浜哄伐鏅鸿兘鑸囩挵(hu谩n)澧冨伐绋嬬殑娣卞害绲�(ji茅)鍚堟閲嶅鐠�(hu谩n)瑭�(p铆ng)琛屾キ(y猫)銆�2025骞磋€冭│灏囧挤(qi谩ng)鍖朅I鍦ㄦ薄鏌撴不鐞�銆佺敓鎱�(t脿i)淇京(f霉)涓殑鎳�(y墨ng)鐢ㄨ兘鍔�銆傛湰鏂囪В鏋愭妧琛�(sh霉)椹�(q奴)鍕�(d貌ng)涓嬬殑鑰冮粸(di菐n)鍗囩礆(j铆)鏂瑰悜锛屽苟鎻愪緵AI璩﹁兘鐨勫倷鑰冩柟妗�锛屽姪鍔涜€冪敓鎺屾彙鏅鸿兘鐠�(hu谩n)瑭�(p铆ng)鏍稿績鎶€鑳�銆�

涓€銆丄I鎶€琛�(sh霉)濡備綍閲嶆(g貌u)鐠�(hu谩n)澧冨伐绋嬪(sh铆)韪�?2025骞磋€冭│鍛介閷ㄩ粸(di菐n)

浜哄伐鏅鸿兘鍦ㄧ挵(hu谩n)澧冨伐绋嬩腑鐨勮惤鍦版噳(y墨ng)鐢ㄥ凡瑕嗚搵姹℃煋闃叉帶鍏ㄩ張姊�锛�2025骞磋€冭│灏囬噸榛�(di菐n)鑱氱劍浠ヤ笅鍫�(ch菐ng)鏅細

鏅鸿兘姹℃煋鐩�(ji膩n)娓�(c猫)鑸囬爯(y霉)璀︼細

妗堜緥锛欰I椹�(q奴)鍕�(d貌ng)鐨勭劇(w煤)浜烘(j墨)缇ゅ(sh铆)鏅�(sh铆)鐩�(ji膩n)娓�(c猫)宸ユキ(y猫)鍗€(q奴)VOCs鎺掓斁锛岀祼(ji茅)鍚堟埃璞℃暩(sh霉)鎿�(j霉)闋�(y霉)娓�(c猫)鎿�(ku貌)鏁ｈ矾寰�;

鑰冮粸(di菐n)鏄犲皠锛氥€婃妧琛�(sh霉)鏂规硶銆嬫垨鏂板“澶氭簮鏁�(sh霉)鎿�(j霉)铻嶅悎寤烘ā”椤屽瀷锛岃姹傝В鏋愬偝鎰熷櫒缍�(w菐ng)绲�(lu貌)鏁�(sh霉)鎿�(j霉)銆�

姹℃按铏曠悊宸ヨ棟鍎�(y艒u)鍖栵細

妗堜緥锛氭繁搴﹀(xu茅)缈�(x铆)绠楁硶鍕�(d貌ng)鎱�(t脿i)瑾�(di脿o)鏁存洕姘ｆ睜婧惰В姘ф績搴�锛岀瘈(ji茅)鑳�15%浠ヤ笂;

鑰冮粸(di菐n)鏄犲皠锛氥€婃渚嬪垎鏋愩€嬪彲鑳借姹傝ō(sh猫)瑷�(j矛)“AI+浜哄伐寰�(f霉)鏍�”鐨勫伐钘濆弮鏁�(sh霉)鍎�(y艒u)鍖栨祦绋嬨€�

鍥哄虎璩囨簮鍖栨焙绛栵細

妗堜緥锛氭(j墨)鍣ㄥ(xu茅)缈�(x铆)闋�(y霉)娓�(c猫)寤虹瓚鍨冨溇鍐嶇敓楠ㄦ枡寮�(qi谩ng)搴�锛屾寚灏�(d菐o)鍒嗙礆(j铆)鍒╃敤鏂规;

鑰冮粸(di菐n)鏄犲皠锛氳€冩牳AI妯″瀷鍦ㄣ€婃妧琛�(sh霉)鏂规硶銆嬩腑鐨勭稉(j墨ng)婵�(j矛)-鐠�(hu谩n)澧冩晥鐩婂钩琛″垎鏋愯兘鍔�銆�

浜屻€�2025骞磋€冭│鑳藉姏鐭╅櫍锛欰I宸ュ叿閺堣垏鐠�(hu谩n)瑭�(p铆ng)鎬濈董鐨勫崝(xi茅)鍚�

鏅鸿兘鏁�(sh霉)鎿�(j霉)鍒嗘瀽鑳藉姏

Python绶ㄧ▼鍩虹(ch菙)锛氭帉鎻andas娓呮礂姹℃煋鐩�(ji膩n)娓�(c猫)鏁�(sh霉)鎿�(j霉)銆丮atplotlib绻埗鏅�(sh铆)绌哄垎甯冪啽鍔涘湒;

