{"id":5940,"date":"2025-08-13T13:57:51","date_gmt":"2025-08-13T13:57:51","guid":{"rendered":"https:\/\/acsrpl.com\/?p=5940"},"modified":"2025-08-29T14:11:01","modified_gmt":"2025-08-29T14:11:01","slug":"engineering-a-real-time-fleet-management-platform-for-intelligent-dispatching","status":"publish","type":"post","link":"https:\/\/acsrpl.com\/cn\/engineering-a-real-time-fleet-management-platform-for-intelligent-dispatching\/","title":{"rendered":"\u6784\u5efa\u9762\u5411\u667a\u80fd\u8c03\u5ea6\u7684\u5b9e\u65f6\u8f66\u961f\u7ba1\u7406\u5e73\u53f0"},"content":{"rendered":"<h2>\u5ba2\u6237\u80cc\u666f<\/h2>\n<p><strong>\u6848\u4f8b\u7814\u7a76\uff1a <\/strong>\u4e3a\u667a\u80fd\u8c03\u5ea6\u6253\u9020\u5b9e\u65f6\u8f66\u961f\u7ba1\u7406\u5e73\u53f0<br \/>\n<strong>\u89d2\u8272\uff1a <\/strong>\u8f6f\u4ef6\u5de5\u7a0b\u5e08\uff08ANZSCO 261313\uff09<br \/>\n<strong>\u5ba2\u6237\u6240\u5728\u5730\uff1a <\/strong>\u80af\u5c3c\u4e9a<br \/>\n<strong>\u76ee\u6807\uff1a <\/strong>ACS RPL 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ICT \u7c7b\u522b\uff0c\u5ba2\u6237\u9009\u62e9\u4ee5 <strong>ANZSCO 261313 \u2013 \u8f6f\u4ef6\u5de5\u7a0b\u5e08<\/strong>\u65b9\u5411\u63d0\u4ea4 ACS \u7684 RPL \u7533\u8bf7\u3002\u6211\u4eec\u7684\u5de5\u4f5c\u662f\u51c6\u5907\u5b8c\u6574\u7684 RPL \u62a5\u544a\uff0c\u5305\u62ec\u5173\u952e\u77e5\u8bc6\u9886\u57df\u548c\u4e24\u4efd\u9879\u76ee\u62a5\u544a\u3002<\/p>\n<h2>\u6b65\u9aa4 1\uff1a\u6280\u80fd\u63d0\u70bc\u4e0e\u6280\u672f\u6982\u89c8<\/h2>\n<p>\u57fa\u4e8e\u7b80\u5386\u4e0e\u9879\u76ee\u4ea7\u7269\uff0c\u6211\u4eec\u8bc6\u522b\u51fa\u5ba2\u6237\u7684\u6838\u5fc3\u5de5\u7a0b\u4f18\u52bf\uff1a<\/p>\n<ul>\n<li>\u9762\u5411\u5b9e\u65f6\u8ddf\u8e2a\u4e0e\u4e8b\u4ef6\u5904\u7406\u7684\u67b6\u6784\u8bbe\u8ba1<\/li>\n<li>\u57fa\u4e8e\u5730\u7406\u56f4\u680f\u4e0e\u9884\u8ba1\u5230\u8fbe\u65f6\u95f4\uff08ETA\uff09\u9884\u6d4b\u7684\u4efb\u52a1\u5206\u914d\u7b97\u6cd5\u5f00\u53d1<\/li>\n<li>\u9ad8\u9891 GPS \u66f4\u65b0\u7684\u6570\u636e\u6d41\u5904\u7406\u3001\u7f13\u51b2\u4e0e\u7f13\u5b58<\/li>\n<li>\u4e0e\u5916\u90e8\u8f66\u961f\u670d\u52a1 API \u4e0e\u652f\u4ed8\u670d\u52a1\u5546\u7684\u96c6\u6210<\/li>\n<li>\u4fdd\u969c\u53ef\u7528\u6027\u3001\u4f4e\u5ef6\u8fdf\u4e0e\u53ef\u6062\u590d\u6027\u7684 DevOps \u5b9e\u8df5<\/li>\n<\/ul>\n<h3>\u6280\u672f\u6808\u4e0e\u5de5\u5177\uff1a<\/h3>\n<ul>\n<li><strong>\u8bed\u8a00<\/strong>\uff1aPython\u3001TypeScript\u3001Go<\/li>\n<li><strong>\u6846\u67b6<\/strong>\uff1aFastAPI\u3001NestJS\u3001Gin<\/li>\n<li><strong>\u6570\u636e\u5e93<\/strong>\uff1aPostgreSQL\u3001Redis\u3001MongoDB<\/li>\n<li><strong>\u6d88\u606f\u4e0e\u540c\u6b65<\/strong>\uff1aKafka\u3001RabbitMQ\u3001WebSockets<\/li>\n<li><strong>\u4f4d\u7f6e\u670d\u52a1<\/strong>\uff1aGoogle Maps API\u3001Mapbox\u3001OpenStreetMap<\/li>\n<li><strong>\u4e91\u4e0e\u57fa\u7840\u8bbe\u65bd<\/strong>\uff1aAWS\uff08EC2\u3001S3\u3001Lambda\u3001RDS\uff09\u3001Docker\u3001Kubernetes\u3001Terraform<\/li>\n<li><strong>\u76d1\u63a7<\/strong>\uff1aPrometheus\u3001Grafana\u3001ELK \u6280\u672f\u6808<\/li>\n<li><strong>\u5b89\u5168<\/strong>\uff1aOAuth2\u3001JWT\u3001HTTPS\uff08TLS 1.2\/1.3\uff09<\/li>\n<\/ul>\n<h2>\u6b65\u9aa4 2\uff1a\u5173\u952e\u77e5\u8bc6\u9886\u57df<\/h2>\n<p>\u5728<strong>\u5173\u952e\u77e5\u8bc6\u9886\u57df\uff08KAA\uff09<\/strong>\u90e8\u5206\uff0c\u6211\u4eec\u5c06\u5ba2\u6237\u7684\u8f6f\u4ef6\u5de5\u7a0b\u7ecf\u9a8c\u6620\u5c04\u5230 ACS \u7684\u8bc4\u4f30\u6807\u51c6\u3002<br \/>\n<strong>a) \u7cfb\u7edf\u8bbe\u8ba1\u4e0e\u5fae\u670d\u52a1\u67b6\u6784<\/strong><br \/>\n\u5ba2\u6237\u53c2\u4e0e\u8bbe\u8ba1\u4e86\u4ee5\u4e0b\u6a21\u5757\u5316\u540e\u7aef\u670d\u52a1\uff1a<\/p>\n<ul>\n<li>\u8f66\u8f86\u8ddf\u8e2a<\/li>\n<li>\u8c03\u5ea6\u51b3\u7b56\u5f15\u64ce<\/li>\n<li>\u8def\u7ebf\u5386\u53f2\u5b58\u50a8<\/li>\n<li>\u53f8\u673a\u53ef\u7528\u6027\u63a7\u5236<\/li>\n<li>\u914d\u9001\u901a\u77e5<\/li>\n<\/ul>\n<p>\u6240\u6709\u670d\u52a1\u5747\u6253\u5305\u4e3a\u72ec\u7acb\u7684 Docker \u5316\u5fae\u670d\u52a1\uff0c\u5e76\u901a\u8fc7<strong>GitHub Actions<\/strong>\u8fdb\u884c CI\/CD \u81ea\u52a8\u5316\uff0c\u90e8\u7f72\u5230<strong>AWS ECS<\/strong> \u96c6\u7fa4\u3002<br \/>\n<em>\u201c\u5404\u5fae\u670d\u52a1\u901a\u8fc7 Kafka \u4e3b\u9898\u8fdb\u884c\u5f02\u6b65\u901a\u4fe1\uff0c\u4ee5\u907f\u514d\u7d27\u8026\u5408\uff0c\u5e76\u5728\u5730\u7406\u4f4d\u7f6e\u66f4\u65b0\u6fc0\u589e\u65f6\u5b9e\u73b0\u8d1f\u8f7d\u5206\u6d41\u3002\u201d<\/em><br \/>\n<strong>b) \u5b9e\u65f6\u6570\u636e\u5904\u7406\u4e0e\u6027\u80fd\u4f18\u5316<\/strong><br \/>\n\u4f7f\u7528<strong>Kafka \u6d41<\/strong>\u5904\u7406\u6bcf\u8f86\u8f66\u6bcf\u79d2\u8d85\u8fc7 20 \u6b21\u7684 GPS ping\u3002\u5c06 Redis \u4f5c\u4e3a\u57fa\u4e8e TTL \u7684\u7f13\u51b2\u533a\u90e8\u7f72\uff0c\u5c40\u90e8\u5b58\u50a8\u8fd1\u671f\u6570\u636e\uff0c\u4e3a\u5feb\u901f\u8bbf\u95ee\u7684\u7aef\u70b9\u63d0\u4f9b\u652f\u6301\u3002\u4f7f\u7528<strong>Locust<\/strong>\u8fdb\u884c\u8d1f\u8f7d\u6d4b\u8bd5\uff0c\u6a21\u62df GPS \u66f4\u65b0\u7684\u5168\u91cf\u89c4\u6a21\u3002<br \/>\n<strong>c) \u5b89\u5168\u7684 API \u5f00\u53d1\u4e0e\u96c6\u6210<\/strong><br \/>\n\u6784\u5efa\u5e76\u7ef4\u62a4 REST \u4e0e GraphQL API\uff0c\u7528\u4e8e\uff1a<\/p>\n<ul>\n<li>\u53d1\u8d77\u4efb\u52a1<\/li>\n<li>\u4e3a\u53f8\u673a\u5206\u914d\u4f5c\u4e1a<\/li>\n<li>\u83b7\u53d6 ETA \u9884\u6d4b<\/li>\n<li>\u63a8\u9001\u5df2\u5b8c\u6210\u6216\u5ef6\u8fdf\u914d\u9001\u7684\u63d0\u9192<\/li>\n<\/ul>\n<p>\u6240\u6709 API \u5747\u91c7\u7528<strong>OAuth2 \u4e0e\u57fa\u4e8e JWT \u7684\u4f1a\u8bdd\u5904\u7406<\/strong>\uff0c\u786e\u4fdd\u4ec5\u6388\u6743\u5ba2\u6237\u7aef\u53ef\u7528\u3002<br \/>\n<strong>d) DevOps \u4e0e\u5bb9\u9519<\/strong><br \/>\n\u5ba2\u6237\u4e3a\u6240\u6709\u5bb9\u5668\u5316\u670d\u52a1\u5b9e\u73b0\u4e86\u5065\u5eb7\u68c0\u67e5\u3001\u4f18\u96c5\u505c\u673a\u5904\u7406\u7a0b\u5e8f\u4e0e\u81ea\u52a8\u6062\u590d\u903b\u8f91\u3002\u57fa\u4e8e Prometheus \u6307\u6807\u7684\u544a\u8b66\u901a\u8fc7 Slack \u96c6\u6210\u8f6c\u53d1\uff0c\u5b9e\u73b0 7\u00d724 \u652f\u6301\u3002<\/p>\n<h2>\u6b65\u9aa4 3\uff1a\u9879\u76ee\u62a5\u544a\u4e00<\/h2>\n<p><strong>\u9879\u76ee\u540d\u79f0\uff1a\u5b9e\u65f6 GPS \u8ddf\u8e2a\u4e0e\u8c03\u5ea6\u7ba1\u7406\u7cfb\u7edf<\/strong><br \/>\n<strong>\u89d2\u8272<\/strong>\uff1a\u8f6f\u4ef6\u5de5\u7a0b\u5e08 <strong>Duration<\/strong>\uff1a2020\u5e741\u6708 \u2013 2021\u5e745\u6708<br \/>\n<strong>\u76ee\u6807<\/strong>\uff1a\u8bbe\u8ba1\u4e00\u5957\u5b9e\u65f6\u8f6f\u4ef6\u540e\u7aef\uff0c\u80fd\u591f\u6bcf\u5206\u949f\u6444\u53d6 100,000+ \u6b21 GPS ping\uff0c\u5e76\u4f9d\u636e\u8ddd\u79bb\u3001\u914d\u9001\u65f6\u7a97\u4e0e\u5de5\u4f5c\u91cf\u4f18\u5316\uff0c\u667a\u80fd\u5730\u4e3a\u914d\u9001\u4efb\u52a1\u5206\u914d\u53f8\u673a\u3002<\/p>\n<h3>\u804c\u8d23\uff1a<\/h3>\n<ul>\n<li>\u8bbe\u8ba1\u57fa\u4e8e Kafka \u7684\u4e8b\u4ef6\u6d41\u67b6\u6784\u4ee5\u63a5\u6536\u6765\u81ea\u73b0\u573a\u8bbe\u5907\u7684\u4f4d\u7f6e\u6d88\u606f<\/li>\n<li>\u6784\u5efa<strong>\u57fa\u4e8e