLAB\/Simulink, vlastn\u00e9 C++\/Python modely s FMI.<\/li>\n<li><strong>Autopilot stack<\/strong>: PX4\/ArduPilot (SITL\/HITL), ROS 2 integr\u00e1cia, logy (ULog, BIN).<\/li>\n<li><strong>Sie\u0165ov\u00e1 emul\u00e1cia<\/strong>: netem, tc, Mininet, emul\u00e1cia 4G\/5G\/mesh.<\/li>\n<li><strong>RF a GNSS<\/strong>: SDR pre spoofing\/jamming v tienenom priestore, GNSS record-replay.<\/li>\n<li><strong>Analytika<\/strong>: skripty na extrakciu metr\u00edk, \u0161tatistiku a reporty, CI\/CD pipeline pre test kampane.<\/li>\n<\/ul>\n<h2>Bezpe\u010dnostn\u00e9 a etick\u00e9 z\u00e1sady testovania<\/h2>\n<p>\u00datoky a RF experimenty vykon\u00e1vajte v\u00fdhradne v regulovanom, tienenom prostred\u00ed s pr\u00e1vnym povolen\u00edm. Zav\u00e1dzajte viacvrstvov\u00e9 \u201ekill-switch\u201c mechanizmy, geofence a fyzick\u00e9 z\u00e1chytn\u00e9 syst\u00e9my. Anonymizujte d\u00e1ta a chr\u00e1\u0148te know-how i osobn\u00e9 \u00fadaje.<\/p>\n<h2>Integr\u00e1cia so syst\u00e9mov\u00fdm in\u017einierstvom<\/h2>\n<p>Zarovnajte metriky s po\u017eiadavkami (requirement-to-test trace), rizikov\u00fdmi anal\u00fdzami (FMEA, FTA, STPA) a certifika\u010dn\u00fdmi cie\u013emi. Zabezpe\u010dte, aby odolnos\u0165 a robustnos\u0165 boli <em>verifikovate\u013en\u00e9<\/em> a <em>validovate\u013en\u00e9<\/em> artefaktmi \u2013 nie len argument\u00e1ciou.<\/p>\n<h2>Naj\u010dastej\u0161ie chyby a antipatterny<\/h2>\n<ul>\n<li>Testovanie len nomin\u00e1lnych scen\u00e1rov bez stresu a hrani\u010dn\u00fdch stavov.<\/li>\n<li>Nedefinovan\u00e9 prahy akcept\u00e1cie pre metriky; \u201edojemov\u00fd\u201c verdikt.<\/li>\n<li>Nekonzistentn\u00e1 telemetria a ch\u00fdbaj\u00faca synchroniz\u00e1cia \u010dasovej osi.<\/li>\n<li>Absencia sie\u0165ov\u00fdch a kybernetick\u00fdch kampan\u00ed \u2013 ignorovanie polovice CPS.<\/li>\n<li>Nezabezpe\u010den\u00e1 reprodukovate\u013enos\u0165 (bez seedov, bez verzi\u00ed artefaktov).<\/li>\n<\/ul>\n<h2>Doporu\u010den\u00fd minim\u00e1lny s\u00fabor metr\u00edk (MVP) pre projekty UAV<\/h2>\n<ol>\n<li>RMS a 95-percentil odch\u00fdlky trajekt\u00f3rie; settling time.<\/li>\n<li>Constraint violation rate (geofence, satur\u00e1cie) a min. bezpe\u010dnostn\u00e1 vzdialenos\u0165.<\/li>\n<li>Delay margin a tolerancia stratovosti v % pri zachovanej stabilite.<\/li>\n<li>AUC-ROC a MTTD pre k\u013e\u00fa\u010dov\u00fd detektor anom\u00e1li\u00ed.<\/li>\n<li>MSP v Monte Carlo (\u2265 99\u2009% pre kritick\u00e9 misie).<\/li>\n<li>GDI a AoL z profilu R(t) pre aspo\u0148 dva typy incidentov (porucha, \u00fatok).<\/li>\n<\/ol>\n<p>Kyber-fyzik\u00e1lne testovanie autopilotov poskytuje r\u00e1mec, ktor\u00fd sp\u00e1ja kontrolno-teoretick\u00e9, bezpe\u010dnostn\u00e9 a kybernetick\u00e9 h\u013eadisk\u00e1 do merate\u013en\u00fdch a porovnate\u013en\u00fdch metr\u00edk. Dobre navrhnut\u00e9 metriky \u2013 od fyzik\u00e1lnych ch\u00fdb cez sie\u0165ov\u00e9 tolerancie a\u017e po profily odolnosti \u2013 umo\u017e\u0148uj\u00fa nielen kvalifikova\u0165 riziko a podpori\u0165 certifik\u00e1ciu, ale aj r\u00fdchlej\u0161ie iterova\u0165 n\u00e1vrh, optimalizova\u0165 kompromisy a dosiahnu\u0165 d\u00f4veryhodn\u00fa auton\u00f3miu UAV v re\u00e1lnom svete.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Integrovan\u00e9 testovanie softv\u00e9ru aj hardv\u00e9ru. Metriky odolnosti, scen\u00e1re \u00fatokov a kontinu\u00e1lne testy v realistick\u00fdch podmienkach.