{"id":5785,"date":"2025-12-04T15:34:38","date_gmt":"2025-12-04T12:34:38","guid":{"rendered":"https:\/\/istanbul-ist-international-airport.com\/istanbul-airport-ceo-big-data-biometrics-and-iot-enable-open-data-exchange-and-stakeholder-collaboration\/"},"modified":"2025-12-04T15:34:38","modified_gmt":"2025-12-04T12:34:38","slug":"istanbul-airport-ceo-big-data-biometrics-and-iot-enable-open-data-exchange-and-stakeholder-collaboration","status":"publish","type":"post","link":"https:\/\/istanbul-ist-international-airport.com\/ko\/blog\/istanbul-airport-ceo-big-data-biometrics-and-iot-enable-open-data-exchange-and-stakeholder-collaboration\/","title":{"rendered":"Istanbul Airport CEO \u2013 Big Data, Biometrics and IoT Enable Open Data Exchange and Stakeholder Collaboration"},"content":{"rendered":"

<\/p>\n

\uad8c\uc7a5 \uc0ac\ud56d<\/strong>: deploy a modular, ai-driven information-sharing platform that links city authorities, airside operators, plus service providers; this will support real-time<\/em> alignment, faster response to coming<\/em> demand shifts, plus measurable improvements in performance.<\/p>\n

The rollout begins in a central<\/em> square of the city; this place will host a six-module pilot, tracking more than 2 million movements annually; by fusing navigation signals, telemetry from aircrafts, crowd flow, the multifocal view will reveal the most impactful changes to operations without compromising privacy.<\/p>\n

Engage a broad mix of partners\u2013transport authorities, carriers, security teams, plus technology vendors\u2013through a governance framework that sets access rules, allocates original information credits; provides a shared performance dashboard; this builds trust without duplicative work, plus scalable business value through cooperation.<\/p>\n

The management layer will adapt operating environment by implementing changes in workflow; risk controls; also continuous improvement cycles will raise performance by targeting 10\u201320% reductions in idle time, 5% energy savings across ground operations into broader adoption.<\/p>\n

Implementation guardrails: keep \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638<\/em> by design; ensure compliance with local regulations; track original user consent. The outcome is a faster, more transparent sharing of information across the entire place, raising efficiency and value for all partners involved.<\/p>\n

iGA Istanbul Airports: Big Data, Biometrics and IoT in Open Data Exchange<\/h2>\n

Recommendation: deploy a federated information hub ingesting sensor streams, access logs, visitor profiles; privacy-preserving analytics; role-based access control; a prioritized alert system.<\/p>\n

The briefing explains this approach enhances resilience by delivering real-time visibility into security events; visitor flows; revenue-generating activities. It will support enhancing situational awareness; preserving privacy; complying with regulations.<\/p>\n

    \n
  • Platform design: equipped with edge connectors; independent silos; encrypted channels; distances between facilities cannot degrade performance; scalable to enormous volumes; supports digi-friendly integrations; de-icing information can be received from weather stations.<\/li>\n
  • Security operations: secops playbooks; visual alarms; attack detection; continuous monitoring; mitigations to contain incidents; highest cybersecurity posture.<\/li>\n
  • Alliances and governance: formal plan to align with regulators, carriers, suppliers; governance framework; trust mechanisms; clear escalation paths.<\/li>\n
  • Commercial impact: sales forecasts; retail revenue lift; cross-channel promotions; measurable ROI from concessions; improved dwell time.<\/li>\n
  • Weather and de-icing operations: weather-informed routing; de-icing coordination; cross-functional workflows; resilient service levels across distances.<\/li>\n
  • User experience and visualization: visual dashboards; tail-specific views for user roles; precise controls; intuitive layout.<\/li>\n
  • Cultural shift and risk mitigations: training programs; independent teams; secure-by-default mindset; mitigations for misconfigurations; robust incident response.<\/li>\n<\/ul>\n

    Implementation plan will target a phased rollout; pilot in two terminals; scale to entire gateway within 12\u201318 months; metrics include latency targets; impressive ROI; reduced risk; improved user experience; budget outline; risk controls include failover sites; cross-functional training is essential.<\/p>\n

    Data sources and pipeline architecture for terminal operations<\/h3>\n

    Executive recommendation: provide a unified information fabric by integrating passenger flow, flight coordination, baggage handling, energy meters, security control; provided information streams optimise convenience, allow teams to work quickly across each location.<\/p>\n

    The approach provides timely cues by harvesting biometrics signals, location tags, equipment telemetry; management ensures governance through executive teams, with the june planning cycle.<\/p>\n

    Ingestion from each source proceeds using a unified stream fabric; transformation adds context like flight status, passenger category, brand preferences, time-of-day; storage uses a time-stamped, immutable store; distribution targets executives’ dashboards, ops consoles, mobile alerts; governance enforces access controls, retention rules.<\/p>\n

    Security is threat-centric: real-time event processing yields alerts the moment a risk is detected; operators receive pinpointing signals, enabling immediately response; the system remains healthy with anomaly checks, status boards, routine health probes.<\/p>\n

