\u7269\u8054\u7f51\u5927\u6570\u636e\u67b6\u6784\u8bbe\u8ba1 – \u7269\u8054\u7f51\u6280\u672f\u7cfb\u5217\u6587\u7ae0<\/title>\n <link rel=\"stylesheet\" href=\"https:\/\/cdnjs.cloudflare.com\/ajax\/libs\/font-awesome\/5.15.4\/css\/all.min.css\">\n <style>\n body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Roboto, \"Helvetica Neue\", Arial, sans-serif;\n line-height: 1.6;\n color: #12263f;\n max-width: 1200px;\n margin: 0 auto;\n padding: 20px;\n }\n .article-header {\n text-align: center;\n margin-bottom: 40px;\n }\n .article-meta {\n color: #6c757d;\n font-size: 0.9rem;\n margin: 10px 0;\n }\n .article-tags {\n margin: 20px 0;\n }\n .tag {\n display: inline-block;\n background-color: #e9ecef;\n padding: 4px 12px;\n border-radius: 15px;\n margin: 4px;\n font-size: 0.9rem;\n color: #495057;\n }\n .content-box {\n background-color: white;\n border-radius: 8px;\n border: 1px solid #edf2f9;\n margin: 20px 0;\n padding: 20px;\n }\n .feature-card {\n flex: 1;\n min-width: 200px;\n padding: 15px;\n border-radius: 5px;\n background-color: #f8f9fa;\n border-left: 4px solid #2c7be5;\n margin: 10px;\n }\n .feature-card h5 {\n margin-top: 0;\n color: #2c7be5;\n }\n .feature-card p {\n font-size: 0.9rem;\n color: #6c757d;\n margin-bottom: 0;\n }\n .architecture-diagram {\n width: 100%;\n max-width: 800px;\n margin: 40px auto;\n padding: 20px;\n }\n .architecture-layer {\n width: 100%;\n margin-bottom: 8px;\n border-radius: 8px;\n overflow: hidden;\n box-shadow: 0 4px 6px rgba(0, 0, 0, 0.1);\n transition: transform 0.3s ease, box-shadow 0.3s ease;\n position: relative;\n }\n .architecture-layer:hover {\n transform: translateY(-2px);\n box-shadow: 0 6px 12px rgba(0, 0, 0, 0.15);\n }\n .layer-content {\n padding: 20px;\n color: white;\n display: flex;\n justify-content: space-between;\n align-items: center;\n }\n .layer-title {\n font-size: 1.2rem;\n font-weight: 600;\n margin: 0;\n display: flex;\n align-items: center;\n }\n .layer-title i {\n margin-right: 10px;\n font-size: 1.4rem;\n }\n .layer-components {\n font-size: 0.9rem;\n opacity: 0.9;\n margin-top: 5px;\n }\n .layer-badge {\n background: rgba(255, 255, 255, 0.2);\n padding: 4px 12px;\n border-radius: 15px;\n font-size: 0.8rem;\n margin-left: 10px;\n }\n .section-title {\n color: #2c7be5;\n margin-top: 30px;\n margin-bottom: 20px;\n }\n .list-item {\n margin: 10px 0;\n padding-left: 20px;\n position: relative;\n }\n .list-item:before {\n content: \"\u2022\";\n color: #2c7be5;\n position: absolute;\n left: 0;\n }\n .code-block {\n background-color: #f8f9fa;\n padding: 20px;\n border-radius: 5px;\n margin: 20px 0;\n overflow-x: auto;\n font-family: Consolas, Monaco, 'Andale Mono', 'Ubuntu Mono', monospace;\n font-size: 0.9em;\n color: #12263f;\n }\n .related-articles {\n margin-top: 40px;\n padding-top: 20px;\n border-top: 1px solid #edf2f9;\n }\n .keywords {\n margin-top: 20px;\n padding: 15px;\n background-color: #f8f9fa;\n border-radius: 5px;\n }\n .keyword {\n display: inline-block;\n margin: 4px;\n padding: 4px 12px;\n background-color: #e9ecef;\n border-radius: 15px;\n font-size: 0.9rem;\n color: #495057;\n }\n .feature-section {\n background: linear-gradient(135deg, #f8f9fa 0%, #e9ecef 100%);\n border-radius: 16px;\n padding: 30px;\n margin: 40px 0;\n }\n .feature-header {\n text-align: center;\n margin-bottom: 40px;\n }\n .feature-header h3 {\n color: #2c7be5;\n font-size: 1.8rem;\n margin-bottom: 15px;\n font-weight: 600;\n }\n .feature-header p {\n color: #6c757d;\n font-size: 1.1rem;\n max-width: 800px;\n margin: 0 auto;\n }\n .feature-grid {\n display: grid;\n grid-template-columns: repeat(auto-fit, minmax(280px, 1fr));\n gap: 25px;\n margin-top: 30px;\n }\n .feature-card {\n background: white;\n border-radius: 12px;\n padding: 25px;\n box-shadow: 0 4px 6px rgba(0, 0, 0, 0.05);\n transition: transform 0.3s ease, box-shadow 0.3s ease;\n border: none;\n position: relative;\n overflow: hidden;\n }\n .feature-card::before {\n content: '';\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 4px;\n background: linear-gradient(90deg, #2c7be5, #1a68d1);\n }\n .feature-card:hover {\n transform: translateY(-5px);\n box-shadow: 0 8px 15px rgba(0, 0, 0, 0.1);\n }\n .feature-icon {\n width: 50px;\n height: 50px;\n background: linear-gradient(135deg, #e3f2fd 0%, #bbdefb 100%);\n border-radius: 12px;\n display: flex;\n align-items: center;\n justify-content: center;\n margin-bottom: 20px;\n }\n .feature-icon i {\n font-size: 24px;\n color: #2c7be5;\n }\n .feature-title {\n display: flex;\n align-items: center;\n margin-bottom: 15px;\n }\n .feature-title h4 {\n margin: 0;\n font-size: 1.25rem;\n color: #12263f;\n font-weight: 600;\n }\n .feature-title span {\n background: #e3f2fd;\n color: #2c7be5;\n padding: 4px 10px;\n border-radius: 20px;\n font-size: 0.85rem;\n margin-left: 10px;\n }\n .feature-description {\n color: #6c757d;\n font-size: 0.95rem;\n