Lonardi Alessandro, Szell Michael, De Bacco Caterina
Max Planck Institute for Intelligent Systems, Cyber Valley, Tübingen 72076, Germany.
IT University of Copenhagen, Copenhagen 2300, Denmark.
J R Soc Interface. 2025 Feb;22(223):20240532. doi: 10.1098/rsif.2024.0532. Epub 2025 Feb 5.
Bicycle infrastructure networks must meet the needs of cyclists to position cycling as a viable transportation choice in cities. In particular, protected infrastructure should be planned cohesively for the whole city and spacious enough to accommodate all cyclists safely and prevent cyclist congestion-a common problem in cycling cities like Copenhagen. Here, we devise an adaptive method for optimal bicycle network design and for evaluating congestion criticalities on bicycle paths. The method goes beyond static network measures, using computationally efficient adaptation rules inspired by optimal transport on the dynamically updating multilayer network of roads and protected bicycle lanes. Street capacities and cyclist flows reciprocally control each other to optimally accommodate cyclists on streets with one control parameter that dictates the preference of bicycle infrastructure over roads. Applying our method to Copenhagen confirms that the city's bicycle network is generally well-developed. However, we are able to identify the network's bottlenecks, and we find, at a finer scale, disparities in network accessibility and criticalities between different neighbourhoods. Our model and results are generalizable beyond this particular case study to serve as a scalable and versatile tool for aiding urban planners in designing cycling-friendly cities.
自行车基础设施网络必须满足骑行者的需求,以便将骑行定位为城市中可行的交通选择。特别是,应针对整个城市统一规划受保护的基础设施,其空间应足够宽敞,以安全容纳所有骑行者,并防止骑行者拥堵——这是哥本哈根等骑行城市常见的问题。在此,我们设计了一种自适应方法,用于优化自行车网络设计以及评估自行车道上的拥堵风险。该方法超越了静态网络测量,采用了受动态更新的道路和受保护自行车道多层网络上的最优传输启发的计算高效的适应规则。街道容量和骑行者流量相互控制,通过一个控制参数来最佳地容纳街道上的骑行者,该参数决定了自行车基础设施相对于道路的偏好。将我们的方法应用于哥本哈根证实,该市的自行车网络总体上发展良好。然而,我们能够识别出该网络的瓶颈,并且在更精细的尺度上发现不同社区之间在网络可达性和风险方面存在差异。我们的模型和结果可推广到这个特定案例研究之外,作为一种可扩展且通用的工具,帮助城市规划者设计适合骑行的城市。