Python \u7684 FastAPI \u670d\u52a1<\/strong>\uff0c\u5229\u7528\u5730\u7406\u56f4\u680f\u4e0e\u5230\u5ba2\u6237\u7684 ETA \u6307\u6807\u8fdb\u884c\u667a\u80fd\u4efb\u52a1\u5206\u914d<\/li>\n<li>\u5e94\u7528 Haversine \u516c\u5f0f\u5bf9\u8ddd\u79bb\u53d6\u8d27\u70b9\u6700\u8fd1\u7684\u53f8\u673a\u8fdb\u884c\u6392\u5e8f\uff0c\u5e76\u6784\u5efa API \u7aef\u70b9\u4ee5\u63d0\u4f9b\u63a8\u8350<\/li>\n<li>\u4f7f\u7528<strong>PostGIS<\/strong>\u521b\u5efa\u53ef\u914d\u7f6e\u7684\u5730\u7406\u56f4\u680f\u533a\u57df\uff0c\u4f7f\u7ba1\u7406\u5458\u80fd\u591f\u5b9a\u4e49\u670d\u52a1\u8986\u76d6\u8303\u56f4<\/li>\n<li>\u4e3a\u5404\u533a\u57df\u8c03\u5ea6\u4e2d\u5fc3\u5f00\u53d1\u57fa\u4e8e Redis \u7684\u914d\u9001\u961f\u5217\u7f13\u51b2<\/li>\n<li>\u5b9e\u73b0\u57fa\u4e8e HTTPS \u7684\u53f8\u673a\u4f1a\u8bdd API\uff0c\u4f7f\u53f8\u673a\u53ef\u901a\u8fc7\u5b89\u5168\u7684 OAuth2 \u4ee4\u724c\u8fdb\u884c\u7b7e\u5230\/\u7b7e\u9000<\/li>\n<\/ul>\n<h3>\u4f7f\u7528\u6280\u672f\uff1a<\/h3>\n<ul>\n<li>Python\uff08FastAPI\uff09\u3001\u5e26 PostGIS \u7684 PostgreSQL\u3001Redis\u3001Kafka<\/li>\n<li>Docker\u3001AWS EC2\u3001ECS\u3001S3\u3001GitHub Actions<\/li>\n<li>Prometheus + Grafana\u3001ELK \u6280\u672f\u6808<\/li>\n<\/ul>\n<h3>\u53d6\u5f97\u6210\u679c\uff1a<\/h3>\n<ul>\n<li>\u5c06\u5e73\u5747\u914d\u9001\u5206\u914d\u65f6\u95f4\u964d\u81f3<strong>\u6bcf\u6b21\u8bf7\u6c42\u4e0d\u8db3 4 \u79d2<\/strong><\/li>\n<li>\u5e73\u53f0\u5728\u4fdd\u6301\u4e9a\u79d2\u7ea7 API \u54cd\u5e94\u7684\u540c\u65f6\uff0c\u5904\u7406<strong>\u8d85\u8fc7 250 \u4e07\u6b21\/\u65e5\u7684 GPS ping<\/strong><\/li>\n<li>\u901a\u8fc7\u4f18\u5316\u8c03\u5ea6\u8def\u5f84\uff0c\u5c06\u8fd0\u8425\u6210\u672c\u964d\u4f4e<strong>23%<\/strong><\/li>\n<li>\u914d\u9001 SLA \u8fbe\u6807\u7387\u5728 6 \u4e2a\u6708\u5185\u4ece 78% \u63d0\u5347\u81f3<strong>96.5%<\/strong><\/li>\n<\/ul>\n<h2>\u6b65\u9aa4 4\uff1a\u9879\u76ee\u62a5\u544a\u4e8c<\/h2>\n<p><strong>\u9879\u76ee\u540d\u79f0\uff1a\u53f8\u673a\u5206\u6790\u4e0e\u8def\u7ebf\u5386\u53f2\u7ba1\u7406\u5e73\u53f0<\/strong><br \/>\n<strong>\u89d2\u8272<\/strong>\uff1a\u8f6f\u4ef6\u5de5\u7a0b\u5e08 <strong>Duration<\/strong>\uff1a2021\u5e746\u6708 \u2013 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