line-height: 1.6;\n }\n <\/style>\n<\/head>\n<body>\n \n\n <div class=\"content-box\">\n <h2>(journalism) lede<\/h2>\n <p>\u968f\u7740\u7269\u8054\u7f51\u8bbe\u5907\u7684\u6307\u6570\u7ea7\u589e\u957f\uff0c\u4ea7\u751f\u7684\u6570\u636e\u91cf\u5448\u7206\u70b8\u5f0f\u589e\u957f\uff0c\u5bf9\u4f20\u7edf\u6570\u636e\u5904\u7406\u67b6\u6784\u63d0\u51fa\u4e86\u4e25\u5cfb\u6311\u6218\u3002\u636e\u56fd\u9645\u6570\u636e\u516c\u53f8(IDC)\u9884\u6d4b\uff0c\u52302025\u5e74\u5168\u7403\u7269\u8054\u7f51\u8bbe\u5907\u6570\u91cf\u5c06\u8fbe\u5230416\u4ebf\uff0c\u751f\u6210\u7684\u6570\u636e\u91cf\u5c06\u8fbe\u523079.4 ZB\u3002\u7269\u8054\u7f51\u5927\u6570\u636e\u67b6\u6784\u8bbe\u8ba1\u4e0d\u4ec5\u9700\u8981\u5904\u7406\u6d77\u91cf\u6570\u636e\uff0c\u8fd8\u9700\u8981\u5e94\u5bf9\u6570\u636e\u7684\u591a\u6837\u6027\u3001\u9ad8\u901f\u4ea7\u751f\u7279\u6027\u4ee5\u53ca\u4ef7\u503c\u5bc6\u5ea6\u4f4e\u7b49\u95ee\u9898\u3002\u672c\u6587\u5c06\u6df1\u5165\u5256\u6790\u7269\u8054\u7f51\u5927\u6570\u636e\u67b6\u6784\u8bbe\u8ba1\u7684\u6838\u5fc3\u8981\u7d20\u3001\u6280\u672f\u9009\u578b\u4e0e\u5b9e\u8df5\u65b9\u6848\uff0c\u5e2e\u52a9\u8bfb\u8005\u6784\u5efa\u9ad8\u6548\u53ef\u9760\u7684\u7269\u8054\u7f51\u5927\u6570\u636e\u5904\u7406\u7cfb\u7edf\u3002<\/p>\n <\/div>\n\n <div class=\"content-box\">\n <h2>catalogs<\/h2>\n <ol>\n <li><a href=\"#features\">\u7269\u8054\u7f51\u5927\u6570\u636e\u7279\u5f81\u4e0e\u6311\u6218<\/a><\/li>\n <li><a href=\"#architecture\">\u7269\u8054\u7f51\u5927\u6570\u636e\u53c2\u8003\u67b6\u6784<\/a><\/li>\n <li><a href=\"#collection\">\u6570\u636e\u91c7\u96c6\u4e0e\u5b58\u50a8\u8bbe\u8ba1<\/a><\/li>\n <li><a href=\"#processing\">\u6570\u636e\u5904\u7406\u4e0e\u5206\u6790<\/a><\/li>\n <li><a href=\"#security\">\u5b89\u5168\u4e0e\u6700\u4f73\u5b9e\u8df5<\/a><\/li>\n <\/ol>\n <\/div>\n\n <div class=\"content-box\" id=\"features\">\n <h2>\u7269\u8054\u7f51\u5927\u6570\u636e\u7279\u5f81\u4e0e\u6311\u6218<\/h2>\n <p>\u7269\u8054\u7f51\u9886\u57df\u7684\u5927\u6570\u636e\u4e0e\u4f20\u7edf\u4e92\u8054\u7f51\u5927\u6570\u636e\u6709\u663e\u8457\u533a\u522b\uff0c\u8fd9\u4e9b\u7279\u6027\u7ed9\u67b6\u6784\u8bbe\u8ba1\u5e26\u6765\u4e86\u72ec\u7279\u6311\u6218\u3002<\/p>\n \n <div class=\"feature-section\">\n <div class=\"feature-header\">\n <h3>\u7269\u8054\u7f51\u5927\u6570\u636e\u7279\u5f81<\/h3>\n <p>\u7269\u8054\u7f51\u9886\u57df\u7684\u5927\u6570\u636e\u5177\u6709\u72ec\u7279\u7684\u7279\u5f81\uff0c\u8fd9\u4e9b\u7279\u5f81\u4e3a\u67b6\u6784\u8bbe\u8ba1\u5e26\u6765\u4e86\u5168\u65b0\u7684\u6311\u6218\u4e0e\u673a\u9047<\/p>\n <\/div>\n <div class=\"feature-grid\">\n <div class=\"feature-card\">\n <div class=\"feature-icon\">\n <i class=\"fas fa-database\"><\/i>\n <\/div>\n <div class=\"feature-title\">\n <h4>\u6570\u636e\u91cf\u5e9e\u5927<\/h4>\n <span>Volume<\/span>\n <\/div>\n <p class=\"feature-description\">\u6570\u5341\u4ebf\u7269\u8054\u7f51\u8bbe\u5907\u6301\u7eed\u4ea7\u751f\u7684\u6d77\u91cf\u6570\u636e\uff0c\u5355\u4e2a\u667a\u80fd\u5de5\u5382\u6bcf\u5929\u53ef\u4ea7\u751fTB\u7ea7\u6570\u636e\u3002\u8fd9\u79cd\u89c4\u6a21\u7684\u6570\u636e\u9700\u8981\u5f3a\u5927\u7684\u5b58\u50a8\u548c\u5904\u7406\u80fd\u529b\u652f\u6301\u3002<\/p>\n <\/div>\n \n <div class=\"feature-card\">\n <div class=\"feature-icon\">\n <i class=\"fas fa-random\"><\/i>\n <\/div>\n <div class=\"feature-title\">\n <h4>\u6570\u636e\u7c7b\u578b\u591a\u6837<\/h4>\n <span>Variety<\/span>\n <\/div>\n <p class=\"feature-description\">\u5305\u542b\u7ed3\u6784\u5316\u6570\u636e\u3001\u534a\u7ed3\u6784\u5316\u6570\u636e\u53ca\u975e\u7ed3\u6784\u5316\u6570\u636e\u7684\u6df7\u5408\u3002\u9700\u8981\u7075\u6d3b\u7684\u6570\u636e\u6a21\u578b\u548c\u5904\u7406\u673a\u5236\u6765\u5e94\u5bf9\u4e0d\u540c\u7c7b\u578b\u7684\u6570\u636e\u3002<\/p>\n <\/div>\n \n <div class=\"feature-card\">\n <div class=\"feature-icon\">\n <i class=\"fas fa-bolt\"><\/i>\n <\/div>\n <div class=\"feature-title\">\n <h4>\u6570\u636e\u4ea7\u751f\u901f\u5ea6\u5feb<\/h4>\n <span>Velocity<\/span>\n <\/div>\n <p class=\"feature-description\">\u5de5\u4e1a\u73af\u5883\u4e0b\u4f20\u611f\u5668\u6bcf\u79d2\u53ef\u4ea7\u751f\u591a\u8fbe1000\u6b21\u91c7\u6837\u3002\u9ad8\u901f\u6570\u636e\u6d41\u8981\u6c42\u7cfb\u7edf\u5177\u5907\u5f3a\u5927\u7684\u5b9e\u65f6\u5904\u7406\u80fd\u529b\u3002<\/p>\n <\/div>\n \n <div class=\"feature-card\">\n <div class=\"feature-icon\">\n <i class=\"fas fa-chart-line\"><\/i>\n <\/div>\n <div class=\"feature-title\">\n <h4>\u6570\u636e\u4ef7\u503c\u5bc6\u5ea6\u4f4e<\/h4>\n <span>Value<\/span>\n <\/div>\n <p class=\"feature-description\">\u5728\u5927\u91cf\u539f\u59cb\u6570\u636e\u4e2d\uff0c\u771f\u6b63\u5177\u6709\u5546\u4e1a\u51b3\u7b56\u4ef7\u503c\u7684\u6570\u636e\u6bd4\u4f8b\u8f83\u4f4e\u3002\u9700\u8981\u5148\u8fdb\u7684\u5206\u6790\u6280\u672f\u6765\u63d0\u53d6\u6709\u4ef7\u503c\u7684\u4fe1\u606f\u3002<\/p>\n <\/div>\n \n <div