    A collaborative planning cadence ensures alignment across brands, facilities, IT vendors; location-specific dashboards enable local teams to react quickly; the executive sponsor maintains risk-aware culture, guiding prioritisation in june reviews, tracking KPI status.<\/p>\n\n\n\n\n\n\n\n
    Source<\/th>\nInformation type<\/th>\nIngestion<\/th>\nLatency target<\/th>\nOwner<\/th>\nUsage<\/th>\n<\/tr>\n
    Check-in kiosks<\/td>\nPassenger flow metrics<\/td>\nStreaming<\/td>\n5 seconds<\/td>\nFrontline Ops<\/td>\nQueue optimization<\/td>\n<\/tr>\n
    Flight systems<\/td>\nScheduling, status<\/td>\nEvent-driven<\/td>\n2 seconds<\/td>\nOperations Control<\/td>\nAlerts, resourcing<\/td>\n<\/tr>\n
    Baggage handling<\/td>\nThroughput, location<\/td>\nBatch + Streaming<\/td>\n30 seconds<\/td>\nLogistics<\/td>\nThroughput management<\/td>\n<\/tr>\n
    Security checkpoints<\/td>\nThreat signals<\/td>\nStreaming<\/td>\n1\ucd08<\/td>\n\ubcf4\uc548 \uad00\ub9ac<\/td>\n\uc989\uc2dc \uc751\ub2f5<\/td>\n<\/tr>\n
    \uc2dc\uc124 \uc13c\uc11c<\/td>\n\ud658\uacbd \uc9c0\ud45c<\/td>\nStreaming<\/td>\n5 seconds<\/td>\nFacilities<\/td>\n\uac74\uac15 \uc0c1\ud0dc \ubaa8\ub2c8\ud130\ub9c1<\/td>\n<\/tr>\n<\/table>\n

    \uc0dd\uccb4 \uc778\uc2dd \ub4f1\ub85d, \uc778\uc99d \ud750\ub984 \ubc0f \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \uc7a5\uce58<\/h3>\n

    \uad8c\uace0: \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \uc124\uacc4\uc5d0 \uae30\ubc18\ud55c \uc911\uc559 \uc9d1\uc911\uc2dd \ub4f1\ub85d \ubaa8\ub4c8 \uad6c\ud604; AI \uae30\ubc18 \uac80\uc99d \ud750\ub984 \uae30\ub2a5; \uc628\ub514\ubc14\uc774\uc2a4 \ucc98\ub9ac; \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ud30c\ud2b8\ub108\uc640\uc758 \uac1c\ubc29\ud615 \uc81c\ud734; \uc774\ub7ec\ud55c \uc6c0\uc9c1\uc784\uc5d0\ub294 \uac15\ub825\ud55c \uac70\ubc84\ub10c\uc2a4\uac00 \ud544\uc694; \uc18d\ub3c4, \ubcf4\uc548, \ud655\uc7a5\uc131\uc744 \ud68d\uae30\uc801\uc73c\ub85c \uac1c\uc120\ud569\ub2c8\ub2e4.<\/p>\n

    \uc6cc\ud06c\ud50c\ub85c\uc6b0 \uad6c\uc870: \uc5ec\ud589\uac1d\uc73c\ub85c\ubd80\ud130 \uc2dc\uac01\uc801 \ub2e8\uc11c \ud3ec\ucc29; AI \uae30\ubc18 \ubaa8\ub378\ub85c \uc2dd\ubcc4 \ud15c\ud50c\ub9bf \ud569\uc131; \uc2e0\uc18d\ud558\uace0 \ube44\uce68\uc2b5\uc801\uc778 \uc0dd\uccb4\uc778\uc2dd \ud655\uc778 \uc218\ud589; \uac10\uc2dc\ub300\uc0c1 \ubaa9\ub85d\uacfc \ub300\uc870 \uac80\uc99d; \uba85\uc2dc\uc801 \ub3d9\uc758 \ud68d\ub4dd; \uc554\ud638\ud654\ub41c \uc800\uc7a5\uc18c\uc5d0 \ud15c\ud50c\ub9bf \uc800\uc7a5; \ub9e4\uc6d4 \ud0a4 \uad50\uccb4; \uc704\ud5d8\uc131 \uac80\uc0ac \uc2e4\ud328 \uc2dc \ub4f1\ub85d \uc911\ub2e8.<\/p>\n

