Data-Driven Cybersecurity Knowledge Graph Construction for Industrial Control System Security

<table class="table-group" id="tab3"><tr><td><table class="table"><tr><td class="thead-hr" colspan="6"><hr/></td></tr><tr class="thead"><td class="align_left">Models</td><td class="align_center"><span style="width: 36.7666ptpx;"><svg height="9.93839pt" id="M64" style="vertical-align:-1.30249pt" version="1.1" viewbox="-0.0498162 -8.6359 36.7666 9.93839" width="36.7666pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="matrix(.013,0,0,-0.013,0,0)"><path d="M600 480C600 590 528 650 384 650H143L137 622C222 614 225 607 210 531L130 127C113 41 106 36 23 28L17 0H294L300 28C204 36 195 42 212 127L243 284L314 263C327 263 339 263 352 264C465 271 600 337 600 480ZM508 481C508 351 402 304 329 304C289 304 265 311 250 317L295 559C302 594 310 606 323 611C335 616 350 619 367 619C455 619 508 573 508 481Z"></path></g><g transform="matrix(.013,0,0,-0.013,8.026,0)"><path d="M545 -14C518 -29 444 -52 385 -52C186 -52 116 86 116 218C116 404 241 540 428 540C565 540 665 460 665 322C665 187 587 118 519 116C494 115 490 128 500 181C515 263 532 343 548 408C538 408 528 409 514 412C501 415 479 420 464 420C402 419 348 388 303 346C245 290 223 213 223 158C223 100 247 74 271 74C317 74 408 155 441 204L443 203L432 145C424 104 424 74 477 74C611 74 713 186 713 322C713 459 612 579 433 579C241 579 53 442 52 208C52 5 195 -97 352 -97C421 -97 486 -83 556 -42L545 -14ZM422 380C442 380 464 375 477 369C472 339 462 291 452 258C392 175 338 138 320 138C308 138 299 147 299 183C299 247 328 318 357 350C374 368 396 380 422 380Z"></path></g><g transform="matrix(.013,0,0,-0.013,17.815,0)"><path d="M384 0V27C293 34 287 42 287 114V635C232 613 172 594 109 583V559L157 557C201 555 205 550 205 499V114C205 42 199 34 109 27V0H384Z"></path></g><g transform="matrix(.013,0,0,-0.013,24.055,0)"><path d="M241 635C89 635 35 457 35 312C35 153 89 -12 240 -12C390 -12 443 166 443 312C443 466 390 635 241 635ZM238 602C329 602 354 454 354 312C354 172 330 22 240 22C152 22 124 173 124 313S148 602 238 602Z"></path></g><g transform="matrix(.013,0,0,-0.013,30.295,0)"><path d="M241 635C89 635 35 457 35 312C35 153 89 -12 240 -12C390 -12 443 166 443 312C443 466 390 635 241 635ZM238 602C329 602 354 454 354 312C354 172 330 22 240 22C152 22 124 173 124 313S148 602 238 602Z"></path></g></svg></span></td><td class="align_center"><span style="width: 36.7666ptpx;"><svg height="9.93839pt" id="M65" style="vertical-align:-1.30249pt" version="1.1" viewbox="-0.0498162 -8.6359 36.7666 9.93839" width="36.7666pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="matrix(.013,0,0,-0.013,0,0)"><path d="M600 480C600 590 528 650 384 650H143L137 622C222 614 225 607 210 531L130 127C113 41 106 36 23 28L17 0H294L300 28C204 36 195 42 212 127L243 284L314 263C327 263 339 263 352 264C465 271 600 337 600 480ZM508 481C508 351 402 304 329 304C289 304 265 311 250 317L295 559C302 594 310 606 323 611C335 616 350 619 367 619C455 619 508 573 508 481Z"></path></g><g transform="matrix(.013,0,0,-0.013,8.026,0)"><path d="M545 -14C518 -29 444 -52 385 -52C186 -52 116 86 116 218C116 404 241 540 428 540C565 540 665 460 665 322C665 187 587 118 519 116C494 115 490 128 500 181C515 263 532 343 548 408C538 408 528 409 514 412C501 415 479 420 464 420C402 419 348 388 303 346C245 290 223 213 223 158C223 100 247 74 271 74C317 74 408 155 441 204L443 203L432 145C424 104 424 74 477 74C611 74 713 186 713 322C713 459 612 579 433 579C241 579 53 442 52 208C52 5 195 -97 352 -97C421 -97 486 -83 556 -42L545 -14ZM422 380C442 380 464 375 477 369C472 339 462 291 452 258C392 175 338 138 320 138C308 138 299 147 299 183C299 247 328 318 357 350C374 368 396 380 422 380Z"></path></g><g transform="matrix(.013,0,0,-0.013,17.815,0)"><path d="M412 140C382 77 369 73 315 73H129L270 222C362 320 402 379 402 466C402 571 322 635 234 635C177 635 130 609 99 576L42 495L64 475C90 514 133 568 201 568C274 568 318 519 318 435C318 