class=\"feature-card\">\n <div class=\"feature-icon\">\n <i class=\"fas fa-shield-alt\"><\/i>\n <\/div>\n <div class=\"feature-title\">\n <h4>\u6570\u636e\u51c6\u786e\u6027\u6311\u6218<\/h4>\n <span>Veracity<\/span>\n <\/div>\n <p class=\"feature-description\">\u8bbe\u5907\u6545\u969c\u3001\u901a\u4fe1\u5e72\u6270\u7b49\u56e0\u7d20\u5bfc\u81f4\u7684\u6570\u636e\u4e0d\u51c6\u786e\u3001\u4e0d\u5b8c\u6574\u95ee\u9898\u3002\u9700\u8981\u5efa\u7acb\u5b8c\u5584\u7684\u6570\u636e\u8d28\u91cf\u4fdd\u969c\u673a\u5236\u3002<\/p>\n <\/div>\n <\/div>\n <\/div>\n\n <h3>\u4e3b\u8981\u6311\u6218<\/h3>\n <ul>\n <li class=\"list-item\"><strong>\u5f02\u6784\u6570\u636e\u6e90\u6574\u5408<\/strong>\uff1a\u9700\u8981\u652f\u6301\u591a\u79cd\u534f\u8bae\u548c\u6570\u636e\u683c\u5f0f\u7684\u7edf\u4e00\u5904\u7406<\/li>\n <li class=\"list-item\"><strong>\u5b9e\u65f6\u4e0e\u6279\u5904\u7406\u5e76\u5b58<\/strong>\uff1a\u540c\u65f6\u6ee1\u8db3\u5b9e\u65f6\u54cd\u5e94\u548c\u5386\u53f2\u6570\u636e\u5206\u6790\u9700\u6c42<\/li>\n <li class=\"list-item\"><strong>\u6570\u636e\u8d28\u91cf\u4fdd\u969c<\/strong>\uff1a\u5904\u7406\u4f20\u611f\u5668\u6545\u969c\u3001\u901a\u4fe1\u4e2d\u65ad\u7b49\u5bfc\u81f4\u7684\u6570\u636e\u95ee\u9898<\/li>\n <li class=\"list-item\"><strong>\u6269\u5c55\u6027\u9700\u6c42<\/strong>\uff1a\u652f\u6301\u4ece\u6570\u5343\u8bbe\u5907\u6269\u5c55\u5230\u6570\u5343\u4e07\u8bbe\u5907\u7684\u89c4\u6a21<\/li>\n <li class=\"list-item\"><strong>cost control<\/strong>\uff1a\u4f18\u5316\u5b58\u50a8\u7b56\u7565\u548c\u8ba1\u7b97\u8d44\u6e90\u5206\u914d<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"content-box\" id=\"architecture\">\n <h2>\u7269\u8054\u7f51\u5927\u6570\u636e\u53c2\u8003\u67b6\u6784<\/h2>\n <p>\u7269\u8054\u7f51\u5927\u6570\u636e\u67b6\u6784\u91c7\u7528\u5206\u5c42\u8bbe\u8ba1\uff0c\u4ece\u6570\u636e\u91c7\u96c6\u5230\u6700\u7ec8\u5e94\u7528\u5448\u73b0\uff0c\u6bcf\u4e00\u5c42\u90fd\u6709\u5176\u7279\u5b9a\u7684\u804c\u8d23\u3002<\/p>\n\n <h3>\u6574\u4f53\u67b6\u6784<\/h3>\n <div class=\"architecture-diagram\">\n <div class=\"architecture-layer\" style=\"background: linear-gradient(135deg, #6e84a3 0%, #506690 100%);\">\n <div class=\"layer-content\">\n <div>\n <h4 class=\"layer-title\">\n <i class=\"fas fa-desktop\"><\/i>\n \u5e94\u7528\u4e0e\u53ef\u89c6\u5316\u5c42\n <span class=\"layer-badge\">L5<\/span>\n <\/h4>\n <div class=\"layer-components\">\n <i class=\"fas fa-chart-line\"><\/i> \u4e1a\u52a1\u5e94\u7528\n <i class=\"fas fa-chart-bar\"><\/i> data visualization\n <i class=\"fas fa-code\"><\/i> API Services\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n \n <div class=\"architecture-layer\" style=\"background: linear-gradient(135deg, #2c7be5 0%, #1a68d1 100%);\">\n <div class=\"layer-content\">\n <div>\n <h4 class=\"layer-title\">\n <i class=\"fas fa-cogs\"><\/i>\n \u5904\u7406\u4e0e\u5206\u6790\u5c42\n <span class=\"layer-badge\">L4<\/span>\n <\/h4>\n <div class=\"layer-components\">\n <i class=\"fas fa-server\"><\/i> batch engine\n <i class=\"fas fa-stream\"><\/i> stream processing engine\n <i class=\"fas fa-brain\"><\/i> \u673a\u5668\u5b66\u4e60\u6846\u67b6\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n \n <div class=\"architecture-layer\" style=\"background: linear-gradient(135deg, #05a677 0%, #038b63 100%);\">\n <div class=\"layer-content\">\n <div>\n <h4 class=\"layer-title\">\n <i class=\"fas fa-database\"><\/i>\n \u6570\u636e\u5b58\u50a8\u5c42\n <span class=\"layer-badge\">L3<\/span>\n <\/h4>\n <div class=\"layer-components\">\n <i class=\"fas fa-hdd\"><\/i> \u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf\n <i class=\"fas fa-clock\"><\/i> Timing database\n <i class=\"fas fa-water\"><\/i> \u6570\u636e\u6e56\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n \n <div class=\"architecture-layer\" style=\"background: linear-gradient(135deg, #f5b759 0%, #f0a441 100%);\">\n <div class=\"layer-content\">\n <div>\n <h4 class=\"layer-title\">\n <i class=\"fas fa-exchange-alt\"><\/i>\n data acquisition layer\n <span class=\"layer-badge\">L2<\/span>\n <\/h4>\n <div class=\"layer-components\">\n <i class=\"fas fa-microchip\"><\/i> edge computing\n <i class=\"fas fa-random\"><\/i> message queue\n <i class=\"fas fa-filter\"><\/i> Data Cleaning\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n \n <div class=\"architecture-layer\" style=\"background: linear-gradient(135deg, #fa5252 0%, #e03e3e 100%);\">\n <div class=\"layer-content\">\n <div>\n <h4 class=\"layer-title\">\n <i class=\"fas fa-satellite-dish\"><\/i>\n data source layer\n <span class=\"layer-badge\">L1<\/span>\n <\/h4>\n <div class=\"layer-components\">\n <i class=\"fas fa-sensor\"><\/i> transducers\n <i class=\"fas fa-mobile-alt\"><\/i> smart device (smartphone, tablet, etc)\n <i class=\"fas fa-network-wired\"><\/i> \u8fb9\u7f18\u7f51\u5173\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n\n <div