<\/p>\n","protected":false},"author":46,"featured_media":88653,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2629],"tags":[2287,2288,2289,2290,2291,2292,2180,2293],"class_list":["post-48653","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-drony","tag-continuous-testing","tag-environment","tag-kyber-fyzikalne-testy","tag-metriky","tag-odolnost","tag-red-teaming","tag-robustnost","tag-utoky"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Kyber-fyzik\u00e1lna odolnos\u0165: Metodiky testovania robustnosti autopilotov vo\u010di kyber\u00fatokom - Podnik\u00e1m, lietam a relaxujem<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.vrtulniky.sk\/news\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\/\" \/>\n<meta property=\"og:locale\" content=\"sk_SK\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Kyber-fyzik\u00e1lna odolnos\u0165: Metodiky testovania robustnosti autopilotov vo\u010di kyber\u00fatokom - Podnik\u00e1m, lietam a relaxujem\" \/>\n<meta property=\"og:description\" content=\"Integrovan\u00e9 testovanie softv\u00e9ru aj hardv\u00e9ru. Metriky odolnosti, scen\u00e1re \u00fatokov a kontinu\u00e1lne testy v realistick\u00fdch podmienkach.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.vrtulniky.sk\/news\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\/\" \/>\n<meta property=\"og:site_name\" content=\"Podnik\u00e1m, lietam a relaxujem\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/vrtulniky\/\" \/>\n<meta property=\"article:published_time\" content=\"2025-06-03T13:07:41+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.vrtulniky.sk\/news\/wp-content\/uploads\/2022\/08\/vrtulniky-sk.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1400\" \/>\n\t<meta property=\"og:image:height\" content=\"900\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Dalimil\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Autor\" \/>\n\t<meta name=\"twitter:data1\" content=\"Dalimil\" \/>\n\t<meta name=\"twitter:label2\" content=\"Predpokladan\u00fd \u010das \u010d\u00edtania\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 min\u00fat\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\\\/\"},\"author\":{\"name\":\"Dalimil\",\"@id\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/#\\\/schema\\\/person\\\/b7d24094d994cfc4b69859c5cebf2e56\"},\"headline\":\"Kyber-fyzik\u00e1lna odolnos\u0165: Metodiky testovania robustnosti autopilotov vo\u010di kyber\u00fatokom\",\"datePublished\":\"2025-06-03T13:07:41+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\\\/\"},\"wordCount\":1919,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/wp-content\\\/uploads\\\/2025\\\/12\\\/vzdelavanie-vysoka-skola-8653.jpg\",\"keywords\":[\"continuous testing\",\"environment\",\"kyber-fyzik\u00e1lne testy\",\"metriky\",\"odolnos\u0165\",\"red teaming\",\"robustnos\u0165\",\"\u00fatoky\"],\"articleSection\":[\"Drony\"],\"inLanguage\":\"sk-SK\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\\\/\",\"url\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\\\/\",\"name\":\"Kyber-fyzik\u00e1lna odolnos\u0165: Metodiky testovania robustnosti autopilotov vo\u010di kyber\u00fatokom - Podnik\u00e1m, lietam a relaxujem\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/wp-content\\\/uploads\\\/2025\\\/12\\\/vzdelavanie-vysoka-skola-8653.jpg\",\"datePublished\":\"2025-06-03T13:07:41+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\\\/#breadcrumb\"},\"inLanguage\":\"sk-SK\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"sk-SK\",\"@id\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/wp-content\\\/uploads\\\/2025\\\/12\\\/vzdelavanie-vysoka-skola-8653.jpg\",\"contentUrl\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/wp-content\\\/uploads\\\/2025\\\/12\\\/vzdelavanie-vysoka-skola-8653.jpg\",\"width\":1600,\"height\":1200,\"caption\":\"Kyber-fyzik\u00e1lna odolnos\u0165: Metodiky testovania robustnosti autopilotov vo\u010di kyber\u00fatokom\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Kyber-fyzik\u00e1lna odolnos\u0165: Metodiky testovania robustnosti autopilotov vo\u010di kyber\u00fatokom\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/#website\",\"url\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/\",\"name\":\"Podnik\u00e1m, lietam a