    \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \uc7a5\uce58: \uc124\uacc4 \ub2e8\uacc4\ubd80\ud130 \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638\ub97c \uace0\ub824; \ubaa9\uc801 \uc81c\ud55c \uc2dc\ud589; \uc218\uc9d1 \uc18d\uc131 \ucd5c\uc18c\ud654; \uba85\ud655\ud55c \ub3d9\uc758 \ub77c\uc774\ud504\uc0ac\uc774\ud074 \uad6c\ud604; \uac00\ub2a5\ud55c \uacbd\uc6b0 \uae30\uae30 \ub0b4 \ucc98\ub9ac \uc6b0\uc120; \uc804\uc1a1 \uc911 \ubc0f \ubcf4\uad00 \uc2dc \uc2dd\ubcc4 \ud15c\ud50c\ub9bf \uc554\ud638\ud654; \uc790\ub3d9 \uc0ad\uc81c\ub97c \ud1b5\ud55c \uc5c4\uaca9\ud55c \ubcf4\uc874 \uae30\uac04 \uc801\uc6a9; \uc5ec\ud589\uc790\uac00 \uc2e4\uc2dc\uac04\uc73c\ub85c \ub3d9\uc758 \ucca0\ud68c \uac00\ub2a5; \uc5ec\ud589\uc790\uc758 \ud750\ub984\uc740 \ud22c\uba85\ud558\uac8c \uc720\uc9c0.<\/p>\n

    \uc0ac\uc774\ubc84 \ubcf4\uc548 \ud0dc\uc138: SecOps \ub7f0\ubd81 \uad6c\ud604; \uc9c0\uc18d\uc801 \ubaa8\ub2c8\ud130\ub9c1; \uc704\ud611 \uc778\ud154\ub9ac\uc804\uc2a4; \uc2e0\uc18d\ud55c \uc0ac\uace0 \ub300\uc751; \uc5ed\ud560 \uae30\ubc18 \uc811\uadfc \uc81c\uc5b4; \ubd88\ubcc0 \uac10\uc0ac \ucd94\uc801; \uc815\uae30\uc801\uc778 \ub3c5\ub9bd \uac10\uc0ac; \uc120\uc81c\uc801 \uc704\ud611 \ud5cc\ud305\uc744 \ud1b5\ud55c \uc704\ud5d8 \uc2e0\ud638 \ub300\uc751; \ucc45\uc784 \uc788\ub294 \uacf5\uac1c \ud504\ub85c\uc138\uc2a4 \uad6c\ucd95.<\/p>\n

    \uc0c1\ud638\uc6b4\uc6a9\uc131 \ubc0f \uac1c\ubc29\uc131: \ud5c8\ube0c\uc640\uc758 \ubaa8\ub4c8\uc2dd \ud1b5\ud569\uc744 \uc704\ud55c \uac1c\ubc29\ud615 \uc778\ud130\ud398\uc774\uc2a4 \uc81c\uacf5; \ub2e4\uc911 \ud56d\uacf5\uae30 \uc774\ub3d9 \ud1b5\ub85c \uc9c0\uc6d0; \ub514\uc9c0\ud138 \uc6b0\uc120 \uc778\ud130\ud398\uc774\uc2a4; \ub808\uc778 \uade0\ud615\uc744 \uc704\ud55c \uc2e4\uc2dc\uac04 \ubd84\uc11d; \uc5ec\ud589\uac1d\uc758 \ud63c\ub780\uc744 \ucd5c\uc18c\ud654\ud558\uae30 \uc704\ud55c \uc7a5\uc560 \uc870\uce58 \uacbd\ub85c \ud655\ubcf4; \ub3d9\ub9f9\uc740 \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638\ub97c \uc720\uc9c0\ud558\uba74\uc11c \uad6d\uacbd \uac04 \uac80\uc0ac \uc870\uc728; \uc8fc\uc694 \ud658\uc2b9 \ub178\ub4dc\uc758 \uc8fc\ucc28 \uc6b4\uc601\uc740 \ud1b5\ud569 \uc2e0\ud638 \uc218\uc2e0.<\/p>\n

    \uc0ac\ub78c, \ubb38\ud654, \uc2e0\ub8b0: \uc544\uc774\ub374\ud2f0\ud2f0 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uc804\ubb38\uac00\ub4e4\uc758 \uc7a5\uc778 \uc815\uc2e0\uc5d0 \uae30\ubc18; \uae4a\uc774 \uc788\ub294 \uc804\ubb38\uc131\uc744 \uac16\ucd98 \uc778\uc0c1\uc801\uc778 \ud300; \uc5ec\ud589\uac1d\uc744 \uc704\ud55c \ubbff\uc744 \uc218 \uc788\ub294 \uc874\uc7ac; \uc9c0\uc18d\uc801\uc778 \uad50\uc721 \uc81c\uacf5; \uc5ec\ud589\uac1d\uc744 \uc704\ud55c \uba85\ud655\ud558\uace0 \ubb38\ud654\uc801\uc73c\ub85c \ubbfc\uac10\ud55c \uba54\uc2dc\uc9c0 \uc804\ub2ec; \uc704\ud5d8 \uc99d\uac00 \uac10\uc9c0\ub97c \uc704\ud55c \ubaa8\ub2c8\ud130\ub9c1 \uc2e4\uc2dc; \ud22c\uba85\uc131 \uac15\uc870; \ud53c\ub4dc\ubc31 \ub8e8\ud504\ub97c \ud1b5\ud55c \uc9c0\uc18d\uc801\uc778 \uac1c\uc120.<\/p>\n

