2023\u5e74\u3001\u30ab\u30ea\u30d5\u30a9\u30eb\u30cb\u30a2\u5927\u5b66\u30d0\u30fc\u30af\u30ec\u30fc\u6821\u306e Gerbrand Ceder \u7814\u7a76\u5ba4\u306f\u3001\u81ea\u5f8b\u5b9f\u9a13\u5ba4\u300cA-Lab\u300d*1\u306b\u3088\u308a17\u65e5\u306741\u500b\u306e\u65b0\u898f\u7269\u8cea\u3092\u5408\u6210\u3057\u305f\u3068\u767a\u8868\u3057\u3001\u5927\u304d\u306a\u6ce8\u76ee\u3092\u6d74\u3073\u305f\u3002\u3082\u3063\u3068\u3082\u3001\u3053\u306e\u300c41\u300d\u3068\u300c\u65b0\u898f\u300d\u3068\u3044\u3046\u8a00\u8449\u306f\u3001\u5f8c\u3067\u898b\u308b\u3088\u3046\u306b2026\u5e74\u306e\u8a02\u6b63\u3067\u898b\u76f4\u3055\u308c\u308b\u3053\u3068\u306b\u306a\u308b\u3002<\/p>\n\n\n\n
\u540c\u3058\u6642\u671f\u306b\u3001Google DeepMind \u306b\u3088\u308b GNoME\uff08Graph Networks for Materials Exploration\uff09*2\u306f38\u4e07\u500b\u306e\u65b0\u898f\u3068\u3055\u308c\u308b\u5b89\u5b9a\u306a\u7d50\u6676\u69cb\u9020\u306e\u4e88\u6e2c\u3092\u3001Microsoft \u306b\u3088\u308b MatterGen*<\/em>3\u306f\u6240\u671b\u306e\u7269\u6027\u304b\u3089\u7d50\u6676\u69cb\u9020\u3092\u76f4\u63a5\u751f\u6210\u3059\u308b\u751f\u6210\u30e2\u30c7\u30eb\u3092\u305d\u308c\u305e\u308c\u767a\u8868\u3057\u305f\u3002<\/p>\n\n\n\n \u3053\u3046\u3057\u305f\u4e00\u9023\u306e\u7814\u7a76\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u306e\u9769\u65b0\u306f\u3001Self-Driving Laboratory\uff08SDL\uff09\u3068\u547c\u3070\u308c\u308b\u8a66\u307f\u3067\u3042\u308a\u3001\u4eba\u9593\u306e\u3072\u3089\u3081\u304d\u3067\u306f\u8fbf\u308a\u7740\u3051\u306a\u3044\u65b0\u898f\u6750\u6599\u306e\u958b\u767a\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n \u3053\u306e\u52d5\u304d\u306f\u3001\u3044\u307e\u3084\u7814\u7a76\u5ba4\u306e\u95a2\u5fc3\u4e8b\u306b\u7559\u307e\u3089\u306a\u3044\u3002\u7c73\u56fd\u79d1\u5b66\u6280\u8853\u653f\u7b56\u5c40\uff08OSTP\uff09\u306e\u5831\u544a\u66f8\u300eScience: A New Golden Age\u300f\uff082026\u5e747\u6708\uff09*4\u306f\u3001\u901a\u5e3820\u5e74\u307b\u3069\u3092\u8981\u3059\u308b\u6750\u6599\u958b\u767a\u306e\u6642\u9593\u3092\u300c\u4e00\u6841\uff08an order of magnitude\uff09\u300d\u7e2e\u3081\u308b\u6280\u8853\u3068\u3057\u3066\u81ea\u5f8b\u5b9f\u9a13\u3092\u6226\u7565\u306e\u4e2d\u5fc3\u306b\u636e\u3048\u3001\u5192\u982d\u306e\u300cA-Lab\u300d\u3001\u305d\u308c\u304b\u3089Argonne \u306e\u6750\u6599\u8a55\u4fa1\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u578b\u30ed\u30dc\u30c3\u30c8\u300cPolybot\u300d\u3092\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3068\u3057\u3066\u540d\u6307\u3057\u3057\u305f\u3002\u4eba\u9593\u306e\u624b\u3092\u96e2\u308c\u3066\u6750\u6599\u958b\u767a\u309210\u500d\u901f\u3067\u56de\u3059\u3053\u3068\u306f\u3001\u3044\u307e\u3084\u7c73\u56fd\u306e\u56fd\u7b56\u306b\u306a\u308a\u3064\u3064\u3042\u308b\u3002<\/p>\n\n\n\n \u672c\u8a18\u4e8b\u3067\u306f\u3001\u65b0\u898f\u6750\u6599\u306b\u7740\u76ee\u3057\u3066SDL\u95a2\u9023\u306e\u7c73\u56fd\u7279\u8a31\u6587\u732e\u3092\u8aad\u307f\u89e3\u304d\u203b\u3001\u7279\u8a31\u60c5\u5831\u306b\u306f\u504f\u308a\u304c\u3042\u308b\u3053\u3068\u3092\u53d7\u3051\u5165\u308c\u3064\u3064\u3001\u305d\u306e\u73fe\u5728\u5730\u3092\u63a2\u308b\u3002\u307e\u3060\u305d\u306e\u6570\u306f\u591a\u304f\u306a\u3044\u3002\u3057\u304b\u3057\u3001\u4eca\u5f8c\u3069\u3053\u306b\u5411\u304b\u3046\u306e\u304b\u306e\u9053\u3057\u308b\u3079\u306b\u306a\u308b\u3060\u308d\u3046\u3002<\/p>\n\n\n\n \u7814\u7a76\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u3092\u9769\u65b0\u3059\u308bSDL\u306f\u30011000\u500b\u8a66\u3057\u30661\u3064\u6709\u671b\u306a\u6750\u6599\u304c\u898b\u3064\u304b\u308b\u304b\u3069\u3046\u304b\u3068\u3044\u3046\u6750\u6599\u958b\u767a\u306e\u52b9\u7387\u5316\u3092\u76ee\u6a19\u3068\u3057\u3001\u5206\u89e3\u3059\u308b\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u307f\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n \u7814\u7a76\u958b\u767a\u306e\uff14\u6bb5\u968e<\/strong><\/p>\n\n\n\n 1. \u4eee\u8aac\u751f\u6210<\/strong> \u2014 \u6b21\u306b\u4f55\u3092\u8a66\u3059\u304b\u306e\u5019\u88dc\u3092\u751f\u6210\u3059\u308b<\/p>\n\n\n\n 2. \u4eee\u8aac\u9078\u5b9a<\/strong> \u2014 \u5404\u5019\u88dc\u306e\u7279\u6027\u3092\u4e88\u6e2c\u3057\u3066\u6709\u671b\u306a\u5019\u88dc\u3092\u9078\u3073\u51fa\u3059<\/p>\n\n\n\n 3. \u4f5c\u88fd<\/strong> \u2014 \u9078\u629e\u3057\u305f\u5019\u88dc\u306e\u6750\u6599\u3092\u5b9f\u969b\u306b\u4f5c\u88fd\u3059\u308b<\/p>\n\n\n\n 4. \u7279\u6027\u8a55\u4fa1<\/strong> \u2014 \u4f5c\u88fd\u3057\u305f\u6750\u6599\u306e\u7279\u6027\u3092\u8a55\u4fa1\u3059\u308b<\/p>\n\n\n\n \u4eee\u8aac\u3092\u7acb\u3066\u3001\u4f5c\u88fd\u3057\u305f\u6750\u6599\u3092\u8a55\u4fa1\u3057\u3001\u6b21\u306e\u4eee\u8aac\u306b\u7e4b\u3052\u3066\u3044\u304f\u3002\u5927\u304d\u304f\u3053\u306e\u3088\u3046\u306b\u6349\u3048\u3089\u308c\u308b\u4e00\u9023\u306e\u6d41\u308c\u3092\u5206\u89e3\u3057\u3066\u3001\u7279\u8a31\u60c5\u5831\u3092\u898b\u3066\u3044\u304f\u3002<\/p>\n\n\n\n \u307e\u305a\u3001\u898b\u53d6\u308a\u56f3\u3092\u793a\u3057\u3066\u304a\u3053\u3046\u3002\u4f5c\u88fd\u306e\u81ea\u52d5\u5316\u306f\u3059\u3067\u306b\u9032\u3093\u3067\u3044\u308b\u3002\u96e3\u3057\u3044\u306e\u306f\u6b8b\u308b\u4e09\u6bb5\u968e\u2015\u4eee\u8aac\u751f\u6210\u30fb\u4eee\u8aac\u9078\u5b9a\u30fb\u7279\u6027\u8a55\u4fa1\u2015\u3067\u3042\u308a\u3001\u5192\u982d\u306b\u6319\u3052\u305f\u4e09\u3064\u306e\u8ad6\u6587\u306f\u3001\u5f8c\u8ff0\u3059\u308b\u3088\u3046\u306b\u3001\u307e\u3055\u306b\u3053\u308c\u3089\u306e\u5404\u6bb5\u968e\u3067\u7dbb\u3073\u3092\u6652\u3057\u305f\u3002<\/p>\n\n\n\n \u30ce\u30fc\u30b9\u30ab\u30ed\u30e9\u30a4\u30ca\u5dde\u7acb\u5927\u5b66\u306e Abolhasani \u3089\u306b\u3088\u308b “Modular Flow Reactors for Accelerated Synthesis of Indium Phosphide Quantum Dots” \u3068\u984c\u3059\u308bUS2023\/0021452*5\u306f\u3001\u30ea\u30f3\u5316\u30a4\u30f3\u30b8\u30a6\u30e0\u91cf\u5b50\u30c9\u30c3\u30c8\u3092\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u5236\u5fa1\u3067\u9023\u7d9a\u7684\u306b\u5408\u6210\u3059\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\u578b\u30d5\u30ed\u30fc\u53cd\u5fdc\u5668\u3060\u3002<\/p>\n\n\n\n \u6709\u671b\u306a\u5019\u88dc\u3068\u3057\u3066\u9078\u3070\u308c\u305f\u6750\u6599\u3092\u5b9f\u969b\u306b\u4f5c\u88fd\u3059\u308b\u305f\u3081\u306b\u3001\u4eba\u9593\u306e\u624b\u9806\u3092\u30ed\u30dc\u30c3\u30c8\u304c\u89e3\u91c8\u3067\u304d\u308b\u5f62\u3078\u5909\u63db\u3059\u308b\u7814\u7a76\u3082\u3042\u308b\u3002\u30b0\u30e9\u30b9\u30b4\u30fc\u5927\u5b66\u306e Cronin\u3089\u306eUS2023\/0173450*6\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u3067\u66f8\u304b\u308c\u305f\u5408\u6210\u624b\u9806\u3092\u6a5f\u68b0\u53ef\u8aad\u306a\u5316\u5b66\u8a18\u8ff0\u8a00\u8a9e\uff08XDL\uff09\u306b\u5909\u63db\u3057\u3001\u30b1\u30f3\u30bf\u30c3\u30ad\u30fc\u5927\u5b66\u306e Mahmoudi\u3089\u306b\u3088\u308bUS2025\/0389690*7\u306f\u3001\u4eba\u9593\u304c\u8a2d\u8a08\u3057\u305f\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u30ed\u30dc\u30c3\u30c8\u30a2\u30fc\u30e0\u306e\u52d5\u4f5c\u3078\u7ffb\u8a33\u3059\u308b\u3002<\/p>\n\n\n\n \u30d2\u30e5\u30fc\u30de\u30ce\u30a4\u30c9\u304c\u5de5\u5834\u3067\u81ea\u52d5\u8eca\u3092\u7d44\u307f\u7acb\u3066\u308b\u3088\u3046\u306b\u3001\u7814\u7a76\u8005\u306e\u624b\u8db3\u3068\u3057\u3066\u5b9f\u9a13\u3092\u884c\u3046\u4f5c\u696d\u306f\u3001\u3059\u3067\u306b\u81ea\u52d5\u5316\u304c\u73fe\u5b9f\u306b\u306a\u308a\u3064\u3064\u3042\u308b\u3002<\/p>\n\n\n\n \u30b0\u30e9\u30b9\u30b4\u30fc\u5927\u5b66\u306e Cronin\u3089\u306f\u3001”Autonomous Exploration” \u3068\u984c\u3059\u308bUS2025\/0118394*8\u306b\u304a\u3044\u3066\u3001\u9032\u5316\u8a08\u7b97\u3092\u7528\u3044\u3066\u91d1\u30ca\u30ce\u7c92\u5b50\u5408\u6210\u306e\u53cd\u5fdc\u63a2\u7d22\u3092\u793a\u3057\u305f\u3002\u307e\u305f\u3001”Artificial Intelligence-Simulation Based Science” \u3068\u984c\u3059\u308bUS2024\/0370608*9\u306b\u306f\u3001\u79d1\u5b66\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3068AI\u306e\u878d\u5408\u3092\u63b2\u3052\u308b Pasteur Labs\u306b\u3088\u308b\u3001\u6240\u671b\u306e\u7279\u6027\u304b\u3089\u6750\u6599\u306e\u69cb\u9020\u3092\u5c0e\u304f\u9006\u8a2d\u8a08\u304c\u793a\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n \u3053\u308c\u3089\u306f\u3001\u7814\u7a76\u8005\u306e\u4f5c\u696d\u306e\u81ea\u52d5\u5316\uff08automation\uff09\u3067\u306f\u306a\u304f\u3001\u81ea\u5f8b\u5316\uff08autonomy\uff09\u3060\u3002<\/p>\n\n\n\n \u3060\u304c\u3001\u81ea\u5f8b\u7684\u306b\u5019\u88dc\u3092\u751f\u307f\u51fa\u305b\u308b\u3053\u3068\u3068\u3001\u305d\u306e\u5019\u88dc\u304c\u672c\u5f53\u306b\u65b0\u3057\u3044\u3053\u3068\u306f\u5225\u3060\u3002<\/p>\n\n\n\n \u5192\u982d\u306eMatterGen\u306f\u3001\u76ee\u6a19\u306e\u7269\u6027\u304b\u3089\u7d50\u6676\u69cb\u9020\u3092\u76f4\u63a5\u751f\u6210\u3059\u308b\u751f\u6210\u30e2\u30c7\u30eb\uff08\u62e1\u6563\u30e2\u30c7\u30eb\uff09\u3060\u304c\u3001\u62e1\u6563\u30e2\u30c7\u30eb\u306f\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u3082\u3064\u5206\u5e03\u306b\u5f15\u304d\u5bc4\u305b\u3089\u308c\u308b\u3002Juelsholt \u306e\u6307\u6458\u3069\u304a\u308a\u3001Microsoft\u304c\u5b9f\u969b\u306b\u5408\u6210\u3057\u3066\u307f\u305b\u305f TaCr\u2082O\u2086 \u304c1971\u5e74\u306b\u5831\u544a\u6e08\u307f\u306e\u76f8\uff08phase\uff09\u3068\u540c\u4e00\u3067\u3001\u305d\u306e\u76f8\u304c\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u542b\u307e\u308c\u3066\u3044\u305f\u3053\u3068\u306f\u8c61\u5fb4\u7684\u3067\u3042\u308b*10\u3002\u300c\u751f\u6210\u3067\u304d\u308b\u300d\u3053\u3068\u306f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u5916\u3067\u300c\u771f\u306b\u65b0\u898f\u306a\u3082\u306e\u3092\u751f\u6210\u3067\u304d\u308b\u300d\u3053\u3068\u3092\u5fc5\u305a\u3057\u3082\u610f\u5473\u3057\u306a\u3044\u3002<\/p>\n\n\n\n \u4f5c\u88fd\u3059\u3079\u304d\u6750\u6599\u306e\u4fe1\u983c\u3067\u304d\u308b\u5019\u88dc\u306e\u4eee\u8aac\u304c\u7acb\u3066\u3089\u308c\u305f\u3068\u3057\u3066\u3001\u305d\u306e\u6570\u304c\u6570\u5341\u4e07\u500b\u3068\u591a\u3051\u308c\u3070\u3001\u30ed\u30dc\u30c3\u30c8\u3092\u6700\u5927\u9650\u6d3b\u7528\u3057\u3066\u3082\u5b9f\u9a13\u306b\u3088\u308b\u691c\u8a3c\u306f\u975e\u73fe\u5b9f\u7684\u3067\u3042\u308b\u3002\u305d\u3053\u3067\u3001\u5404\u5019\u88dc\u306e\u7279\u6027\u3092\u5b9f\u9a13\u524d\u306b\u4e88\u6e2c\u3059\u308b\u7814\u7a76\u304c\u9032\u3093\u3067\u3044\u308b\u3002<\/p>\n\n\n\n \u30e1\u30ea\u30fc\u30e9\u30f3\u30c9\u5927\u5b66\u306e Takeuchi\u3089\u306f\u3001US2022\/0407001*11\u306b\u304a\u3044\u3066\u3001\u5404\u5019\u88dc\u306e\u7279\u6027\u3092\u30ac\u30a6\u30b9\u904e\u7a0b\u56de\u5e30\u306b\u3088\u308a\u4e88\u6e2c\u3057\u3001\u6b21\u306b\u6e2c\u5b9a\u3059\u3079\u304d\u6750\u6599\u3092\u30d9\u30a4\u30ba\u6700\u9069\u5316\u306b\u3088\u308a\u9078\u3073\u51fa\u3057\u305f\u3002\u5c11\u306a\u3044\u5b9f\u9a13\u3067\u6700\u9069\u89e3\u306b\u8fd1\u3065\u3051\u308b\u5f37\u529b\u306a\u624b\u6cd5\u3060\u304c\u3001\u305d\u306e\u4e88\u6e2c\u304c\u52b9\u304f\u306e\u306f\u65e2\u77e5\u306e\u30c7\u30fc\u30bf\u306b\u3088\u308a\u5b9a\u307e\u308b\u63a2\u7d22\u7a7a\u9593\u306e\u5185\u5074\u306b\u9650\u3089\u308c\u308b\u3002<\/p>\n\n\n\n \u5192\u982d\u306eGNoME\u3082\u3001\u3053\u306e\u5ef6\u9577\u306b\u3042\u308b\u3002\u5bfe\u79f0\u6027\u3092\u8003\u616e\u3057\u305f\u5143\u7d20\u7f6e\u63db\u306b\u52a0\u3048\u3001\u30e9\u30f3\u30c0\u30e0\u69cb\u9020\u63a2\u7d22\u3067\u3082\u5019\u88dc\u3092\u751f\u307f\u51fa\u3057\u3001\u30b0\u30e9\u30d5\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u304c\u5b89\u5b9a\u6027\u3092\u4e88\u6e2c\u3057\u3066\u9078\u5225\u3059\u308b\u3002\u751f\u6210\u306f\u5927\u91cf\u306b\u884c\u308f\u308c\u3001\u305d\u306e\u5b89\u5b9a\u6027\u4e88\u6e2c\u306f\u5b66\u7fd2\u5206\u5e03\u306e\u5916\u3078\u3082\u6c4e\u5316\u3059\u308b\u3068\u5831\u544a\u3055\u308c\u308b\u3002\u3060\u304c\u3001\u9078\u3073\u51fa\u3055\u308c\u305f\u300c\u65b0\u898f\u300d\u306e\u591a\u304f\u306f\u3001Cheetham\u3089\u306e\u6307\u6458\u3059\u308b\u3068\u304a\u308a\u3001\u65e2\u77e5\u69cb\u9020\u306e\u4e9b\u672b\u306a\u5909\u7a2e\u306b\u3068\u3069\u307e\u308a*12\u3001\u771f\u306e\u65b0\u898f\u6027\u3068\u5408\u6210\u53ef\u80fd\u6027\u306f\u3001\u5b9f\u9a13\u3067\u78ba\u304b\u3081\u308b\u307e\u3067\u4fdd\u8a3c\u3055\u308c\u306a\u3044\u3002 \u7406\u7531\u306f\u6839\u304c\u6df1\u3044\u3002<\/p>\n\n\n\n \u4ee3\u7406\u30e2\u30c7\u30eb\u3067\u3042\u3063\u3066\u3082\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3067\u3042\u3063\u3066\u3082\u3001in silico<\/em>\u306e\u624b\u6bb5\u306f\u6700\u7d42\u7684\u306a\u7d50\u8ad6\u3092\u5c0e\u304f\u3053\u3068\u304c\u3067\u304d\u306a\u3044\u3002\u30c7\u30fc\u30bf\u304b\u3089\u5b66\u3076\u4ee3\u7406\u30e2\u30c7\u30eb\u306f\u3001\u3042\u304f\u307e\u3067\u5b9f\u9a13\u306e\u300c\u4ee3\u7406\u300d\u3067\u3042\u3063\u3066\u3001\u5b66\u7fd2\u306b\u7528\u3044\u305f\u30c7\u30fc\u30bf\u306e\u5916\u5074\u3067\u306f\u4fe1\u983c\u6027\u304c\u4f4e\u3044\u3002\u4e00\u65b9\u3001\u7b2c\u4e00\u539f\u7406\u8a08\u7b97\u306a\u3069\u306e\u7269\u7406\u6cd5\u5247\u3092\u7d44\u307f\u8fbc\u3093\u3060\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u7406\u8ad6\u7684\u306b\u306f\u7269\u7406\u6cd5\u5247\u3092\u983c\u308a\u306b\u5b9f\u9a13\u30c7\u30fc\u30bf\u306e\u306a\u3044\u9818\u57df\u3082\u63a2\u7d22\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3060\u304c\u3001\u305f\u3068\u3048\u3070\u3001\u5408\u6210\u53ef\u80fd\u6027\u3068\u3044\u3063\u305f\u809d\u5fc3\u306a\u3068\u3053\u308d\u3067\u306f\u4e0d\u900f\u660e\u306b\u306a\u308b\u3002<\/p>\n\n\n\n \u771f\u306b\u65b0\u3057\u3044\u6750\u6599\u306f\u3001\u7d50\u5c40\u306e\u3068\u3053\u308d\u5b9f\u969b\u306b\u4f5c\u88fd\u3057\u3001\u6e2c\u5b9a\u3057\u3066\u78ba\u304b\u3081\u308b\u3057\u304b\u306a\u3044\u3002\u3053\u308c\u3053\u305d\u3001\u300c\u5b9f\u9a13\u5ba4\u300d\u305d\u306e\u3082\u306e\u304c\u81ea\u5f8b\u5316\u3055\u308c\u306d\u3070\u306a\u3089\u306a\u3044\u7406\u7531\u3067\u3042\u308b\u3002<\/p>\n\n\n\n \u4f5c\u88fd\u3055\u308c\u305f\u6750\u6599\u306e\u7279\u6027\u3092\u8a08\u6e2c\u3059\u308b\u3053\u3068\u81ea\u4f53\u306f\u3001\u81ea\u52d5\u5316\u304c\u9032\u3093\u3067\u3044\u308b\u3002\u30ce\u30fc\u30b9\u30a6\u30a7\u30b9\u30bf\u30f3\u5927\u5b66\u306e Mirkin\u3089\u306eUS2025\/0155414*13\u306f\u3001\u89e6\u5a92\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u53cd\u5fdc\u6027\u306e\u8584\u819c\u3067\u8986\u3044\u3001\u89e6\u5a92\u53cd\u5fdc\u306e\u751f\u6210\u7269\u3092\u86cd\u5149\u30b7\u30b0\u30ca\u30eb\u306b\u5909\u63db\u3057\u3066\u3001\u591a\u6570\u306e\u89e6\u5a92\u306e\u6d3b\u6027\u3092\u4e00\u679a\u306e\u753b\u50cf\u304b\u3089\u540c\u6642\u306b\u8aad\u307f\u53d6\u308b\u9ad8\u901f\u30b9\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3067\u3042\u308b\u300230\u5206\u30679\u4e07\u70b9\u3092\u4e26\u884c\u8a55\u4fa1\u3057\u305f\u3002<\/p>\n\n\n\n \u3057\u304b\u3057\u306a\u304c\u3089\u3001\u6e2c\u3063\u305f\u30c7\u30fc\u30bf\u3092\u300c\u89e3\u91c8\u3059\u308b\u300d\u6bb5\u968e\u306b\u306a\u308b\u3068\u3001\u8a71\u306f\u5909\u308f\u308b\u3002<\/p>\n\n\n\n \u5192\u982d\u306e\u300cA-Lab\u300d\u306e\u7dbb\u3073\u306f\u3001\u307e\u3055\u306b\u3053\u3053\u306b\u3042\u3063\u305f\u3002\u5408\u6210\u7269\u304c\u4f55\u304b\u3092\u898b\u6975\u3081\u308b\u76f8\u540c\u5b9a\u3092\u3001XRD\u30d1\u30bf\u30fc\u30f3\u304b\u3089\u306e\u81ea\u52d5\u89e3\u6790\u2015\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u3068\u30d1\u30bf\u30fc\u30f3\u7167\u5408\u2015\u306b\u59d4\u306d\u3001\u4eba\u624b\u3092\u5916\u3057\u305f\u3002\u8ad6\u6587\u306e\u516c\u958b\u5f8c\u3001\u3053\u306e\u56de\u6298\u306b\u3088\u308b\u540c\u5b9a\u3068\u300c\u65b0\u898f\uff08novel\uff09\u300d\u3068\u3044\u3046\u4e3b\u5f35\u306b\u7591\u554f\u304c\u5bc4\u305b\u3089\u308c\u3001\u8457\u8005\u3089\u306f2026\u5e741\u6708\u306b\u8a02\u6b63\u3092\u51fa\u3057\u305f*14\u3002\u984c\u540d\u306e “novel materials” \u3092 “inorganic materials” \u306b\u6539\u3081\u3001”novel” \u306f\u300c\u79d1\u5b66\u7684\u306b\u65b0\u898f\u300d\u3067\u306f\u306a\u304f\u300c\u4e88\u6e2c\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u3068\u3063\u3066\u65b0\u3057\u3044\u300d\u306e\u610f\u3060\u3063\u305f\u3068\u91c8\u660e\u3057\u305f\u4e0a\u3067\u3001\u624b\u4f5c\u696d\u3067\u56de\u6298\u30d1\u30bf\u30fc\u30f3\u3092\u518d\u89e3\u6790\u3057\u305f\u3068\u3053\u308d\u3001\u5831\u544a\u3057\u305f40\u4f8b\u4e2d36\u4f8b\u306f\u6b63\u3057\u304f\u540c\u5b9a\u3055\u308c\u3066\u3044\u305f\u3068\u8ad6\u3058\u3066\u3044\u308b\u3002<\/p>\n\n\n\n \u4e0a\u8ff0\u306e\u30e1\u30ea\u30fc\u30e9\u30f3\u30c9\u5927\u5b66\u306b\u3088\u308bUS2022\/0407001\u306f\u3001\u6e2c\u5b9a\u66f2\u7dda\u304b\u3089\u30d0\u30f3\u30c9\u30ae\u30e3\u30c3\u30d7\u3092\u53d6\u308a\u51fa\u3059\u89e3\u6790\u306b\u5c02\u9580\u5bb6\u3092\u6b8b\u3059HITL\uff08human-in-the-loop\uff09\u3067\u3042\u308b\u3002\u6e2c\u5b9a\u306f\u81ea\u52d5\u5316\u3067\u304d\u3066\u3082\u3001\u305d\u306e\u89e3\u91c8\u3092\u4eba\u624b\u306a\u3057\u3067\u6b21\u306e\u4eee\u8aac\u751f\u6210\u30fb\u4eee\u8aac\u9078\u5b9a\u3078\u7e4b\u3052\u3001\u5b9f\u9a13\u306e\u30eb\u30fc\u30d7\u3092\u81ea\u52d5\u3067\u56de\u3059\u3068\u3053\u308d\u307e\u3067\u306f\u307e\u3060\u5230\u9054\u3057\u3066\u3044\u306a\u3044\u3002<\/p>\n\n\n\n \u73fe\u72b6\u3092\u6574\u7406\u3059\u308b\u3068\u3053\u3046\u3060\u3002<\/p>\n\n\n\n \u4f5c\u88fd\u306e\u81ea\u52d5\u5316\u306f\u9032\u3093\u3060\u3002\u3060\u304c\u6b8b\u308b\u4e09\u6bb5\u968e\u306b\u306f\u3001\u305d\u308c\u305e\u308c\u7dbb\u3073\u304c\u3042\u3063\u305f\u3002<\/p>\n\n\n\n \u4eee\u8aac\u751f\u6210\u306f\u3001\u5019\u88dc\u3092\u751f\u307f\u51fa\u305b\u3066\u3082\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u5916\u3001\u3059\u306a\u308f\u3061\u771f\u306b\u65b0\u898f\u306a\u3082\u306e\u3092\u51fa\u305b\u308b\u304b\u306f\u672a\u5b9f\u8a3c\u3067\u3042\u308b\u3002\u4eee\u8aac\u9078\u5b9a\u3067\u306f\u3001\u4ee3\u7406\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u304c\u52b9\u304f\u306e\u306f\u65e2\u77e5\u306e\u30c7\u30fc\u30bf\u304c\u5b9a\u3081\u308b\u63a2\u7d22\u7a7a\u9593\u306e\u5185\u5074\u306b\u9589\u3058\u3066\u3044\u308b\u3002\u7279\u6027\u8a55\u4fa1\u306f\u3001\u8a08\u6e2c\u3053\u305d\u81ea\u52d5\u5316\u3067\u304d\u3066\u3082\u3001\u6e2c\u5b9a\u3092\u300c\u89e3\u91c8\u3059\u308b\u300d\u6bb5\u968e\u306b\u4eba\u624b\u304c\u6b8b\u308b\u3002<\/p>\n\n\n\n \u5404\u6bb5\u968e\u3092\u9ad8\u5ea6\u5316\u3059\u308b\u7814\u7a76\u306f\u7740\u5b9f\u306b\u9032\u3093\u3067\u3044\u308b\u3002<\/p>\n\n\n\n \u4eee\u8aac\u751f\u6210\u306b\u3064\u3044\u3066\u306f\u3001\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u4f7f\u3046\u8a66\u307f\u304c\u3042\u308b\u3002Antunes\u3089\u306eCrystaLLM\u306f\u3001\u7d50\u6676\u69cb\u9020\u3092\u8a18\u3057\u305fCIF\u30c6\u30ad\u30b9\u30c8\u3092LLM\u306b\u81ea\u5df1\u56de\u5e30\u7684\u306b\u751f\u6210\u3055\u305b\u3001\u7d44\u6210\u304b\u3089\u7d50\u6676\u69cb\u9020\u3092\u76f4\u63a5\u63cf\u304d\u51fa\u3059*15\u3002<\/p>\n\n\n\n \u4eee\u8aac\u9078\u5b9a\u3067\u306f\u3001\u7b2c\u4e00\u539f\u7406\u8a08\u7b97\u306a\u3069\u306e\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3067\u95a2\u5fc3\u9818\u57df\u306e\u6750\u6599\u3092\u591a\u6570\u5275\u308a\u51fa\u3057\u3066\u4eba\u5de5\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u7bc9\u304d\u3001\u305d\u306e\u9818\u57df\u306e\u9650\u3089\u308c\u305f\u5b9f\u9a13\u30c7\u30fc\u30bf\u3067\u8ee2\u79fb\u5b66\u7fd2\uff08transfer learning\uff09\u3055\u305b\u3066\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u935b\u3048\u308b\u8a66\u307f\u304c\u3042\u308b\u3002\u6750\u6599\u30c7\u30fc\u30bf\u306e\u4e4f\u3057\u3055\u306b\u8ee2\u79fb\u5b66\u7fd2\u3067\u5fdc\u3048\u308b\u7cfb\u8b5c\u3060*16\u3002\u307e\u305f\u3001Graph Transformer\u2015\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u53d6\u308a\u8fbc\u307f\u3001\u7d50\u6676\u306e\u9060\u8ddd\u96e2\u306e\u69cb\u9020\u307e\u3067\u6349\u3048\u308b\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u2015\u304c\u3001\u7279\u6027\u4e88\u6e2c\u306e\u8cea\u3068\u7cbe\u5ea6\u3092\u62bc\u3057\u4e0a\u3052\u3064\u3064\u3042\u308b*17\u3002<\/p>\n\n\n\n \u3053\u308c\u3089\u306f\u3001\u63a2\u7d22\u7a7a\u9593\u305d\u306e\u3082\u306e\u3092\u62bc\u3057\u5e83\u3052\u3066\u3044\u304f\u3002\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u7e1b\u3089\u308c\u3066\u304d\u305f\u30e2\u30c7\u30eb\u304c\u3001\u3084\u304c\u3066\u672a\u77e5\u306e\u6750\u6599\u3078\u624b\u3092\u4f38\u3070\u3059\u2015\u307e\u3060\u672a\u6765\u306e\u8aad\u307f\u3060\u304c\u3001\u305d\u3053\u306b\u6ce8\u76ee\u304c\u96c6\u307e\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n\n \u3082\u3063\u3068\u3082\u3001\u81ea\u5f8b\u5b9f\u9a13\u306e\u30eb\u30fc\u30d7\u3092\u963b\u3080\u306e\u306f\u8a08\u7b97\u306e\u5074\u3060\u3051\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n \u7c73\u56fdOSTP\u306e\u5831\u544a\u66f8*4\u306f\u3001\u9698\u8def\u304c\u7269\u7406\u306e\u5074\u306b\u3082\u3042\u308b\u3068\u3059\u308b\u3002\u88c5\u7f6e\u7523\u696d\u306e\u5be1\u5360\u3068\u56f2\u3044\u8fbc\u307e\u308c\u305f\u30c7\u30fc\u30bf\u5f62\u5f0f\u306e\u4e0b\u3067\u3001\u7814\u7a76\u8005\u306f\u6a5f\u5668\u540c\u58eb\u3092\u7e4b\u3050\u3060\u3051\u3067\u6570\u30f6\u6708\u3092\u6eb6\u304b\u3059\u2015\u3060\u304b\u3089\u3001\u6a19\u6e96\u5316\u3055\u308c\u305f\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3068\u30c7\u30fc\u30bf\u5f62\u5f0f\u306e\u305f\u3081\u306b\u88c5\u7f6e\u306e\u518d\u8a2d\u8a08\u304c\u5fc5\u8981\u3067\u3042\u308b\u3002\u81ea\u5f8b\u5b9f\u9a13\u306e\u30e9\u30b9\u30c8\u30ef\u30f3\u30de\u30a4\u30eb\u306f\u3001\u30e2\u30c7\u30eb\u306e\u9ad8\u5ea6\u5316\u3068\u3068\u3082\u306b\u3001\u6a5f\u5668\u305d\u306e\u3082\u306e\u306e\u9032\u5316\u306b\u304b\u304b\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n\n \u5404\u5de5\u7a0b\u3092\u4e00\u3064\u306e\u30eb\u30fc\u30d7\u3078\u675f\u306d\u308b\u624b\u6cd5\u3082\u3001\u3059\u3067\u306b\u69cb\u60f3\u3055\u308c\u3066\u3044\u308b\u3002Forschungszentrum J\u00fclich \u306e Malek \u3089\u306b\u3088\u308b “Orchestrator-Based Research and Development System, and Method for Operating Same” \u3068\u984c\u3059\u308b