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首页> 外文期刊>Procedia Computer Science >Advanced Traveler Information System: Itinerary Optimization as an Orienteering Problem Using Iterative Local Search-Hill Climbing Algorithm
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Advanced Traveler Information System: Itinerary Optimization as an Orienteering Problem Using Iterative Local Search-Hill Climbing Algorithm

机译:先进的旅行者信息系统:使用迭代局部搜索-爬坡爬山算法的路线优化作为定向运动问题

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摘要

Traffic congestion is a problem that becomes government concern in many big cities like Surabaya. Some initiatives have been carried out by the government to decrease the intensity of traffic congestion, ranging from various policy like special lane for motorcycle, odd – even license plate, etc. However, it is yet to be successful to decrease the heavy traffic in many big cities in Indonesia. The right solution tends to encourage people to use public transport instead of private cars. Within the framework of Intelligent Transport System, this paper proposes an advanced traveller information system with itinerary optimisation by Angkot, a common public transport mode in Indonesia. The itinerary optimisation is modelled as an orienteering problem and is solved using iterative local search – hill climbing algorithm. The experiment results show that generally the proposed algorithm could solve the problem fast and effectively. In addition to propose the initial algorithm, the main contribution of this paper is a new dataset for orienteering problem that may encourage researcher to come up with more sophisticated algorithm. Eventually, the proposed system could encourage more people to use public transport.
机译:在泗水等许多大城市,交通拥堵成为政府关注的问题。政府已经采取了一些措施来减轻交通拥堵的强度,包括各种政策,例如摩托车专用车道,奇数甚至偶数车牌等。然而,在许多国家,减少交通拥堵的措施仍未取得成功。印尼的大城市。正确的解决方案往往会鼓励人们使用公共交通工具代替私家车。在智能交通系统的框架内,本文提出了一种先进的旅行者信息系统,该系统由印度尼西亚常见的公共交通方式Angkot进行了路线优化。行程优化被建模为定向运动问题,并使用迭代局部搜索–爬山算法解决。实验结果表明,该算法可以快速有效地解决该问题。除了提出初始算法外,本文的主要贡献是针对定向运动问题的新数据集,这可能会鼓励研究人员提出更复杂的算法。最终,提议的系统可以鼓励更多的人使用公共交通工具。

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