349 255 267 193 193C144 135 87 78 32 23V0H405C417 45 427 89 440 131L412 140Z"></path></g><g transform="matrix(.013,0,0,-0.013,24.055,0)"><path d="M241 635C89 635 35 457 35 312C35 153 89 -12 240 -12C390 -12 443 166 443 312C443 466 390 635 241 635ZM238 602C329 602 354 454 354 312C354 172 330 22 240 22C152 22 124 173 124 313S148 602 238 602Z"></path></g><g transform="matrix(.013,0,0,-0.013,30.295,0)"><path d="M241 635C89 635 35 457 35 312C35 153 89 -12 240 -12C390 -12 443 166 443 312C443 466 390 635 241 635ZM238 602C329 602 354 454 354 312C354 172 330 22 240 22C152 22 124 173 124 313S148 602 238 602Z"></path></g></svg></span></td><td class="align_center"><span style="width: 36.7666ptpx;"><svg height="9.93839pt" id="M66" style="vertical-align:-1.30249pt" version="1.1" viewbox="-0.0498162 -8.6359 36.7666 9.93839" width="36.7666pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="matrix(.013,0,0,-0.013,0,0)"><path d="M600 480C600 590 528 650 384 650H143L137 622C222 614 225 607 210 531L130 127C113 41 106 36 23 28L17 0H294L300 28C204 36 195 42 212 127L243 284L314 263C327 263 339 263 352 264C465 271 600 337 600 480ZM508 481C508 351 402 304 329 304C289 304 265 311 250 317L295 559C302 594 310 606 323 611C335 616 350 619 367 619C455 619 508 573 508 481Z"></path></g><g transform="matrix(.013,0,0,-0.013,8.026,0)"><path d="M545 -14C518 -29 444 -52 385 -52C186 -52 116 86 116 218C116 404 241 540 428 540C565 540 665 460 665 322C665 187 587 118 519 116C494 115 490 128 500 181C515 263 532 343 548 408C538 408 528 409 514 412C501 415 479 420 464 420C402 419 348 388 303 346C245 290 223 213 223 158C223 100 247 74 271 74C317 74 408 155 441 204L443 203L432 145C424 104 424 74 477 74C611 74 713 186 713 322C713 459 612 579 433 579C241 579 53 442 52 208C52 5 195 -97 352 -97C421 -97 486 -83 556 -42L545 -14ZM422 380C442 380 464 375 477 369C472 339 462 291 452 258C392 175 338 138 320 138C308 138 299 147 299 183C299 247 328 318 357 350C374 368 396 380 422 380Z"></path></g><g transform="matrix(.013,0,0,-0.013,17.815,0)"><path d="M285 378C315 398 338 416 353 432C373 451 384 474 384 503C384 579 325 635 236 635H235C182 635 136 610 108 579L65 516L85 496C110 533 150 575 205 575C258 575 300 543 300 481C300 407 232 369 141 339L147 310C163 315 188 321 211 321C268 321 338 284 338 192C338 94 288 40 217 40C160 40 119 68 93 91C85 98 77 97 69 91C60 84 47 71 46 58C44 46 48 35 62 22C75 10 116 -12 162 -12C234 -12 424 62 424 224C424 297 373 359 285 376V378Z"></path></g><g transform="matrix(.013,0,0,-0.013,24.056,0)"><path d="M241 635C89 635 35 457 35 312C35 153 89 -12 240 -12C390 -12 443 166 443 312C443 466 390 635 241 635ZM238 602C329 602 354 454 354 312C354 172 330 22 240 22C152 22 124 173 124 313S148 602 238 602Z"></path></g><g transform="matrix(.013,0,0,-0.013,30.296,0)"><path d="M241 635C89 635 35 457 35 312C35 153 89 -12 240 -12C390 -12 443 166 443 312C443 466 390 635 241 635ZM238 602C329 602 354 454 354 312C354 172 330 22 240 22C152 22 124 173 124 313S148 602 238 602Z"></path></g></svg></span></td><td class="align_center">Mean</td><td class="align_center">AUC</td></tr><tr><td class="thead-hr" colspan="6"><hr/></td></tr><tr><td class="align_left">ResPCNN-3_ATT</td><td class="align_center">0.6237</td><td class="align_center">0.4726</td><td class="align_center">0.4252</td><td class="align_center">0.5072</td><td class="align_center">0.2277</td></tr><tr><td class="align_left">ResPCNN-5_ATT</td><td class="align_center">0.6435</td><td class="align_center">0.5174</td><td class="align_center">0.4850</td><td class="align_center">0.5486</td><td class="align_center">0.2343</td></tr><tr class="table-tr"><td colspan="6"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Results for the first 100, 200, and 300 extracted relation instances.</div>

Wireless Communications and Mobile Computing

tab3

Table 3

Table 3: Data-Driven Cybersecurity Knowledge Graph Construction for Industrial Control System Security 