    \uc2e4\uc2dc\uac04 \ubd84\uc11d \uae30\ubc18\uc758 \uc131\uacfc \ud504\ub808\uc784\uc6cc\ud06c: \ucd5c\uc18c \ub4f1\ub85d \uc2dc\uac04 \ucd94\uc801; \uc624\uc778\uc815\ub960; \uc624\uac70\ubd80\uc728; \ud5c8\ube0c\uc5d0\uc11c\uc758 \uc5ec\uc815 \uc2dc\uac04 \uce21\uc815; SecOps \ub300\uc2dc\ubcf4\ub4dc\ub97c \ud1b5\ud55c \ub9ac\uc2a4\ud06c \uc9c0\ud45c \ubaa8\ub2c8\ud130\ub9c1; \uc9c0\uc18d\uc801\uc778 \ud559\uc2b5\uc744 \ud1b5\ud55c \ubaa8\ub378 \uac1c\uc120; \uc548\uc804\uc744 \uc720\uc9c0\ud558\uba74\uc11c \ud6cc\ub96d\ud55c \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744 \ubaa9\ud45c\ub85c \ud568.<\/p>\n

    \ub2e8\ub9d0 \uc804\ubc18\uc5d0\uc11c \uc5d0\uc9c0 \ucef4\ud4e8\ud305 \ubc0f \uc790\uc0b0 \ucd94\uc801\uc744 \ud1b5\ud55c IoT \ub124\ud2b8\uc6cc\ud06c \uc124\uacc4<\/h3>\n

    \uc989\uac01\uc801\uc778 \ub300\uc751\uc744 \uac00\ub2a5\ud558\uac8c \ud558\uae30 \uc704\ud574 \uc804\uc6a9 \uad00\ub9ac \uae30\ub2a5\uc744 \uac16\ucd98 3\uacc4\uce35 \uc5d0\uc9c0 \uc911\uc2ec \ub124\ud2b8\uc6cc\ud06c\ub97c \uad6c\ucd95\ud558\uc2ed\uc2dc\uc624.<\/p>\n

      \n
    1. \ud1a0\ud3f4\ub85c\uc9c0\ub294 \uc138 \uac1c\uc758 \uacc4\uce35\uc73c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. \ud130\ubbf8\ub110 \uadfc\ucc98\uc758 \uc5d0\uc9c0 \uc7a5\uce58, \uc9c0\uc5ed \ud3ec\uadf8 \ub178\ub4dc, \ucf54\uc5b4 \ub370\uc774\ud130 \uc13c\ud130\uc758 \uc911\uc559 \uc2dc\uc2a4\ud15c; \uac01 \uacc4\uce35\uc5d0\uc11c \ub3c5\ub9bd\uc801\uc778 \ubd84\uc11d \uae30\ub2a5; \ubaa8\ub2c8\ud130\ub294 \uc2e4\uc2dc\uac04 \uc0c1\ud0dc\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4; \uc0ac\uc774\ud2b8 \uac04 \uc774\ubbf8\uc9c0 \uad00\ub9ac\ub294 \uc77c\uad00\ub41c \uac00\uc2dc\uc131\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4; \ud3ec\uad04\uc801\uc778 \uc124\uacc4\uc5d0\ub294 \uc5c4\uaca9\ud55c \ubcf4\uc548, \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \uc81c\uc5b4\uac00 \ud544\uc694\ud569\ub2c8\ub2e4; \uc801\uc751\ud615 \uc815\ucc45\uc744 \ud1b5\ud574 \uc548\uc804\uc131 \ud5a5\uc0c1; \uce21\uc815 \uac00\ub2a5\ud55c \ubb34\uc5b8\uac00\uac00 \ucd5c\uc801\ud654\ub97c \uc548\ub0b4\ud569\ub2c8\ub2e4.<\/li>\n
    2. \uc790\uc0b0 \ud0dc\uae45\uc740 RFID, BLE, UWB\ub97c \ud65c\uc6a9\ud558\uc5ec \uc218\ud558\ubb3c, \uc7a5\ube44, \uc11c\ube44\uc2a4 \ucc28\ub7c9 \uad00\ub9ac; \uad6c\uc5ed \uac04 \uc5ec\ud589\uac1d \ud750\ub984\uc744 \uc2e4\uc2dc\uac04\uc73c\ub85c \ud30c\uc545; \uc0dd\uccb4 \uc778\uc2dd \uc778\uc99d\uc740 \ub3d9\uc758\uac00 \uc788\ub294 \ucd9c\uc785 \uc9c0\uc810\uc5d0 \ud1b5\ud569; \uc678\ubd80 \uacf5\uac04\uc740 \uacbd\uacc4 \uc548\uc804\uc744 \uc704\ud574 \ubaa8\ub2c8\ud130\ub9c1; \ubd84\uc11d\uc744 \ud1b5\ud574 \uc774\ub3d9 \ud328\ud134\uc744 \ud30c\uc545\ud558\uc5ec \uac00\uc7a5 \ud63c\uc7a1\ud55c \ubcf5\ub3c4\uc758 \uc720\ud734 \uc2dc\uac04 \ub2e8\ucd95; \ud5a5\ud6c4 \uba87 \ub2ec\uac04\uc758 \ud655\uc7a5 \uaddc\ubaa8\ub97c \uc548\ub0b4\ud558\ub294 \uc911\uc694\ud55c \ubcf5\uc6d0\ub825 \uc9c0\ud45c.<\/li>\n
    3. \uac70\ubc84\ub10c\uc2a4\ub294 \ucd5c\uace0 \uc548\uc804 \uac10\ub3c5, \uce74\ub4dc\ub9ac\uac00 \uc774\ub044\ub294 \uc2dc\uc124 \ubd80\uc11c, \ubd84\uc11d \uc804\ubb38\uac00\ub97c \ud3ec\uad04\ud569\ub2c8\ub2e4. 3\uac1c\uc758 \uc804\ub2f4\ud300\uc774 \ub300\uc751\uc744 \uc870\uc728\ud558\uace0 \ubd84\uc11d \ub8e8\ud504\ub294 \uaca9\ucc28\ub97c \uc2dd\ubcc4\ud569\ub2c8\ub2e4. \ube44\uc0c1 \uc0ac\ud0dc \ubc1c\uc0dd \uc2dc \ubbf8\ub9ac \uc815\uc758\ub41c \uc6cc\ud06c\ud50c\ub85c\uac00 \uc989\uc2dc \uc2dc\uc791\ub418\uba70 \uc608\ubc29 \uc870\uce58\ub294 \uad11\ubc94\uc704\ud55c \uc9c0\ud45c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uae00\ub85c\ubc8c \uac10\uc2dc\ub97c \ud1b5\ud574 \uc9c0\uc18d\uc801\uc778 \uacf5\uac04\uc5d0\uc11c \uc548\uc804\uc774 \ud5a5\uc0c1\ub418\uace0, \uc544\ud0c0\ud280\ub974\ud06c \ud45c\uc900\uc774 \uad6c\ud604\uc744 \uc548\ub0b4\ud558\uba70, \uce74\ub4dc\ub9ac\ub294 \uc815\ucc45\uc744 \uc9c0\uc9c0\ud558\uace0 \uc815\ucc45\ub4e4\uc740 \uc804\uccb4\uc5d0 \uacf5\uc720\ub429\ub2c8\ub2e4. \uc815\ucc45\ub4e4\uc740 \uad6c\ud604\uc744 \uc548\ub0b4\ud569\ub2c8\ub2e4. \ub300\uc751 \uc2dc\uac04\uc740 \ube60\ub974\uac8c \ud5a5\uc0c1\ub429\ub2c8\ub2e4.<\/li>\n<\/ol>\n

