隨著城市公共交通的快速發展，如何保障公共交通運作效率、乘客和營運人員的安全成為一個重要議題。
最近，交通部與國家發展和改革委員會、公共安全部、財政部等9個部門和單位一起發布了《關於推進城市公共交通健康可持續發展的若干意見》，提出了完善支持政策、夯實發展基礎等五方面共15項支持政策措施，旨在全面促進城市公共交通服務的提質增效，深入實施城市公共交通優先發展戰略
為了適應未來政策導向，我們致力於打造高品質的現代公車體系，其中軌道交通為主體，地面公車為網路。我們將持續推動地鐵和公車的融合，同時，閃馬智慧在公共交通產業領域深入發展。我們基於人工智慧視訊分析和交通大模型，提出了一系列智慧公車系統方案，旨在為公共交通產業賦予智慧升級能力
公車智慧賦能：最佳化、排程、監控三位一體
#閃馬智慧透過整合ATOM AI生產力平台和SupreMeta感知大模型，開發了一體化感控平台，為公共交通智慧化發展注入了新的動力。我們不斷探索和應用智慧線上網路優化、智慧調度和智慧專用道等方面的技術，為公車智慧出行和高效運作提供了無限的可能性
閃馬智慧在公車線網的最佳化方面，利用AI感知技術即時取得公車路線的客流資料、斷面流量、站點客流等信息，並對客流資料進行挖掘與分析，以了解民眾出行規律與客流特徵。基於此，形成了一套高度自動化的公車路線評估體系，用於評估現階段公車路線的運行狀況，進而優化城市公車線網和站點佈局，提高線路週轉效率，縮短乘客的出行時間
智慧調度方面：依托閃馬智慧末端感知體系，從時間、空間等多維度對客流、滿載率、路況等資料進行挖掘分析，進行多模式、動態化的智慧排班與調度。例如統計不同時段線路站點上下車客流，判斷哪些站點適合開設小交路或大站快線，輔助指導營運模式優化，滿足不同時段乘客對出行品質的要求。以及分析公車路線在不同時段、不同站點的滿載率分佈情況，結合場站設施、人員、車輛等供給側因素，透過調整發車間隔、靈活配置車型，提高不同時段的供需匹配度。
智慧專用道方面：閃馬智慧利用人工智慧感知技術對社會車輛違規闖入專用道等違法行為進行監控治理，加強專用道使用監管，保障公車優先通行權；同時考慮到公車優先通行對其他車輛運行的影響，即時感知各車道上公車和社會車輛的運行狀況，評估道路整體運行效率，為科學合理設置專用道和精細化管控提供數據支持
軌道運輸系統進行智慧升級，對行車調度、車站運作以及設施運維做到全面覆蓋
依托ATOM AI生產力平台，可實現從模型訓練到營運最佳化、設備維護保障等智慧應用落地的全鏈路自動生產體系，以軌交大模型為關鍵驅動，賦能軌交產業生產效率與服務品質提升。
線上網路列車調度方面：以閃馬智慧客流智慧感知設備為核心，將行車、客流、供電、設備等子系統進行統一監控、統一管理，統一應急指揮，透過海量資料的即時處理，實現線網運作調度指揮的準確、快速反應。從線路網路全局角度出發，結合乘客從進站到出站的全過程資料分析，利用ATOM平台優化列車調度演算法，提升運力運量匹配度，進而提升線網營運效率，提升旅客出行體驗。
透過引入閃馬智慧硬體產品－車站客流感知設備及車站資料分析平台，實現車站營運狀態全方位精準感知，運用深度學習演算法、影像辨識等視訊分析技術，對乘客異常行為進行分析識別，對車站各區域客流量進行分析預測、及時預警、連動相關預案，對設備運行趨勢進行智能化分析預判，從而實現整個車站的智能高效運營管理，為乘客提供自主便捷的服務
In terms of facility and equipment operation and maintenance: By constructing a large model of Shanma intelligent rail transit intelligent operation and maintenance, various operation and maintenance data such as equipment, systems, and networks are associated and modeled to help operation and maintenance personnel to be faster and more accurate. It can accurately diagnose faults and predict potential fault risks. It can store and represent the knowledge and rules of various equipment and systems, automatically identify and reason out possible fault causes, provide effective troubleshooting methods and suggestions, improve maintenance efficiency, and reduce Maintenance costs.
Future Outlook: Technology improves quality and refines management Re-examining the future development prospects, we can see that technology will improve product quality and make management more refined in the process of continuous progress. In the ever-changing scientific and technological innovation, we foresee that all walks of life will benefit from the development of science and technology. With the continuous advancement of technology, the quality of products will also be significantly improved. The rapid development of technology has created more opportunities for enterprises to improve and innovate. By applying new technologies, companies can improve production efficiency, optimize product design, and provide higher quality products and services. Consumers will also benefit from technological advancements and enjoy more advanced and smarter products and solutions. At the same time, technology will also promote the refinement of management levels. As the scale of enterprises expands and market competition intensifies, efficient management becomes the key to enterprise development. The application of technology will help enterprises achieve information management, improve work efficiency and reduce errors. Through data analysis and intelligent decision support systems, companies can more accurately grasp market demand, optimize resource allocation, and make timely decisions. To sum up, future technological advancement will bring new opportunities and challenges to product quality improvement and management refinement. Only by constantly following the pace of technological development and actively applying new technologies can enterprises remain invincible in the fiercely competitive market
Technological innovation is the driving force and source of sustainable development of enterprises and the key to improving core competitiveness. In the future, Shanma Intelligence will continue to promote scientific research and technological innovation in the field of artificial intelligence, continuously strengthen core competitiveness, consolidate the technical implementation of artificial intelligence technology in the public transportation industry, use scientific and technological power to empower the development and construction of the public transportation industry, and provide wisdom for the future. Contribute more efforts to the high-quality development of the public transportation industry. (Source: Shanma Intelligence)
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