GIS閫�(j矛n)闅庢噳(y墨ng)鐢細浣跨敤ArcGIS Pro鐤婂姞AI闋�(y霉)娓�(c猫)绲�(ji茅)鏋�(濡傚櫔鑱叉薄鏌撴摯(ku貌)鏁�)锛岀敓鎴愬彲瑕栧寲鍫�(b脿o)鍛�銆�

AI妯″瀷閭忚集瑙ｆ瀽

鐞嗚В闅ㄦ(j墨)妫灄銆佺缍�(j墨ng)缍�(w菐ng)绲�(lu貌)鍦ㄧ挵(hu谩n)瑭�(p铆ng)涓殑鎳�(y墨ng)鐢ㄥ師鐞嗭紝鑳借В閲嬨€婃渚嬪垎鏋愩€嬩腑AI绲�(ji茅)璜栫殑鍚堢悊鎬�;

閲濆皪(du矛)“绠楁硶榛戠”瑷�(sh猫)瑷�(j矛)椹�(y脿n)璀夋祦绋�(濡傚皪(du矛)姣斿偝绲�(t菕ng)AHP娉曡垏姗�(j墨)鍣ㄥ(xu茅)缈�(x铆)妯″瀷鐨勭敓鎱�(t脿i)褰遍熆瑭�(p铆ng)浼扮祼(ji茅)鏋�)銆�

璺ㄥ(xu茅)绉戞暣鍚堟€濈董

铻嶅悎鐠�(hu谩n)澧冨伐绋嬪師鐞�(濡傛椿鎬ф薄娉ユ硶)鑸嘇I绠楁硶锛屾彁鍑�“宸ヨ棟鍙冩暩(sh霉)-铏曠悊鏁堟灉”鏅鸿兘瑾�(di脿o)鎺ф柟妗�;

鍦ㄣ€婃硶寰嬫硶瑕�(gu墨)銆嬩腑鎺屾彙銆婃暩(sh霉)鎿�(j霉)瀹夊叏娉曘€嬪皪(du矛)AI鐠�(hu谩n)澧冩暩(sh霉)鎿�(j霉)閲囬泦鐨勯檺鍒�锛岃(gu墨)閬垮悎瑕�(gu墨)棰�(f膿ng)闅�(xi菐n)銆�

涓夈€丄I璩﹁兘鐨勪笁澶у倷鑰冪瓥鐣ワ細寰炲伐鍏峰(sh铆)鎿嶅埌鍫�(ch菐ng)鏅伔绉�

1. 鐠�(hu谩n)澧冨伐绋婣I宸ュ叿閺堝(sh铆)鎴�(zh脿n)

铏涙摤浠跨湡骞宠嚭(t谩i)锛�

閫氶亷(gu貌)“鏅烘収鐠�(hu谩n)瑭�(p铆ng)绯荤当(t菕ng)”妯℃摤AI椹�(q奴)鍕�(d貌ng)鐨勬薄姘磋檿鐞嗗粻閬�(y霉n)琛�锛岃(di脿o)鏁村弮鏁�(sh霉)鍎�(y艒u)鍖朇OD鍘婚櫎鐜�;

婕旂反鍥哄虎濉煁鍫�(ch菐ng)婊叉烤娑睞I闋�(y霉)娓�(c猫)妯″瀷锛岃几鍑洪ⅷ(f膿ng)闅�(xi菐n)闃叉帶鏂规銆�

闁嬫簮宸ュ叿鎳�(y墨ng)鐢細

鍒╃敤Google Earth Engine铏曠悊琛�(w猫i)鏄熷奖鍍�锛屽垎鏋愬崁(q奴)鍩熺敓鎱�(t脿i)鎵胯級鍔涜畩鍖栬定鍕�(sh矛);

鍩轰簬TensorFlow鎼缓绨�(ji菐n)鍠殑姘磋唱(zh矛)闋�(y霉)娓�(c猫)妯″瀷锛岀悊瑙ｃ€婃妧琛�(sh霉)鏂规硶銆嬭€冮粸(di菐n)搴曞堡閭忚集銆�

2. 妯�(bi膩o)妗挎渚嬫繁搴︽媶瑙�

鐮旂┒鍦�(gu贸)鍏�(n猫i)澶朅I鐠�(hu谩n)澧冨伐绋嬫渚嬶細

鏂板姞鍧�“鏅鸿兘鏂扮敓姘村粻”涓瑼I鍕�(d貌ng)鎱�(t脿i)瑾�(di脿o)鎺у弽婊查€忚啘娓呮礂鍛ㄦ湡;