      \uac1c\ubc29\ud615 \ub370\uc774\ud130 \uad50\ud658: API \ud45c\uc900, \ub370\uc774\ud130 \ud615\uc2dd \ubc0f \uc811\uadfc \uc81c\uc5b4<\/h3>\n

      \uacf5\ud56d \uc804\uc5ed\uc5d0 \uac78\uccd0 \uc124\uce58\ub41c \uc815\ubcf4 \ud750\ub984\uc744 \ud1b5\ud569\ud558\ub294 \uc911\uc559 \uc9d1\uc911\uc2dd API \uac8c\uc774\ud2b8\uc6e8\uc774\ub97c \ub3c4\uc785\ud558\uc2ed\uc2dc\uc624. \ud300\uc740 \uac8c\uc774\ud2b8\uc6e8\uc774\uc5d0 \uc77c\uad00\ub41c \uc778\ud130\ud398\uc774\uc2a4 \uacc4\uc57d(REST, GraphQL) \ubc0f \uba85\uc2dc\uc801 \ubc84\uc804 \uad00\ub9ac\uac00 \uac16\ucdb0\uc838 \uc788\ub294\uc9c0 \ud655\uc778\ud574\uc57c \ud569\ub2c8\ub2e4. \uacbd\uc601\uc9c4\uc740 \uc774 \uc811\uadfc \ubc29\uc2dd\uc774 \uac00\uc7a5 \ud63c\uc7a1\ud55c \uac80\ubb38\uc18c\uc5d0\uc11c \uc704\ud5d8\uc744 \uc904\uc5ec\uc900\ub2e4\uace0 \ub9d0\ud569\ub2c8\ub2e4. \ud575\uc2ec \uc815\ubcf4 \ud398\uc774\ub85c\ub4dc\ub85c JSON\uc744 \uae30\ubcf8\uac12\uc73c\ub85c \uc124\uc815\ud558\uace0, \ub300\ub7c9 \uc804\uc1a1\uc744 \uc704\ud574 CSV \ub610\ub294 Parquet\uc744 \uc81c\uacf5\ud558\uba70, \uc778\uc99d, \uc18d\ub3c4 \uc81c\ud55c, \ud398\uc774\ub85c\ub4dc \uc2a4\ud0a4\ub9c8\ub97c \uc124\uba85\ud558\ub294 \uba54\ud0c0\ub370\uc774\ud130 \ubaa8\ub378\uc744 \uc81c\uacf5\ud558\uc2ed\uc2dc\uc624.<\/p>\n