relaxujem\",\"description\":\"Vrtu\u013en\u00edky.sk\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"sk-SK\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/#organization\",\"name\":\"Podnik\u00e1m, lietam a relaxujem\",\"url\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"sk-SK\",\"@id\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/wp-content\\\/uploads\\\/2022\\\/08\\\/news-vrtulniky-sk-logo-e1660318023553.png\",\"contentUrl\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/wp-content\\\/uploads\\\/2022\\\/08\\\/news-vrtulniky-sk-logo-e1660318023553.png\",\"width\":201,\"height\":200,\"caption\":\"Podnik\u00e1m, lietam a relaxujem\"},\"image\":{\"@id\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/vrtulniky\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/#\\\/schema\\\/person\\\/b7d24094d994cfc4b69859c5cebf2e56\",\"name\":\"Dalimil\",\"url\":\"https:\\\/\\\/www.vrtulniky.sk\\\/news\\\/author\\\/dalimil\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Kyber-fyzik\u00e1lna odolnos\u0165: Metodiky testovania robustnosti autopilotov vo\u010di kyber\u00fatokom - Podnik\u00e1m, lietam a relaxujem","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.vrtulniky.sk\/news\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\/","og_locale":"sk_SK","og_type":"article","og_title":"Kyber-fyzik\u00e1lna odolnos\u0165: Metodiky testovania robustnosti autopilotov vo\u010di kyber\u00fatokom - Podnik\u00e1m, lietam a relaxujem","og_description":"Integrovan\u00e9 testovanie softv\u00e9ru aj hardv\u00e9ru. Metriky odolnosti, scen\u00e1re \u00fatokov a kontinu\u00e1lne testy v realistick\u00fdch podmienkach.","og_url":"https:\/\/www.vrtulniky.sk\/news\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\/","og_site_name":"Podnik\u00e1m, lietam a relaxujem","article_publisher":"https:\/\/www.facebook.com\/vrtulniky\/","article_published_time":"2025-06-03T13:07:41+00:00","og_image":[{"width":1400,"height":900,"url":"https:\/\/www.vrtulniky.sk\/news\/wp-content\/uploads\/2022\/08\/vrtulniky-sk.jpg","type":"image\/jpeg"}],"author":"Dalimil","twitter_card":"summary_large_image","twitter_misc":{"Autor":"Dalimil","Predpokladan\u00fd \u010das \u010d\u00edtania":"9 min\u00fat"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.vrtulniky.sk\/news\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\/#article","isPartOf":{"@id":"https:\/\/www.vrtulniky.sk\/news\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\/"},"author":{"name":"Dalimil","@id":"https:\/\/www.vrtulniky.sk\/news\/#\/schema\/person\/b7d24094d994cfc4b69859c5cebf2e56"},"headline":"Kyber-fyzik\u00e1lna odolnos\u0165: Metodiky testovania robustnosti autopilotov vo\u010di kyber\u00fatokom","datePublished":"2025-06-03T13:07:41+00:00","mainEntityOfPage":{"@id":"https:\/\/www.vrtulniky.sk\/news\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\/"},"wordCount":1919,"commentCount":0,"publisher":{"@id":"https:\/\/www.vrtulniky.sk\/news\/#organization"},"image":{"@id":"https:\/\/www.vrtulniky.sk\/news\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\/#primaryimage"},"thumbnailUrl":"https:\/\/www.vrtulniky.sk\/news\/wp-content\/uploads\/2025\/12\/vzdelavanie-vysoka-skola-8653.jpg","keywords":["continuous testing","environment","kyber-fyzik\u00e1lne testy","metriky","odolnos\u0165","red teaming","robustnos\u0165","\u00fatoky"],"articleSection":["Drony"],"inLanguage":"sk-SK","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.vrtulniky.sk\/news\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.vrtulniky.sk\/news\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\/","url":"https:\/\/www.vrtulniky.sk\/news\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\/","name":"Kyber-fyzik\u00e1lna odolnos\u0165: Metodiky testovania robustnosti autopilotov vo\u010di kyber\u00fatokom - Podnik\u00e1m, lietam a