US2026\/0162035*18\u306f\u3001\u8a08\u6e2c\u5668\u30fb\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u30fb\u6587\u732e\u3068\u3044\u3046\u7570\u7a2e\u306e\u8cc7\u6e90\u3092\u4e00\u3064\u306e\u76ee\u6a19\u3078\u5411\u3051\u3066\u5354\u8abf\u3055\u305b\u3001\u76f4\u524d\u306e\u7d50\u679c\u304b\u3089\u6b21\u306e\u5b9f\u9a13\u3092\u9078\u3073\u7d9a\u3051\u308b\u300c\u6307\u63ee\u8005\uff08\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30bf\uff09\u300d\u3060\u3002\u305d\u306e\u8981\u306f\u3001\u30d0\u30e9\u30d0\u30e9\u306e\u8a9e\u5f59\u30fb\u5358\u4f4d\u30fb\u5f62\u5f0f\u3067\u66f8\u304b\u308c\u305f\u30c7\u30fc\u30bf\u3092\u3001\u5b9a\u7fa9\u3055\u308c\u305f\u30aa\u30f3\u30c8\u30ed\u30b8\u30fc\u306e\u4e0a\u3067\u4e00\u3064\u306e\u77e5\u8b58\u30b0\u30e9\u30d5\u306b\u675f\u306d\u3001\u6a2a\u65ad\u3057\u3066\u63a8\u8ad6\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u70b9\u306b\u3042\u308b\u3002\u7c73\u56fdOSTP\u304c\u8aac\u304f\u88c5\u7f6e\u5074\u306e\u6a19\u6e96\u5316\u306b\u5bfe\u3057\u3001\u3053\u3061\u3089\u306f\u610f\u5473\u306e\u5074\u304b\u3089\u76f8\u4e92\u904b\u7528\u3092\u53ef\u80fd\u306b\u3059\u308b\u767a\u60f3\u3060\u3002<\/p>\n\n\n\n \u4f5c\u88fd\u3068\u8a08\u6e2c\u306f\u3001\u3059\u3067\u306b\u6a5f\u68b0\u306e\u624b\u306b\u6e21\u308a\u3064\u3064\u3042\u308b\u3002<\/p>\n\n\n\n \u6b8b\u308b\u6700\u524d\u7dda\u306f\u3001\u751f\u6210\u30fb\u9078\u5b9a\u30fb\u89e3\u91c8\u3092\u4e00\u3064\u306e\u30eb\u30fc\u30d7\u3078\u675f\u306d\u3001\u4eba\u624b\u3092\u4ecb\u3055\u305a\u306b\u56de\u3057\u7d9a\u3051\u308b\u3053\u3068\u2014\u81ea\u5f8b\u5b9f\u9a13\u306e\u73fe\u5728\u5730\u306f\u3001\u4eca\u307e\u3055\u306b\u305d\u306e\u5165\u53e3\u306b\u3042\u308b\u3002<\/p>\n\n\n\n \u6ce8 2023\u5e74\u3001\u30ab\u30ea\u30d5\u30a9\u30eb\u30cb\u30a2\u5927\u5b66\u30d0\u30fc\u30af\u30ec\u30fc\u6821\u306e Gerbrand Ceder \u7814\u7a76\u5ba4\u306f\u3001\u81ea\u5f8b\u5b9f\u9a13\u5ba4\u300cA-Lab\u300d*1\u306b\u3088\u308a17\u65e5\u306741\u500b\u306e\u65b0\u898f\u7269\u8cea\u3092\u5408\u6210\u3057\u305f\u3068\u767a\u8868\u3057\u3001\u5927\u304d\u306a\u6ce8\u76ee\u3092\u6d74\u3073\u305f\u3002\u3082\u3063\u3068\u3082\u3001\u3053\u306e\u300c41\u300d\u3068\u300c\u65b0\u898f\u300d\u3068\u3044 … \u7d9a\u304d\u3092\u8aad\u3080 \u7c73\u56fd\u7279\u8a31\u304b\u3089\u8aad\u307f\u89e3\u304f\u81ea\u5f8b\u5b9f\u9a13\u306e\u73fe\u5728\u5730\uff0dAI\u306f\u6750\u6599\u958b\u767a\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u9769\u65b0\u3067\u304d\u308b\u304b<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":1741,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[17],"tags":[],"class_list":["post-1731","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-generative-ai"],"_links":{"self":[{"href":"https:\/\/roppp.jp\/article\/wp-json\/wp\/v2\/posts\/1731","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/roppp.jp\/article\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/roppp.jp\/article\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/roppp.jp\/article\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/roppp.jp\/article\/wp-json\/wp\/v2\/comments?post=1731"}],"version-history":[{"count":13,"href":"https:\/\/roppp.jp\/article\/wp-json\/wp\/v2\/posts\/1731\/revisions"}],"predecessor-version":[{"id":1746,"href":"https:\/\/roppp.jp\/article\/wp-json\/wp\/v2\/posts\/1731\/revisions\/1746"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/roppp.jp\/article\/wp-json\/wp\/v2\/media\/1741"}],"wp:attachment":[{"href":"https:\/\/roppp.jp\/article\/wp-json\/wp\/v2\/media?parent=1731"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/roppp.jp\/article\/wp-json\/wp\/v2\/categories?post=1731"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/roppp.jp\/article\/wp-json\/wp\/v2\/tags?post=1731"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}\u7814\u7a76\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u306e\u5206\u89e3<\/h2>\n\n\n\n