涓湅(gu贸)“闀�(zh菐ng)姹熷ぇ淇濊(h霉)”闋�(xi脿ng)鐩埄鐢ㄦ(j墨)鍣ㄥ(xu茅)缈�(x铆)闋�(y霉)娓�(c猫)宀哥窔鐢熸厠(t脿i)淇京(f霉)鏁堟灉銆�

鎻愮厜鎶€琛�(sh霉)璺緫锛岃綁(zhu菐n)鍖栫偤銆婃渚嬪垎鏋愩€嬫(bi膩o)婧�(zh菙n)鍖栫瓟椤屾鏋�銆�

3. 鍊悊鑸囨妧琛�(sh霉)骞宠　瑷�(x霉n)绶�

鎺㈣◣AI绠楀姏鑳借€楄垏鐠�(hu谩n)澧冨伐绋嬩綆纰崇洰妯�(bi膩o)鐨勭煕鐩撅紝瑷�(sh猫)瑷�(j矛)缍犺壊绠楁硶鍎�(y艒u)鍖栫瓥鐣�;

鍦ㄣ€婃渚嬪垎鏋愩€嬩腑鎻愬嚭“AI杓斿姪姹虹瓥+灏堝濮斿摗鏈�(hu矛)绲傚”鐨勯洐灞よ唱(zh矛)鎺ф(j墨)鍒�锛屽睍鐝�(xi脿n)鎵瑰垽鎬ф€濈董銆�

浜哄伐鏅鸿兘鑸囩挵(hu谩n)澧冨伐绋嬬殑铻嶅悎锛岃姹�2025骞磋€冪敓鍏煎叿“鎶€琛�(sh霉)宸ュ叿椐曢Ν”鑸�“宸ョ▼鍟忛娲炲療”闆欓噸鑳藉姏銆傚倷鑰冮渶浠I鎶€琛�(sh霉)鐐烘潬妗匡紝閲嶉粸(di菐n)绐佺牬姹℃煋闋�(y霉)娓�(c猫)妯″瀷銆佹櫤鑳界洠(ji膩n)娓�(c猫)宸ュ叿鑸囪法瀛�(xu茅)绉戞暣鍚堜笁澶ч牁(l菒ng)鍩燂紝灏囩畻娉曞劒(y艒u)鍕�(sh矛)杞�(zhu菐n)鍖栫偤瑙ｉ绔�(j矛ng)鐖�(zh膿ng)鍔�銆傚敮鏈変富鍕�(d貌ng)鎿佹姳鏅鸿兘鎶€琛�(sh霉)闈╂柊锛屾柟鑳藉湪鐠�(hu谩n)瑭�(p铆ng)琛屾キ(y猫)鐨勪汉姗�(j墨)鍗�(xi茅)鍚屾氮娼腑鍗犳摎(j霉)鍏堟(j墨)锛岄爢鍒╅€氶亷(gu貌)鑰冭│骞跺紩闋�(l菒ng)琛屾キ(y猫)鏈締(l谩i)銆�

鍌欒€�2025骞寸挵(hu谩n)澧冨奖闊胯⿻(p铆ng)鍍�(ji脿)甯殑鑰冪敓鍙粸(di菐n)鎿婁笅鍒楀湒鐗囬€�(j矛n)鍏ュ厤璨�(f猫i)鐠�(hu谩n)澧冨奖闊胯⿻(p铆ng)鍍�(ji脿)甯�銆�鍦ㄧ窔椤屽韩(k霉)銆�锛屾敹钘忓仛椤岄爜(y猫)闈�锛屽悗绾�(x霉)鏂逛究鐩存帴榛�(di菐n)闁嬪仛椤屽摝锛�

浠ヤ笂灏辨槸“浜哄伐鏅鸿兘鑸囩挵(hu谩n)澧冨伐绋嬭瀺鍚堬細2025骞寸挵(hu谩n)澧冨奖闊胯⿻(p铆ng)鍍�(ji脿)甯€冭│璁婇潻鑸囧倷鑰冭矾寰�”鐨勬墍鏈夊収(n猫i)瀹�,灏忕法閭勭偤鐠�(hu谩n)澧冨奖闊胯⿻(p铆ng)鍍�(ji脿)甯倷鑰冭€冪敓婧�(zh菙n)鍌欎簡鏇村鐠�(hu谩n)澧冨奖闊胯⿻(p铆ng)鍍�(ji脿)甯骞寸湡椤屽強鑰冮粸(di菐n)璩囨枡锛屽彲榛�(di菐n)鎿�“鍏嶈不(f猫i)涓嬭級”鎸夐垥鍚庨€�(j矛n)鍏ヤ笅杓夐爜(y猫)闈�銆