杩戞湡锛屼俊鎭闄㈢綏浼犳枃鍥㈤槦鍦ㄦ棤绾垮彲鍏呯數浼犳劅鍣ㄧ綉缁滈鍩熷彇寰椾簡閲嶈绐佺牬锛岀爺绌舵垚鏋滀互鈥淒ynamic Charging Strategy Optimization for UAV-Assisted Wireless Rechargeable Sensor Networks Based on Deep Q-Network鈥濅负棰橈紝鍦ㄧ墿鑱旂綉棰嗗煙鍥介檯椤剁骇鏈熷垔銆奍EEE Internet of Things Journal銆嬶紙涓浗绉戝闄竴鍖猴紝IF=10.6锛変笂鍙戣〃銆�
鏃犵嚎鍙厖鐢典紶鎰熷櫒缃戠粶鍦ㄧ簿鍑嗗啘涓氥€佸煄甯傚叕浜ょ郴缁熺瓑棰嗗煙鏈夌潃骞挎硾鐨勫簲鐢ㄥ墠鏅€傚湪杩欎釜缃戠粶涓紝鍙厖鐢典紶鎰熷櫒鑳藉鐩戞祴鐜锛屾敹闆嗕俊鎭紝骞堕€氳繃鏃犵嚎閫氫俊瀹炵幇鏁版嵁浜や簰銆傜劧鑰�,浼犳劅鍣ㄧ殑鐢垫睜瀵垮懡涓€鐩存槸闄愬埗缃戠粶杩炵画杩愯鍜屾暣浣撴€ц兘鐨勫叧閿€傛洿鎹㈢數姹犱笉浠呰€楁椂鑰楀姏锛岃€屼笖鎴愭湰楂樻槀銆傚洜姝わ紝濡備綍鏈夋晥寤堕暱浼犳劅鍣ㄥ鍛斤紝鎴愪负浜嗘棤绾垮彲鍏呯數浼犳劅鍣ㄧ綉缁滅爺绌朵腑鐨勪竴椤归噸瑕佽棰樸€�
涓轰簡瑙e喅浼犳劅鍣ㄨ兘閲忛檺鍒堕棶棰橈紝鐮旂┒浜哄憳鎻愬嚭浜嗕竴绉嶅埄鐢ㄦ棤浜烘満涓烘棤绾垮彲鍏呯數浼犳劅鍣ㄧ綉缁滃厖鐢电殑鏂规銆傚嚟鍊熸棤浜烘満鐨勯珮鏈哄姩鎬у拰鐏垫椿鐨勯儴缃茶兘鍔涳紝瀹冭兘澶熻嚜鐢卞湴鍦ㄦ棤绾垮彲鍏呯數浼犳劅鍣ㄧ綉缁滀笂绌虹Щ鍔紝骞堕€氳繃鏃犵嚎鑳介噺鍙戝皠鍣ㄨ繙绋嬩负浼犳劅鍣ㄨ妭鐐硅繘琛岃兘閲忚ˉ鍏呫€傜劧鑰岋紝鏃犱汉鏈虹殑鍏呯數绛栫暐璁捐闈复鐫€璇稿鎸戞垬锛屽寘鎷浣曢€傚簲浼犳劅鍣ㄨ兘鑰楃殑瀹炴椂鍔ㄦ€佸彉鍖栥€佸浣曞湪淇濊瘉浼犳劅鍣ㄨ兘閲忛渶姹傜殑鍚屾椂浼樺寲鏃犱汉鏈虹殑鑳介噺娑堣€楃瓑銆�
閽堝涓婅堪闂锛屾湰鏂囪€冭檻鍦ㄧ洃鎺у尯鍩熼儴缃叉棤浜烘満鍜岀Щ鍔ㄥ鍔熻兘杞﹁緟鍔╀笅鐨勬棤绾垮彲鍏呯數浼犳劅鍣ㄧ綉缁滄灦鏋勶紙鍥�1锛夈€傚湪璇ユ灦鏋勪腑锛屾棤浜烘満浣滀负绉诲姩鍏呯數鍣ㄤ负浼犳劅鍣ㄨˉ鍏呰兘閲忥紝鑰岀Щ鍔ㄥ鍔熻兘杞﹀垯浣滀负绉诲姩鍩虹珯涓鸿兘閲忎笉瓒崇殑鏃犱汉鏈烘洿鎹㈢數姹犮€傜爺绌跺洟闃熷叧娉ㄧ殑鏍稿績闂鏄浣曟渶灏忓寲浼犳劅鍣ㄦ浜℃椂闂村拰鏃犱汉鏈鸿兘閲忔秷鑰楋紙MDME锛夛紝浠ョ‘淇濈綉缁滅殑鎸佺画绋冲畾杩愯銆備负浜嗗疄鐜拌繖涓€鐩爣锛岀爺绌跺洟闃熸彁鍑轰簡涓€绉嶅熀浜庢繁搴﹀己鍖栧涔犵殑DQN-MDME绠楁硶锛堝浘2锛夈€傝绠楁硶鑳藉鏍规嵁瀹炴椂缃戠粶鐘舵€佽繘琛屽湪绾垮厖鐢佃皟搴﹀喅绛栵紝骞堕€氳繃缁忛獙閲嶆斁鏈哄埗涓嶆柇鏇存柊缃戠粶鍙傛暟銆傚疄楠岀粨鏋滆〃鏄庯紝璇ョ畻娉曞湪闄嶄綆浼犳劅鍣ㄦ浜℃椂闂村拰鏃犱汉鏈鸿兘鑰楁柟闈㈣〃鐜板嚭鑹诧紝鏄捐憲浼樹簬鍏朵粬涓夌缁忓吀绠楁硶銆�
鍥�1 鏃犵嚎鍙厖鐢典紶鎰熷櫒缃戠粶鏋舵瀯鍥�
鍥�2 DQN-MDME绠楁硶娴佺▼鍥�
鏈鏂囩涓€浣滆€呬负淇℃伅瀛﹂櫌锛堜汉宸ユ櫤鑳藉闄級2021绾х澹爺绌剁敓鍒樺畞锛岄€氳浣滆€呬负缃椾紶鏂囷紝鍖椾含鏋椾笟澶у涓哄敮涓€瀹屾垚鍗曚綅锛涙湰璁烘枃鍙楀埌鍥藉鑷劧绉戝鍩洪噾椤圭洰(62202054銆�62002022銆�32071775) 璧勫姪銆�
璁烘枃閾炬帴锛歨ttps://ieeexplore.ieee.org/abstract/document/10368020