class=\"content-box\" id=\"collection\">\n <h2>\u6570\u636e\u91c7\u96c6\u4e0e\u5b58\u50a8\u8bbe\u8ba1<\/h2>\n \n <h3>\u8fb9\u7f18\u6570\u636e\u5904\u7406<\/h3>\n <p>\u8fb9\u7f18\u8ba1\u7b97\u5c06\u90e8\u5206\u8ba1\u7b97\u80fd\u529b\u4e0b\u6c89\u5230\u6570\u636e\u6e90\u9644\u8fd1\uff0c\u4e3b\u8981\u529f\u80fd\u5305\u62ec\uff1a<\/p>\n <ul>\n <li class=\"list-item\"><strong>\u6570\u636e\u8fc7\u6ee4\u4e0e\u805a\u5408<\/strong>\uff1a\u51cf\u5c11\u4f20\u8f93\u5230\u4e91\u7aef\u7684\u6570\u636e\u91cf<\/li>\n <li class=\"list-item\"><strong>\u672c\u5730\u5206\u6790\u51b3\u7b56<\/strong>\uff1a\u5b9e\u73b0\u8fd1\u4e4e\u5b9e\u65f6\u7684\u54cd\u5e94<\/li>\n <li class=\"list-item\"><strong>data cache<\/strong>\uff1a\u5904\u7406\u7f51\u7edc\u4e0d\u7a33\u5b9a\u7684\u60c5\u51b5<\/li>\n <\/ul>\n\n <h3>\u6570\u636e\u91c7\u96c6\u673a\u5236<\/h3>\n <ul>\n <li class=\"list-item\"><strong>\u62c9\u53d6\u6a21\u5f0f<\/strong>\uff1a\u670d\u52a1\u5668\u4e3b\u52a8\u83b7\u53d6\u6570\u636e\uff0c\u9002\u5408\u8d44\u6e90\u53d7\u9650\u8bbe\u5907<\/li>\n <li class=\"list-item\"><strong>\u63a8\u9001\u6a21\u5f0f<\/strong>\uff1a\u8bbe\u5907\u4e3b\u52a8\u53d1\u9001\u6570\u636e\uff0c\u9002\u5408\u5b9e\u65f6\u76d1\u63a7\u573a\u666f<\/li>\n <li class=\"list-item\"><strong>\u6df7\u5408\u6a21\u5f0f<\/strong>\uff1a\u7ed3\u5408\u4e24\u79cd\u6a21\u5f0f\u7684\u4f18\u70b9\uff0c\u9002\u5e94\u4e0d\u540c\u573a\u666f<\/li>\n <\/ul>\n\n <h3>\u5b58\u50a8\u67b6\u6784\u8bbe\u8ba1<\/h3>\n <ul>\n <li class=\"list-item\"><strong>\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf<\/strong>\uff1a\u5b58\u50a8\u6d77\u91cf\u539f\u59cb\u6570\u636e<\/li>\n <li class=\"list-item\"><strong>Timing database<\/strong>\uff1a\u4f18\u5316\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u7684\u5b58\u50a8\u548c\u67e5\u8be2<\/li>\n <li class=\"list-item\"><strong>\u6570\u636e\u6e56<\/strong>\uff1a\u7edf\u4e00\u5b58\u50a8\u5404\u7c7b\u6570\u636e\uff0c\u652f\u6301\u7075\u6d3b\u5206\u6790<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"content-box\" id=\"processing\">\n <h2>\u6570\u636e\u5904\u7406\u4e0e\u5206\u6790<\/h2>\n \n <h3>\u5904\u7406\u67b6\u6784\u9009\u62e9<\/h3>\n <ul>\n <li class=\"list-item\"><strong>Lambda Architecture<\/strong>\uff1a\u540c\u65f6\u652f\u6301\u6279\u5904\u7406\u548c\u6d41\u5904\u7406<\/li>\n <li class=\"list-item\"><strong>Kappa Architecture<\/strong>\uff1a\u7edf\u4e00\u4f7f\u7528\u6d41\u5904\u7406\uff0c\u7b80\u5316\u67b6\u6784<\/li>\n <li class=\"list-item\"><strong>\u6df7\u5408\u67b6\u6784<\/strong>\uff1a\u6839\u636e\u6570\u636e\u7279\u6027\u7075\u6d3b\u9009\u62e9\u5904\u7406\u8def\u5f84<\/li>\n <\/ul>\n\n <h3>\u5206\u6790\u80fd\u529b<\/h3>\n <ul>\n <li class=\"list-item\"><strong>descriptive analysis<\/strong>\uff1a\u6570\u636e\u805a\u5408\u4e0e\u7edf\u8ba1<\/li>\n <li class=\"list-item\"><strong>diagnostic analysis<\/strong>\uff1a\u6839\u56e0\u5206\u6790\u548c\u5f02\u5e38\u68c0\u6d4b<\/li>\n <li class=\"list-item\"><strong>predictive analytics<\/strong>\uff1a\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u548c\u6545\u969c\u9884\u6d4b<\/li>\n <li class=\"list-item\"><strong>\u89c4\u8303\u6027\u5206\u6790<\/strong>\uff1a\u4f18\u5316\u7b97\u6cd5\u548c\u51b3\u7b56\u652f\u6301<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"content-box\" id=\"security\">\n <h2>\u5b89\u5168\u4e0e\u6700\u4f73\u5b9e\u8df5<\/h2>\n \n <h3>security architecture<\/h3>\n <ul>\n <li class=\"list-item\"><strong>\u8eab\u4efd\u8ba4\u8bc1\u4e0e\u6388\u6743<\/strong>\uff1a\u786e\u4fdd\u7cfb\u7edf\u8bbf\u95ee\u5b89\u5168<\/li>\n <li class=\"list-item\"><strong>data encryption<\/strong>\uff1a\u4fdd\u62a4\u6570\u636e\u4f20\u8f93\u548c\u5b58\u50a8<\/li>\n <li class=\"list-item\"><strong>Privacy<\/strong>\uff1a\u786e\u4fdd\u7528\u6237\u6570\u636e\u5b89\u5168<\/li>\n <\/ul>\n\n <h3>\u6700\u4f73\u5b9e\u8df5<\/h3>\n <ul>\n <li class=\"list-item\"><strong>\u53ef\u6269\u5c55\u6027\u8bbe\u8ba1<\/strong>\uff1a\u652f\u6301\u7cfb\u7edf\u89c4\u6a21\u6269\u5c55<\/li>\n <li class=\"list-item\"><strong>\u6545\u969c\u5bb9\u5fcd<\/strong>\uff1a\u786e\u4fdd\u7cfb\u7edf\u9ad8\u53ef\u7528\u6027<\/li>\n <li class=\"list-item\"><strong>Cost optimization<\/strong>\uff1a\u5e73\u8861\u6027\u80fd\u548c\u8d44\u6e90\u6d88\u8017<\/li>\n <li class=\"list-item\"><strong>\u8fd0\u7ef4\u81ea\u52a8\u5316<\/strong>\uff1a\u964d\u4f4e\u8fd0\u7ef4\u590d\u6742\u5ea6<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"content-box\">\n <h2>Summary and outlook<\/h2>\n <p>\u7269\u8054\u7f51\u5927\u6570\u636e\u67b6\u6784\u8bbe\u8ba1\u662f\u4e00\u4e2a\u590d\u6742\u7684\u7cfb\u7edf\u5de5\u7a0b\uff0c\u9700\u8981\u7efc\u5408\u8003\u8651\u6570\u636e\u7279\u6027\u3001\u4e1a\u52a1\u9700\u6c42\u548c\u7cfb\u7edf\u7ea6\u675f\u3002\u968f\u7740\u6280\u672f\u7684\u53d1\u5c55\uff0c\u4e91\u539f\u751f\u67b6\u6784\u3001AI\u9a71\u52a8\u5206\u6790\u7b49\u65b0\u8d8b\u52bf\u5c06\u63a8\u52a8\u7269\u8054\u7f51\u5927\u6570\u636e\u5e73\u53f0\u5411\u66f4\u667a\u80fd\u3001\u66f4\u9ad8\u6548\u7684\u65b9\u5411\u6f14\u8fdb\u3002<\/p>\n <\/div>\n\n <div class=\"related-articles\">\n <h2>Extended Reading<\/h2>\n <ul>\n <li><a href=\"\/iot-data-management-and-analytics\">Fundamentals of IoT Data Management and Analytics<\/a><\/li>\n <li><a href=\"\/realtime-data-processing\">Real-time data processing techniques for the Internet of Things<\/a><\/li>\n <li><a href=\"\/iot-ai-application\">\u7269\u8054\u7f51\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u57fa\u7840<\/a><\/li>\n <\/ul>\n <\/div>\n\n <div class=\"keywords\">\n <h3>byword<\/h3>\n <span class=\"keyword\">\u7269\u8054\u7f51\u5927\u6570\u636e<\/span>\n <span class=\"keyword\">architectural design<\/span>\n <span class=\"keyword\">data acquisition<\/span>\n <span class=\"keyword\">data analysis<\/span>\n <span class=\"keyword\">data security<\/span>\n <\/div>\n<\/body>\n<\/html>","protected":false},"excerpt":{"rendered":"<p>\u7269\u8054\u7f51\u5927\u6570\u636e\u67b6\u6784\u8bbe\u8ba1 – \u7269\u8054\u7f51\u6280\u672f\u7cfb\u5217\u6587\u7ae0 \u5bfc\u8bed \u968f\u7740\u7269\u8054\u7f51\u8bbe\u5907\u7684\u6307\u6570\u7ea7\u589e\u957f\uff0c\u4ea7\u751f\u7684\u6570\u636e\u91cf\u5448\u7206\u70b8<\/p>","protected":false},"author":2,"featured_media":15898,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[356],"tags":[796,795,820,819,191],"class_list":["post-15888","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-iot","tag-796","tag-795","tag-820","tag-819","tag-internet-of-things"],"acf":[],"yoast_head":"\n<title>\u7269\u8054\u7f51\u5927\u6570\u636e\u67b6\u6784\u8bbe\u8ba1-\u6d77\u5357\u4e16\u7535\u79d1\u6280<\/title>\n<meta name=\"description\" content=\"\u5de5\u4e1a\u7269\u8054\u7f51\u8bbe\u5907\u4f9b\u5e94\u5546-\u6d77\u5357\u4e16\u7535\u79d1\u6280 - \u7269\u8054\u7f51\u5927\u6570\u636e\u67b6\u6784\u8bbe\u8ba1\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, 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{"id":15888,"date":"2025-04-30T15:47:00","date_gmt":"2025-04-30T07:47:00","guid":{"rendered":"https:\/\/store.west-hn.com\/?p=15888"},"modified":"2025-03-31T16:18:49","modified_gmt":"2025-03-31T08:18:49","slug":"iot-big-data-architecture","status":"publish","type":"post","link":"https:\/\/store.west-hn.com\/en\/iot-big-data-architecture\/","title":{"rendered":"\u7269\u8054\u7f51\u5927\u6570\u636e\u67b6\u6784\u8bbe\u8ba1"},"content":{"rendered":"\n\n\n \n \n \u7269\u8054\u7f51\u5927\u6570\u636e\u67b6\u6784\u8bbe\u8ba1 – \u7269\u8054\u7f51\u6280\u672f\u7cfb\u5217\u6587\u7ae0<\/title>\n <link rel=\"stylesheet\" href=\"https:\/\/cdnjs.cloudflare.com\/ajax\/libs\/font-awesome\/5.15.4\/css\/all.min.css\">\n <style>\n body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Roboto, \"Helvetica Neue\", Arial, sans-serif;\n line-height: 1.6;\n color: #12263f;\n max-width: 1200px;\n margin: 0 auto;\n padding: 20px;\n }\n .article-header {\n text-align: center;\n margin-bottom: 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<p>\u968f\u7740\u7269\u8054\u7f51\u8bbe\u5907\u7684\u6307\u6570\u7ea7\u589e\u957f\uff0c\u4ea7\u751f\u7684\u6570\u636e\u91cf\u5448\u7206\u70b8\u5f0f\u589e\u957f\uff0c\u5bf9\u4f20\u7edf\u6570\u636e\u5904\u7406\u67b6\u6784\u63d0\u51fa\u4e86\u4e25\u5cfb\u6311\u6218\u3002\u636e\u56fd\u9645\u6570\u636e\u516c\u53f8(IDC)\u9884\u6d4b\uff0c\u52302025\u5e74\u5168\u7403\u7269\u8054\u7f51\u8bbe\u5907\u6570\u91cf\u5c06\u8fbe\u5230416\u4ebf\uff0c\u751f\u6210\u7684\u6570\u636e\u91cf\u5c06\u8fbe\u523079.4 ZB\u3002\u7269\u8054\u7f51\u5927\u6570\u636e\u67b6\u6784\u8bbe\u8ba1\u4e0d\u4ec5\u9700\u8981\u5904\u7406\u6d77\u91cf\u6570\u636e\uff0c\u8fd8\u9700\u8981\u5e94\u5bf9\u6570\u636e\u7684\u591a\u6837\u6027\u3001\u9ad8\u901f\u4ea7\u751f\u7279\u6027\u4ee5\u53ca\u4ef7\u503c\u5bc6\u5ea6\u4f4e\u7b49\u95ee\u9898\u3002\u672c\u6587\u5c06\u6df1\u5165\u5256\u6790\u7269\u8054\u7f51\u5927\u6570\u636e\u67b6\u6784\u8bbe\u8ba1\u7684\u6838\u5fc3\u8981\u7d20\u3001\u6280\u672f\u9009\u578b\u4e0e\u5b9e\u8df5\u65b9\u6848\uff0c\u5e2e\u52a9\u8bfb\u8005\u6784\u5efa\u9ad8\u6548\u53ef\u9760\u7684\u7269\u8054\u7f51\u5927\u6570\u636e\u5904\u7406\u7cfb\u7edf\u3002<\/p>\n <\/div>\n\n <div class=\"content-box\">\n <h2>catalogs<\/h2>\n <ol>\n <li><a href=\"#features\">\u7269\u8054\u7f51\u5927\u6570\u636e\u7279\u5f81\u4e0e\u6311\u6218<\/a><\/li>\n <li><a href=\"#architecture\">\u7269\u8054\u7f51\u5927\u6570\u636e\u53c2\u8003\u67b6\u6784<\/a><\/li>\n <li><a href=\"#collection\">\u6570\u636e\u91c7\u96c6\u4e0e\u5b58\u50a8\u8bbe\u8ba1<\/a><\/li>\n <li><a href=\"#processing\">\u6570\u636e\u5904\u7406\u4e0e\u5206\u6790<\/a><\/li>\n <li><a href=\"#security\">\u5b89\u5168\u4e0e\u6700\u4f73\u5b9e\u8df5<\/a><\/li>\n <\/ol>\n <\/div>\n\n <div class=\"content-box\" id=\"features\">\n <h2>\u7269\u8054\u7f51\u5927\u6570\u636e\u7279\u5f81\u4e0e\u6311\u6218<\/h2>\n <p>\u7269\u8054\u7f51\u9886\u57df\u7684\u5927\u6570\u636e\u4e0e\u4f20\u7edf\u4e92\u8054\u7f51\u5927\u6570\u636e\u6709\u663e\u8457\u533a\u522b\uff0c\u8fd9\u4e9b\u7279\u6027\u7ed9\u67b6\u6784\u8bbe\u8ba1\u5e26\u6765\u4e86\u72ec\u7279\u6311\u6218\u3002<\/p>\n \n <div class=\"feature-section\">\n <div class=\"feature-header\">\n <h3>\u7269\u8054\u7f51\u5927\u6570\u636e\u7279\u5f81<\/h3>\n <p>\u7269\u8054\u7f51\u9886\u57df\u7684\u5927\u6570\u636e\u5177\u6709\u72ec\u7279\u7684\u7279\u5f81\uff0c\u8fd9\u4e9b\u7279\u5f81\u4e3a\u67b6\u6784\u8bbe\u8ba1\u5e26\u6765\u4e86\u5168\u65b0\u7684\u6311\u6218\u4e0e\u673a\u9047<\/p>\n <\/div>\n <div class=\"feature-grid\">\n <div class=\"feature-card\">\n <div class=\"feature-icon\">\n <i class=\"fas fa-database\"><\/i>\n <\/div>\n <div class=\"feature-title\">\n <h4>\u6570\u636e\u91cf\u5e9e\u5927<\/h4>\n <span>Volume<\/span>\n <\/div>\n <p class=\"feature-description\">\u6570\u5341\u4ebf\u7269\u8054\u7f51\u8bbe\u5907\u6301\u7eed\u4ea7\u751f\u7684\u6d77\u91cf\u6570\u636e\uff0c\u5355\u4e2a\u667a\u80fd\u5de5\u5382\u6bcf\u5929\u53ef\u4ea7\u751fTB\u7ea7\u6570\u636e\u3002\u8fd9\u79cd\u89c4\u6a21\u7684\u6570\u636e\u9700\u8981\u5f3a\u5927\u7684\u5b58\u50a8\u548c\u5904\u7406\u80fd\u529b\u652f\u6301\u3002<\/p>\n <\/div>\n \n <div class=\"feature-card\">\n <div class=\"feature-icon\">\n <i class=\"fas fa-random\"><\/i>\n <\/div>\n <div class=\"feature-title\">\n <h4>\u6570\u636e\u7c7b\u578b\u591a\u6837<\/h4>\n <span>Variety<\/span>\n <\/div>\n <p class=\"feature-description\">\u5305\u542b\u7ed3\u6784\u5316\u6570\u636e\u3001\u534a\u7ed3\u6784\u5316\u6570\u636e\u53ca\u975e\u7ed3\u6784\u5316\u6570\u636e\u7684\u6df7\u5408\u3002\u9700\u8981\u7075\u6d3b\u7684\u6570\u636e\u6a21\u578b\u548c\u5904\u7406\u673a\u5236\u6765\u5e94\u5bf9\u4e0d\u540c\u7c7b\u578b\u7684\u6570\u636e\u3002<\/p>\n <\/div>\n \n <div class=\"feature-card\">\n <div class=\"feature-icon\">\n <i class=\"fas fa-bolt\"><\/i>\n <\/div>\n <div class=\"feature-title\">\n <h4>\u6570\u636e\u4ea7\u751f\u901f\u5ea6\u5feb<\/h4>\n <span>Velocity<\/span>\n <\/div>\n <p class=\"feature-description\">\u5de5\u4e1a\u73af\u5883\u4e0b\u4f20\u611f\u5668\u6bcf\u79d2\u53ef\u4ea7\u751f\u591a\u8fbe1000\u6b21\u91c7\u6837\u3002\u9ad8\u901f\u6570\u636e\u6d41\u8981\u6c42\u7cfb\u7edf\u5177\u5907\u5f3a\u5927\u7684\u5b9e\u65f6\u5904\u7406\u80fd\u529b\u3002<\/p>\n <\/div>\n \n <div class=\"feature-card\">\n <div class=\"feature-icon\">\n <i class=\"fas fa-chart-line\"><\/i>\n <\/div>\n <div class=\"feature-title\">\n <h4>\u6570\u636e\u4ef7\u503c\u5bc6\u5ea6\u4f4e<\/h4>\n <span>Value<\/span>\n <\/div>\n <p class=\"feature-description\">\u5728\u5927\u91cf\u539f\u59cb\u6570\u636e\u4e2d\uff0c\u771f\u6b63\u5177\u6709\u5546\u4e1a\u51b3\u7b56\u4ef7\u503c\u7684\u6570\u636e\u6bd4\u4f8b\u8f83\u4f4e\u3002\u9700\u8981\u5148\u8fdb\u7684\u5206\u6790\u6280\u672f\u6765\u63d0\u53d6\u6709\u4ef7\u503c\u7684\u4fe1\u606f\u3002<\/p>\n <\/div>\n \n <div class=\"feature-card\">\n <div class=\"feature-icon\">\n <i class=\"fas fa-shield-alt\"><\/i>\n <\/div>\n <div class=\"feature-title\">\n <h4>\u6570\u636e\u51c6\u786e\u6027\u6311\u6218<\/h4>\n <span>Veracity<\/span>\n <\/div>\n <p class=\"feature-description\">\u8bbe\u5907\u6545\u969c\u3001\u901a\u4fe1\u5e72\u6270\u7b49\u56e0\u7d20\u5bfc\u81f4\u7684\u6570\u636e\u4e0d\u51c6\u786e\u3001\u4e0d\u5b8c\u6574\u95ee\u9898\u3002\u9700\u8981\u5efa\u7acb\u5b8c\u5584\u7684\u6570\u636e\u8d28\u91cf\u4fdd\u969c\u673a\u5236\u3002<\/p>\n <\/div>\n <\/div>\n <\/div>\n\n <h3>\u4e3b\u8981\u6311\u6218<\/h3>\n <ul>\n <li class=\"list-item\"><strong>\u5f02\u6784\u6570\u636e\u6e90\u6574\u5408<\/strong>\uff1a\u9700\u8981\u652f\u6301\u591a\u79cd\u534f\u8bae\u548c\u6570\u636e\u683c\u5f0f\u7684\u7edf\u4e00\u5904\u7406<\/li>\n <li class=\"list-item\"><strong>\u5b9e\u65f6\u4e0e\u6279\u5904\u7406\u5e76\u5b58<\/strong>\uff1a\u540c\u65f6\u6ee1\u8db3\u5b9e\u65f6\u54cd\u5e94\u548c\u5386\u53f2\u6570\u636e\u5206\u6790\u9700\u6c42<\/li>\n <li class=\"list-item\"><strong>\u6570\u636e\u8d28\u91cf\u4fdd\u969c<\/strong>\uff1a\u5904\u7406\u4f20\u611f\u5668\u6545\u969c\u3001\u901a\u4fe1\u4e2d\u65ad\u7b49\u5bfc\u81f4\u7684\u6570\u636e\u95ee\u9898<\/li>\n <li class=\"list-item\"><strong>\u6269\u5c55\u6027\u9700\u6c42<\/strong>\uff1a\u652f\u6301\u4ece\u6570\u5343\u8bbe\u5907\u6269\u5c55\u5230\u6570\u5343\u4e07\u8bbe\u5907\u7684\u89c4\u6a21<\/li>\n <li class=\"list-item\"><strong>cost control<\/strong>\uff1a\u4f18\u5316\u5b58\u50a8\u7b56\u7565\u548c\u8ba1\u7b97\u8d44\u6e90\u5206\u914d<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"content-box\" id=\"architecture\">\n <h2>\u7269\u8054\u7f51\u5927\u6570\u636e\u53c2\u8003\u67b6\u6784<\/h2>\n <p>\u7269\u8054\u7f51\u5927\u6570\u636e\u67b6\u6784\u91c7\u7528\u5206\u5c42\u8bbe\u8ba1\uff0c\u4ece\u6570\u636e\u91c7\u96c6\u5230\u6700\u7ec8\u5e94\u7528\u5448\u73b0\uff0c\u6bcf\u4e00\u5c42\u90fd\u6709\u5176\u7279\u5b9a\u7684\u804c\u8d23\u3002<\/p>\n\n <h3>\u6574\u4f53\u67b6\u6784<\/h3>\n <div class=\"architecture-diagram\">\n <div class=\"architecture-layer\" style=\"background: linear-gradient(135deg, #6e84a3 0%, #506690 100%);\">\n <div class=\"layer-content\">\n <div>\n <h4 class=\"layer-title\">\n <i class=\"fas fa-desktop\"><\/i>\n \u5e94\u7528\u4e0e\u53ef\u89c6\u5316\u5c42\n <span class=\"layer-badge\">L5<\/span>\n <\/h4>\n <div class=\"layer-components\">\n <i class=\"fas fa-chart-line\"><\/i> \u4e1a\u52a1\u5e94\u7528\n <i class=\"fas fa-chart-bar\"><\/i> data visualization\n <i class=\"fas fa-code\"><\/i> API Services\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n \n <div class=\"architecture-layer\" style=\"background: linear-gradient(135deg, #2c7be5 0%, #1a68d1 100%);\">\n <div class=\"layer-content\">\n <div>\n <h4 class=\"layer-title\">\n <i class=\"fas fa-cogs\"><\/i>\n \u5904\u7406\u4e0e\u5206\u6790\u5c42\n <span class=\"layer-badge\">L4<\/span>\n <\/h4>\n <div class=\"layer-components\">\n <i class=\"fas fa-server\"><\/i> batch engine\n <i class=\"fas fa-stream\"><\/i> stream processing engine\n <i class=\"fas fa-brain\"><\/i> \u673a\u5668\u5b66\u4e60\u6846\u67b6\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n \n <div class=\"architecture-layer\" style=\"background: linear-gradient(135deg, #05a677 0%, #038b63 100%);\">\n <div class=\"layer-content\">\n <div>\n <h4 class=\"layer-title\">\n <i class=\"fas fa-database\"><\/i>\n \u6570\u636e\u5b58\u50a8\u5c42\n <span class=\"layer-badge\">L3<\/span>\n <\/h4>\n <div class=\"layer-components\">\n <i class=\"fas fa-hdd\"><\/i> \u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf\n <i class=\"fas fa-clock\"><\/i> Timing database\n <i class=\"fas fa-water\"><\/i> \u6570\u636e\u6e56\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n \n <div class=\"architecture-layer\" style=\"background: linear-gradient(135deg, #f5b759 0%, #f0a441 100%);\">\n <div class=\"layer-content\">\n <div>\n <h4 class=\"layer-title\">\n <i class=\"fas fa-exchange-alt\"><\/i>\n data acquisition layer\n <span class=\"layer-badge\">L2<\/span>\n <\/h4>\n <div class=\"layer-components\">\n <i class=\"fas fa-microchip\"><\/i> edge computing\n <i class=\"fas fa-random\"><\/i> message queue\n <i class=\"fas fa-filter\"><\/i> Data Cleaning\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n \n <div class=\"architecture-layer\" style=\"background: linear-gradient(135deg, #fa5252 0%, #e03e3e 100%);\">\n <div class=\"layer-content\">\n <div>\n <h4 class=\"layer-title\">\n <i class=\"fas fa-satellite-dish\"><\/i>\n data source layer\n <span class=\"layer-badge\">L1<\/span>\n <\/h4>\n <div class=\"layer-components\">\n <i class=\"fas fa-sensor\"><\/i> transducers\n <i class=\"fas fa-mobile-alt\"><\/i> smart device (smartphone, tablet, etc)\n <i class=\"fas fa-network-wired\"><\/i> \u8fb9\u7f18\u7f51\u5173\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n\n <div class=\"content-box\" id=\"collection\">\n <h2>\u6570\u636e\u91c7\u96c6\u4e0e\u5b58\u50a8\u8bbe\u8ba1<\/h2>\n \n <h3>\u8fb9\u7f18\u6570\u636e\u5904\u7406<\/h3>\n <p>\u8fb9\u7f18\u8ba1\u7b97\u5c06\u90e8\u5206\u8ba1\u7b97\u80fd\u529b\u4e0b\u6c89\u5230\u6570\u636e\u6e90\u9644\u8fd1\uff0c\u4e3b\u8981\u529f\u80fd\u5305\u62ec\uff1a<\/p>\n <ul>\n <li class=\"list-item\"><strong>\u6570\u636e\u8fc7\u6ee4\u4e0e\u805a\u5408<\/strong>\uff1a\u51cf\u5c11\u4f20\u8f93\u5230\u4e91\u7aef\u7684\u6570\u636e\u91cf<\/li>\n <li class=\"list-item\"><strong>\u672c\u5730\u5206\u6790\u51b3\u7b56<\/strong>\uff1a\u5b9e\u73b0\u8fd1\u4e4e\u5b9e\u65f6\u7684\u54cd\u5e94<\/li>\n <li class=\"list-item\"><strong>data cache<\/strong>\uff1a\u5904\u7406\u7f51\u7edc\u4e0d\u7a33\u5b9a\u7684\u60c5\u51b5<\/li>\n <\/ul>\n\n <h3>\u6570\u636e\u91c7\u96c6\u673a\u5236<\/h3>\n <ul>\n <li class=\"list-item\"><strong>\u62c9\u53d6\u6a21\u5f0f<\/strong>\uff1a\u670d\u52a1\u5668\u4e3b\u52a8\u83b7\u53d6\u6570\u636e\uff0c\u9002\u5408\u8d44\u6e90\u53d7\u9650\u8bbe\u5907<\/li>\n <li class=\"list-item\"><strong>\u63a8\u9001\u6a21\u5f0f<\/strong>\uff1a\u8bbe\u5907\u4e3b\u52a8\u53d1\u9001\u6570\u636e\uff0c\u9002\u5408\u5b9e\u65f6\u76d1\u63a7\u573a\u666f<\/li>\n <li class=\"list-item\"><strong>\u6df7\u5408\u6a21\u5f0f<\/strong>\uff1a\u7ed3\u5408\u4e24\u79cd\u6a21\u5f0f\u7684\u4f18\u70b9\uff0c\u9002\u5e94\u4e0d\u540c\u573a\u666f<\/li>\n <\/ul>\n\n <h3>\u5b58\u50a8\u67b6\u6784\u8bbe\u8ba1<\/h3>\n <ul>\n <li class=\"list-item\"><strong>\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf<\/strong>\uff1a\u5b58\u50a8\u6d77\u91cf\u539f\u59cb\u6570\u636e<\/li>\n <li class=\"list-item\"><strong>Timing database<\/strong>\uff1a\u4f18\u5316\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u7684\u5b58\u50a8\u548c\u67e5\u8be2<\/li>\n <li class=\"list-item\"><strong>\u6570\u636e\u6e56<\/strong>\uff1a\u7edf\u4e00\u5b58\u50a8\u5404\u7c7b\u6570\u636e\uff0c\u652f\u6301\u7075\u6d3b\u5206\u6790<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"content-box\" id=\"processing\">\n <h2>\u6570\u636e\u5904\u7406\u4e0e\u5206\u6790<\/h2>\n \n <h3>\u5904\u7406\u67b6\u6784\u9009\u62e9<\/h3>\n <ul>\n <li class=\"list-item\"><strong>Lambda Architecture<\/strong>\uff1a\u540c\u65f6\u652f\u6301\u6279\u5904\u7406\u548c\u6d41\u5904\u7406<\/li>\n <li class=\"list-item\"><strong>Kappa Architecture<\/strong>\uff1a\u7edf\u4e00\u4f7f\u7528\u6d41\u5904\u7406\uff0c\u7b80\u5316\u67b6\u6784<\/li>\n <li class=\"list-item\"><strong>\u6df7\u5408\u67b6\u6784<\/strong>\uff1a\u6839\u636e\u6570\u636e\u7279\u6027\u7075\u6d3b\u9009\u62e9\u5904\u7406\u8def\u5f84<\/li>\n <\/ul>\n\n <h3>\u5206\u6790\u80fd\u529b<\/h3>\n <ul>\n <li class=\"list-item\"><strong>descriptive analysis<\/strong>\uff1a\u6570\u636e\u805a\u5408\u4e0e\u7edf\u8ba1<\/li>\n <li class=\"list-item\"><strong>diagnostic analysis<\/strong>\uff1a\u6839\u56e0\u5206\u6790\u548c\u5f02\u5e38\u68c0\u6d4b<\/li>\n <li class=\"list-item\"><strong>predictive analytics<\/strong>\uff1a\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u548c\u6545\u969c\u9884\u6d4b<\/li>\n <li class=\"list-item\"><strong>\u89c4\u8303\u6027\u5206\u6790<\/strong>\uff1a\u4f18\u5316\u7b97\u6cd5\u548c\u51b3\u7b56\u652f\u6301<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"content-box\" id=\"security\">\n <h2>\u5b89\u5168\u4e0e\u6700\u4f73\u5b9e\u8df5<\/h2>\n \n <h3>security architecture<\/h3>\n <ul>\n <li class=\"list-item\"><strong>\u8eab\u4efd\u8ba4\u8bc1\u4e0e\u6388\u6743<\/strong>\uff1a\u786e\u4fdd\u7cfb\u7edf\u8bbf\u95ee\u5b89\u5168<\/li>\n <li class=\"list-item\"><strong>data encryption<\/strong>\uff1a\u4fdd\u62a4\u6570\u636e\u4f20\u8f93\u548c\u5b58\u50a8<\/li>\n <li class=\"list-item\"><strong>Privacy<\/strong>\uff1a\u786e\u4fdd\u7528\u6237\u6570\u636e\u5b89\u5168<\/li>\n <\/ul>\n\n <h3>\u6700\u4f73\u5b9e\u8df5<\/h3>\n <ul>\n <li class=\"list-item\"><strong>\u53ef\u6269\u5c55\u6027\u8bbe\u8ba1<\/strong>\uff1a\u652f\u6301\u7cfb\u7edf\u89c4\u6a21\u6269\u5c55<\/li>\n <li class=\"list-item\"><strong>\u6545\u969c\u5bb9\u5fcd<\/strong>\uff1a\u786e\u4fdd\u7cfb\u7edf\u9ad8\u53ef\u7528\u6027<\/li>\n <li class=\"list-item\"><strong>Cost optimization<\/strong>\uff1a\u5e73\u8861\u6027\u80fd\u548c\u8d44\u6e90\u6d88\u8017<\/li>\n <li class=\"list-item\"><strong>\u8fd0\u7ef4\u81ea\u52a8\u5316<\/strong>\uff1a\u964d\u4f4e\u8fd0\u7ef4\u590d\u6742\u5ea6<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"content-box\">\n <h2>Summary and outlook<\/h2>\n <p>\u7269\u8054\u7f51\u5927\u6570\u636e\u67b6\u6784\u8bbe\u8ba1\u662f\u4e00\u4e2a\u590d\u6742\u7684\u7cfb\u7edf\u5de5\u7a0b\uff0c\u9700\u8981\u7efc\u5408\u8003\u8651\u6570\u636e\u7279\u6027\u3001\u4e1a\u52a1\u9700\u6c42\u548c\u7cfb\u7edf\u7ea6\u675f\u3002\u968f\u7740\u6280\u672f\u7684\u53d1\u5c55\uff0c\u4e91\u539f\u751f\u67b6\u6784\u3001AI\u9a71\u52a8\u5206\u6790\u7b49\u65b0\u8d8b\u52bf\u5c06\u63a8\u52a8\u7269\u8054\u7f51\u5927\u6570\u636e\u5e73\u53f0\u5411\u66f4\u667a\u80fd\u3001\u66f4\u9ad8\u6548\u7684\u65b9\u5411\u6f14\u8fdb\u3002<\/p>\n <\/div>\n\n <div class=\"related-articles\">\n <h2>Extended Reading<\/h2>\n <ul>\n <li><a href=\"\/iot-data-management-and-analytics\">Fundamentals of IoT Data Management and Analytics<\/a><\/li>\n <li><a href=\"\/realtime-data-processing\">Real-time data processing techniques for the Internet of Things<\/a><\/li>\n <li><a href=\"\/iot-ai-application\">\u7269\u8054\u7f51\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u57fa\u7840<\/a><\/li>\n <\/ul>\n <\/div>\n\n <div class=\"keywords\">\n <h3>byword<\/h3>\n <span class=\"keyword\">\u7269\u8054\u7f51\u5927\u6570\u636e<\/span>\n <span class=\"keyword\">architectural design<\/span>\n <span class=\"keyword\">data acquisition<\/span>\n <span class=\"keyword\">data analysis<\/span>\n <span class=\"keyword\">data security<\/span>\n <\/div>\n<\/body>\n<\/html>","protected":false},"excerpt":{"rendered":"<p>\u7269\u8054\u7f51\u5927\u6570\u636e\u67b6\u6784\u8bbe\u8ba1 – \u7269\u8054\u7f51\u6280\u672f\u7cfb\u5217\u6587\u7ae0 \u5bfc\u8bed \u968f\u7740\u7269\u8054\u7f51\u8bbe\u5907\u7684\u6307\u6570\u7ea7\u589e\u957f\uff0c\u4ea7\u751f\u7684\u6570\u636e\u91cf\u5448\u7206\u70b8<\/p>","protected":false},"author":2,"featured_media":15898,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[356],"tags":[796,795,820,819,191],"class_list":["post-15888","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-iot","tag-796","tag-795","tag-820","tag-819","tag-internet-of-things"],"acf":[],"yoast_head":"\n<title>\u7269\u8054\u7f51\u5927\u6570\u636e\u67b6\u6784\u8bbe\u8ba1-\u6d77\u5357\u4e16\u7535\u79d1\u6280<\/title>\n<meta name=\"description\" content=\"\u5de5\u4e1a\u7269\u8054\u7f51\u8bbe\u5907\u4f9b\u5e94\u5546-\u6d77\u5357\u4e16\u7535\u79d1\u6280 - \u7269\u8054\u7f51\u5927\u6570\u636e\u67b6\u6784\u8bbe\u8ba1\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, 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