\uff14\u6bb5\u968e\u306e\u73fe\u5728\u5730<\/strong><\/h2>\n\n\n\n
\u30ed\u30dc\u30c3\u30c8\u304c\u81ea\u52d5\u5316\u3059\u308b\u300c\u4f5c\u88fd\u300d<\/h3>\n\n\n\n
AI\u306b\u3088\u308b\u81ea\u5f8b\u7684\u306a\u300c\u4eee\u8aac\u751f\u6210\u300d<\/h3>\n\n\n\n
\u63a2\u7d22\u7a7a\u9593\u306e\u5185\u5074\u3067\u9032\u3080\u300c\u4eee\u8aac\u9078\u5b9a\u300d<\/h3>\n\n\n\n
<\/p>\n\n\n\n\u4eba\u624b\u3092\u6392\u9664\u3067\u304d\u306a\u3044\u300c\u7279\u6027\u8a55\u4fa1\u300d<\/h3>\n\n\n\n
\u81ea\u5f8b\u5b9f\u9a13\u306e\u3053\u308c\u304b\u3089<\/h3>\n\n\n\n
\u30e2\u30c7\u30eb\u306f\u9ad8\u5ea6\u5316\u3059\u308b<\/strong><\/h3>\n\n\n\n
\u81ea\u5f8b\u7684\u306a\u30eb\u30fc\u30d7\u3092\u675f\u306d\u308b<\/strong><\/h3>\n\n\n\n
\u203b \u672c\u8a18\u4e8b\u3067\u5f15\u7528\u3057\u305fSDL\u95a2\u9023\u306e\u7c73\u56fd\u7279\u8a31\u6587\u732e\u306f\u30012020\u5e741\u67081\u65e5\u4ee5\u964d\u306b\u51fa\u9858\u3055\u308c\u305f\u3082\u306e\u3092\u5bfe\u8c61\u306b\u3001PatentSQUARE\u3092\u7528\u3044\u30662026\u5e747\u670826\u65e5\u306b\u691c\u7d22\u3057\u305f\u3002
*1 N. J. Szymanski et al., “An autonomous laboratory for the accelerated synthesis of novel materials,” Nature<\/em> 624 (2023)
*2 A. Merchant et al., “Scaling deep learning for materials discovery,” Nature<\/em> 624 (2023)
*3 C. Zeni et al., “A generative model for inorganic materials design,” Nature<\/em> 639 (2025)
*4 Office of Science and Technology Policy (M. Kratsios), Science: A New Golden Age<\/em>, July 2026
*5 US2023\/0021452, North Carolina State University, Milad Abolhasani et al., “Modular Flow Reactors for Accelerated Synthesis of Indium Phosphide Quantum Dots”
*6 US2023\/0173450, The University Court of the University of Glasgow, Leroy Cronin et al., “Automated Chemical Synthesis Platform”
*7 US2025\/0389690, University of Kentucky Research Foundation, Siamak Mahmoudi et al, “Man-to-Machine Interface Toward Automated Electrochemistry Experiments”
*8 US2025\/0118394, The University Court of the University of Glasgow, Leroy Cronin, “Autonomous Exploration”
*9 US2024\/0370608, Pasteur Labs, Inc., Alexander Lavin, “Artificial Intelligence-Simulation Based Science”
*10 M. Juelsholt, “Continued challenges in high-throughput materials predictions: MatterGen predicts compounds from the training dataset,” Materials Horizons<\/em> 13 (2026)
*11 US2022\/0407001, University of Maryland et al., Ichiro Takeuchi et al., “Novel Nanocomposite Phase-Change Memory Materials and Design and Selection of the Same”
*12 A. K. Cheetham et al., “Artificial Intelligence Driving Materials Discovery?,” Chem. Mater.<\/em> 36 (2024)
*13 US2025\/0155414, Northwestern University, Chad A. Mirkin et al., “Reactive Thin Film Coatings on Catalyst Libraries for High Throughput Screening”
*14 N. J. Szymanski et al., “Author Correction: An autonomous laboratory for the accelerated synthesis of inorganic materials,” Nature<\/em> 650 (2026)
*15 L. M. Antunes et al., “Crystal structure generation with autoregressive large language modeling,” Nature Communications<\/em> 15 (2024)
*16 T. Tadano et al., “Accurate screening of functional materials with machine-learning potential and transfer-learned regressions: Heusler alloy benchmark,” npj Computational Materials<\/em> 12 (2026)
*17 K. Yan et al., “Complete and Efficient Graph Transformers for Crystal Material Property Prediction,” ICLR 2024<\/em>
*18 US2026\/0162035, Forschungszentrum J\u00fclich GmbH, Kourosh Malek et al., “Orchestrator-Based Research and Development System, and Method for Operating Same”<\/p>\n","protected":false},"excerpt":{"rendered":"