      \uac15\ub825\ud55c \uad8c\ud55c\uc744 \uc801\uc6a9\ud558\uc2ed\uc2dc\uc624. OAuth 2.0; OIDC\ub97c ID\uc5d0 \uc0ac\uc6a9\ud558\uc2ed\uc2dc\uc624. \uc11c\ube44\uc2a4 \uac04 \uc0c1\ud638 TLS; \ub85c\ud14c\uc774\uc158\uc744 \ud1b5\ud55c \uc9e7\uc740 \uc218\uba85 \ud1a0\ud070; \ud1a0\ud070 \uc790\uccb4 \uac80\uc0ac. \ucd5c\uc18c \uad8c\ud55c\uc744 \uad6c\ud604\ud558\uc2ed\uc2dc\uc624. \uc560\ud50c\ub9ac\ucf00\uc774\uc158\ubcc4 \uc811\uadfc \uad8c\ud55c; \uc5ed\ud560 \uae30\ubc18 \uc811\uadfc \uad8c\ud55c; \ubaa8\ub4e0 \ubd80\uc5ec, \uac31\uc2e0, \ud574\uc9c0\uc5d0 \ub300\ud55c \ub85c\uadf8; \uac01 \uc5ed\ud560\uc5d0 \ub300\ud55c \ub9de\ucda4 \uad8c\ud55c. \ud074\ub77c\uc774\uc5b8\ud2b8\uac00 \ubaa8\ub4e0 \uc791\uc5c5\uc744 \uc218\ud589\ud558\uae30 \uc804\uc5d0 \uc720\ud6a8\ud55c \uc790\uaca9 \uc99d\uba85\uc744 \uc81c\uc2dc\ud558\ub3c4\ub85d \uc694\uad6c\ud558\uc2ed\uc2dc\uc624. \uac80\ubb38\uc18c \uc0c1\ud638 \uc791\uc6a9 \uc2dc \uc5c4\uaca9\ud55c \uac10\uc0ac \ucd94\uc801\uc744 \uc2dc\ud589\ud558\uc2ed\uc2dc\uc624.<\/p>\n

      \uc124\uce58 \uc7a5\uc18c \uc804\ubc18\uc5d0 \uac78\uccd0 \uc124\uce58\ub418\ub294 \ud575\uc2ec \uc815\ubcf4 \ubaa8\ub378\uc744 \uc815\uc758\ud569\ub2c8\ub2e4. \ud544\ub4dc\ub97c \ud45c\uc900\ud654\ud569\ub2c8\ub2e4: event_time ISO 8601; location_code; service_id; status; priority. JSON Schema\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc720\ud6a8\uc131\uc744 \uac80\uc0ac\ud558\uace0 CSV \ub610\ub294 Parquet \ub0b4\ubcf4\ub0b4\uae30\ub97c \ud5c8\uc6a9\ud558\uba70 \uacf5\uc720 \uc804\uc5d0 \uc2a4\ud0a4\ub9c8 \ud638\ud658\uc131 \uac80\uc0ac\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774\uc2dd \uac00\ub2a5\ud55c \uc2a4\ud0a4\ub9c8 \ub808\uc9c0\uc2a4\ud2b8\ub9ac\ub97c \uc720\uc9c0 \uad00\ub9ac\ud558\uace0 \ud300\uc774 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ub9e4\uce6d\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub418\ub3c4\ub85d \uc0d8\ud50c \ud398\uc774\ub85c\ub4dc\ub97c \uac8c\uc2dc\ud569\ub2c8\ub2e4. \uc704\uce58 \uae30\ubc18 \uc2e0\ud638\ub97c \ud65c\uc6a9\ud558\uace0 \uc124\uce58 \uacf5\uc6d0\uc5d0 \ub300\ud55c \uc2e4\uc2dc\uac04 \uc0c1\ud669 \uc778\uc2dd\uc744 \uc704\ud574 \uad11\ud559 \uc13c\uc11c\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/p>\n

      \uc0ac\uc5c5\ubd80 \uc804\ubc18\uc758 \uac70\ubc84\ub10c\uc2a4 \ud655\ub9bd; \uac00\uce58\uc640\uc758 \uc77c\uad00\uc131 \ubcf4\uc7a5; \ubd84\uae30\ubcc4 \uc561\uc138\uc2a4 \uc81c\uc5b4 \uac10\uc0ac \uc758\ubb34\ud654; \uc5c4\uaca9\ud55c \uc815\ucc45 \ud558\uc5d0 \uc678\ubd80 \ud30c\ud2b8\ub108 \uc628\ubcf4\ub529 \uc9c0\uc6d0; \uc124\uce58 \uc218\uc900\uc758 \uc870\uc815 \ubcf4\uc7a5; \uc548\uc815\uc131, \uc0c1\ud638 \uc6b4\uc6a9\uc131 \uac15\uc870; \uc131\ub2a5 \uc9c0\ud45c, \uc0ac\uace0 \ub300\uc751 \uc900\ube44 \uc0c1\ud0dc \ubaa8\ub2c8\ud130\ub9c1.<\/p>\n