relaxujem","isPartOf":{"@id":"https:\/\/www.vrtulniky.sk\/news\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.vrtulniky.sk\/news\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\/#primaryimage"},"image":{"@id":"https:\/\/www.vrtulniky.sk\/news\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\/#primaryimage"},"thumbnailUrl":"https:\/\/www.vrtulniky.sk\/news\/wp-content\/uploads\/2025\/12\/vzdelavanie-vysoka-skola-8653.jpg","datePublished":"2025-06-03T13:07:41+00:00","breadcrumb":{"@id":"https:\/\/www.vrtulniky.sk\/news\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\/#breadcrumb"},"inLanguage":"sk-SK","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.vrtulniky.sk\/news\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\/"]}]},{"@type":"ImageObject","inLanguage":"sk-SK","@id":"https:\/\/www.vrtulniky.sk\/news\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\/#primaryimage","url":"https:\/\/www.vrtulniky.sk\/news\/wp-content\/uploads\/2025\/12\/vzdelavanie-vysoka-skola-8653.jpg","contentUrl":"https:\/\/www.vrtulniky.sk\/news\/wp-content\/uploads\/2025\/12\/vzdelavanie-vysoka-skola-8653.jpg","width":1600,"height":1200,"caption":"Kyber-fyzik\u00e1lna odolnos\u0165: Metodiky testovania robustnosti autopilotov vo\u010di kyber\u00fatokom"},{"@type":"BreadcrumbList","@id":"https:\/\/www.vrtulniky.sk\/news\/kyber-fyzikalna-odolnost-metodiky-testovania-robustnosti-autopilotov-voci-kyberutokom\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.vrtulniky.sk\/news\/"},{"@type":"ListItem","position":2,"name":"Kyber-fyzik\u00e1lna odolnos\u0165: Metodiky testovania robustnosti autopilotov vo\u010di kyber\u00fatokom"}]},{"@type":"WebSite","@id":"https:\/\/www.vrtulniky.sk\/news\/#website","url":"https:\/\/www.vrtulniky.sk\/news\/","name":"Podnik\u00e1m, lietam a relaxujem","description":"Vrtu\u013en\u00edky.sk","publisher":{"@id":"https:\/\/www.vrtulniky.sk\/news\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.vrtulniky.sk\/news\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"sk-SK"},{"@type":"Organization","@id":"https:\/\/www.vrtulniky.sk\/news\/#organization","name":"Podnik\u00e1m, lietam a relaxujem","url":"https:\/\/www.vrtulniky.sk\/news\/","logo":{"@type":"ImageObject","inLanguage":"sk-SK","@id":"https:\/\/www.vrtulniky.sk\/news\/#\/schema\/logo\/image\/","url":"https:\/\/www.vrtulniky.sk\/news\/wp-content\/uploads\/2022\/08\/news-vrtulniky-sk-logo-e1660318023553.png","contentUrl":"https:\/\/www.vrtulniky.sk\/news\/wp-content\/uploads\/2022\/08\/news-vrtulniky-sk-logo-e1660318023553.png","width":201,"height":200,"caption":"Podnik\u00e1m, lietam a relaxujem"},"image":{"@id":"https:\/\/www.vrtulniky.sk\/news\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/vrtulniky\/"]},{"@type":"Person","@id":"https:\/\/www.vrtulniky.sk\/news\/#\/schema\/person\/b7d24094d994cfc4b69859c5cebf2e56","name":"Dalimil","url":"https:\/\/www.vrtulniky.sk\/news\/author\/dalimil\/"}]}},"_links":{"self":[{"href":"https:\/\/www.vrtulniky.sk\/news\/wp-json\/wp\/v2\/posts\/48653","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.vrtulniky.sk\/news\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.vrtulniky.sk\/news\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.vrtulniky.sk\/news\/wp-json\/wp\/v2\/users\/46"}],"replies":[{"embeddable":true,"href":"https:\/\/www.vrtulniky.sk\/news\/wp-json\/wp\/v2\/comments?post=48653"}],"version-history":[{"count":0,"href":"https:\/\/www.vrtulniky.sk\/news\/wp-json\/wp\/v2\/posts\/48653\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.vrtulniky.sk\/news\/wp-json\/wp\/v2\/media\/88653"}],"wp:attachment":[{"href":"https:\/\/www.vrtulniky.sk\/news\/wp-json\/wp\/v2\/media?parent=48653"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.vrtulniky.sk\/news\/wp-json\/wp\/v2\/categories?post=48653"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.vrtulniky.sk\/news\/wp-json\/wp\/v2\/tags?post=48653"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}