      \ub2e4\uc790 \uc774\ud574\uad00\uacc4\uc790 \ub370\uc774\ud130 \uacf5\uc720\ub97c \uc704\ud55c \uac70\ubc84\ub10c\uc2a4 \ubc0f \ud611\uc5c5 \ubaa8\ub378<\/h3>\n

      \"\ub2e4\uc790<\/p>\n

      \uc815\ubcf4 \uad00\ub9ac, \uc811\uadfc \uc81c\uc5b4, \uadf8\ub9ac\uace0 \uc2dc \uc815\ubd80 \uae30\uad00, \uacf5\uae09\uc5c5\uccb4 \ub124\ud2b8\uc6cc\ud06c, \ube0c\ub79c\ub4dc, \uc0ac\uc5c5\ubd80 \uc804\ubc18\uc5d0 \uac78\uce5c \uc758\uc0ac \uacb0\uc815 \uad8c\ud55c\uc744 \uc815\uc758\ud558\ub294 \uacf5\uc2dd\uc801\uc778 \uac70\ubc84\ub10c\uc2a4 \ud5cc\uc7a5\uc744 \ub530\ub974\uc2ed\uc2dc\uc624. 10\uc6d4\uae4c\uc9c0 \uc11c\uba74\uc73c\ub85c \uc81c\uacf5\ub418\ub294 \uc774 \uacc4\ud68d\uc740 \ud575\uc2ec \ud300\uc5d0 \uad00\ub9ac \ucc45\uc784\uc744 \ud560\ub2f9\ud558\uace0, \ub9c8\uc77c\uc2a4\ud1a4\uc740 \uc2dc\uac04 \uc81c\ud55c\uc774 \uc788\ub294 \uac80\ud1a0\uc640 \uc5f0\uacc4\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc811\uadfc \ubc29\uc2dd\uc740 \uc704\ud5d8\uc744 \ud22c\uba85\ud558\uac8c \ub9cc\ub4e4\uace0, \ucc45\uc784\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub418\uba70, \ub3d9\uc2dc\uc5d0 \ubbf8\ub798\uc758 \uacf5\uc720 \uae30\ud68c\ub97c \uc704\ud55c \uba85\ud655\ud55c \uacbd\ub85c\ub97c \uc124\uc815\ud569\ub2c8\ub2e4.<\/p>\n

      \ud328\ud134 \uc635\uc158: \uc911\uc559 \uc9d1\uc911\uc2dd \ud5c8\ube0c, \uc5f0\ud569 \ub124\ud2b8\uc6cc\ud06c, \ud558\uc774\ube0c\ub9ac\ub4dc \uba54\uc2dc. \uc911\uc559 \uc9d1\uc911\uc2dd \ud5c8\ube0c\uc5d0\uc11c\ub294 \ub2e8\uc77c \uae30\uad00\uc774 \uc815\ubcf4\ub97c \uad00\ub9ac\ud558\uace0 \uc778\ud130\ud398\uc774\uc2a4\ub97c \ud45c\uc900\ud654\ud558\uba70 \ub2e8\uc77c \uc561\uc138\uc2a4 \ub300\uae30\uc5f4\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774 \ud328\ud134\uc740 \ub192\uc740 \uc81c\uc5b4\ub825\uacfc \ud65c\uc8fc\ub85c\uc5d0\uc11c \ud56d\uacf5\uae30 \uc6b4\ud56d\uc744 \uc704\ud55c \ube60\ub978 \uc628\ubcf4\ub529\uc744 \uc81c\uacf5\ud558\uc9c0\ub9cc \ub3c4\uc2dc \uaddc\ubaa8\uc640 \uc9c0\uc5ed \uad6c\ud604 \uac04\uc758 \uade0\ud615\uc774 \ud2b9\ud788 \uac00\uc7a5 \ud63c\uc7a1\ud55c \uc2dc\uac04\ub300\uc5d0 \ubcd1\ubaa9 \ud604\uc0c1\uc744 \uc720\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

      \uc5f0\ud569 \ubaa8\ub378\uc5d0\uc11c\ub294 \uac01 \ucc38\uac00\uc790\uac00 \uc790\uccb4 \uc800\uc7a5\uc18c\ub97c \uc720\uc9c0\ud558\uace0 \ud45c\uc900\ud654\ub41c \uba54\ud0c0\ub370\uc774\ud130\ub97c \uac8c\uc2dc\ud558\uba70 \uc694\uccad\uc740 \ube0c\ub85c\ucee4\ub97c \ud1b5\ud574 \uc804\ub2ec\ub429\ub2c8\ub2e4. \uacf5\ud1b5 \uc778\ud130\ud398\uc774\uc2a4\ub85c \ud30c\ub178\uba54\ub77c\ub97c \ud65c\uc6a9\ud558\uc5ec \ub9c8\ucc30\uc774 \uc801\uc740 \uc870\uc9c1 \uac04 \ud750\ub984\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub294 \ubcf5\uc6d0\ub825\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uace0 \ub2e8\uc77c \uc2e4\ud328 \uc9c0\uc810\uc758 \uc704\ud5d8\uc744 \uc904\uc785\ub2c8\ub2e4. \ub530\ub77c\uc11c \uac00\uce58 \ucc3d\ucd9c \uc2dc\uac04\uc744 \uac00\uc18d\ud654\ud569\ub2c8\ub2e4. \ud300\uc740 \uaca9\ucc28\ub97c \uc2dd\ubcc4\ud558\uace0 \uba85\ud655\ud55c \uc9c0\ud45c\ub97c \uc124\uc815\ud558\uba70 \ud53c\ub4dc\ubc31\uc744 \ud65c\uc6a9\ud558\uc5ec \uac1c\uc120\ud569\ub2c8\ub2e4.<\/p>\n

      \ud558\uc774\ube0c\ub9ac\ub4dc \ubc29\uc2dd\uc740 \uc720\ub7fd\uc758 \uae30\uc874 \uc0ac\uc5c5\uc790\uc5d0\uac8c \uc801\ud569\ud558\uba70, \uc9c0\uc5ed \ud1b5\uc81c\uc640 \uacf5\uc720 \ucf54\uc5b4\ub97c \uacb0\ud569\ud569\ub2c8\ub2e4. \ub192\uc740 \ubcf4\uc548\uc744 \uc720\uc9c0\ud558\uba74\uc11c \ub3c4\uc2dc \ud300\uc774 \uc694\uad6c \uc0ac\ud56d\uc5d0 \uc2e0\uc18d\ud558\uac8c \ub300\uc751\ud569\ub2c8\ub2e4. \uc138\ubd80 \uc815\ubcf4 \uacf5\uac1c \uc5ec\ubd80\ub294 \uc815\ucc45\uc5d0 \ub530\ub77c \uacb0\uc815\ub418\uba70, 10\uc6d4\uc758 \uc8fc\uc694 \uc2dc\uc810\uc740 \uc2e4\uc9c8\uc801\uc778 \uc9c4\uc804\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ud1b5\uce58 \uc815\uc2e0\uc740 \ud22c\uba85\uc131, \ucc45\uc784, \uacf5\uacf5 \uc2e0\ub8b0\ub77c\ub294 \uc544\ud0c0\ud280\ub974\ud06c\uc758 \uc6d0\uce59\uc744 \ucc28\uc6a9\ud569\ub2c8\ub2e4. \uc785\uc99d\ub41c \ud504\ub85c\ud1a0\ucf5c\uc744 \ud65c\uc6a9\ud558\uc5ec \ud504\ub808\uc784\uc6cc\ud06c\ub294 \uc704\ud5d8\uc744 \ucd5c\uc18c\ud654\ud558\uba74\uc11c \uc9c4\ud654\ud558\ub294 \uc694\uad6c \uc0ac\ud56d\uc5d0 \uc801\uc751\ud558\ub294 \uc548\uc815\uc801\uc778 \ud658\uacbd\uc744 \uc870\uc131\ud569\ub2c8\ub2e4.<\/p>","protected":false},"excerpt":{"rendered":"

      Recommendation: deploy a modular, ai-driven information-sharing platform that links city authorities, airside operators, plus service providers; this will support real-time alignment, faster response to coming demand shifts, plus measurable improvements in performance. The rollout begins in a central square of the city; this place will host a six-module pilot, tracking more than 2 million movements […]<\/p>","protected":false},"author":2,"featured_media":5882,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"fifu_image_url":"https:\/\/istanbul-ist-international-airport.com\/wp-content\/images\/istanbul-airport-ceo-big-data-biometrics-and-iot-enable-open-data-exch.jpg","fifu_image_alt":"","footnotes":""},"categories":[],"tags":[],"class_list":["post-5785","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"\nIstanbul Airport CEO Leverages Big Data Biometrics IoT<\/title>\n<meta name=\"description\" content=\"Istanbul Airport's CEO explains how Big Data, biometrics and IoT power an open data exchange and cross-stakeholder collaboration to boost performance, security and resilience.\" \/>\n<meta name=\"robots\" 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International Airport (IST) - Turkey's new airport\" \/>\n<meta property=\"article:published_time\" content=\"2025-12-04T12:34:38+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/istanbul-ist-international-airport.com\/wp-content\/images\/istanbul-airport-ceo-big-data-biometrics-and-iot-enable-open-data-exch.jpg\" \/>\n<meta name=\"author\" content=\"anastasia_maisuradze\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/istanbul-ist-international-airport.com\/wp-content\/images\/istanbul-airport-ceo-big-data-biometrics-and-iot-enable-open-data-exch.jpg\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"anastasia_maisuradze\" \/>\n\t<meta name=\"twitter:label2\" content=\"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04\" \/>\n\t<meta name=\"twitter:data2\" content=\"8\ubd84\" \/>\n<script type=\"application\/ld+json\" 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