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The scarcity of non-renewable energy sources, geopolitical problems in its supply, increasing prices, and the impact of climate change, force the global economy to develop more energy-efficient solutions for their operations. The…

人工智能 · 计算机科学 2025-10-07 Ahmed Missaoui , Cemalettin Ozturk , Barry O'Sullivan

Generation expansion planning (GEP) models have been useful aids for long-term planning. Recent growth in intermittent renewable generation has increased the need to represent the capability for non-renewables to respond to rapid changes in…

最优化与控制 · 数学 2025-08-08 Hassan Shavandi , Mehrdad Pirnia , J. David Fuller

Jointly achieving safety and efficiency in human-robot interaction (HRI) settings is a challenging problem, as the robot's planning objectives may be at odds with the human's own intent and expectations. Recent approaches ensure safe robot…

机器人学 · 计算机科学 2022-03-14 Haimin Hu , Kensuke Nakamura , Jaime F. Fisac

To solve the autonomous navigation problem in complex environments, an efficient motion planning approach is newly presented in this paper. Considering the challenges from large-scale, partially unknown complex environments, a three-layer…

机器人学 · 计算机科学 2021-11-17 Jian Wen , Xuebo Zhang , Haiming Gao , Jing Yuan , Yongchun Fang

This paper studies line planning for urban bus networks that face multiple resource limits such as budget, labor, and emission caps while using heterogeneous fleets. The objective is to maximize total reward from serving passengers by…

最优化与控制 · 数学 2026-04-07 Hongyi Jiang , Igor Averbakh , Samitha Samaranayake

Human-in-the-loop reinforcement learning integrates human expertise to accelerate agent learning and provide critical guidance and feedback in complex fields. However, many existing approaches focus on single-agent tasks and require…

机器学习 · 计算机科学 2024-09-19 Huawen Hu , Enze Shi , Chenxi Yue , Shuocun Yang , Zihao Wu , Yiwei Li , Tianyang Zhong , Tuo Zhang , Tianming Liu , Shu Zhang

We investigate computational and mechanism design aspects of scarce resource allocation, where the primary rationing mechanism is through waiting times. Specifically we consider allocating medical treatments to a population of patients.…

计算机科学与博弈论 · 计算机科学 2013-12-09 Mark Braverman , Jing Chen , Sampath Kannan

The ProbCover method of Yehuda et al. is a well-motivated algorithm for active learning in low-budget regimes, which attempts to "cover" the data distribution with balls of a given radius at selected data points. We demonstrate, however,…

机器学习 · 计算机科学 2024-07-26 Wonho Bae , Junhyug Noh , Danica J. Sutherland

By providing evidence-based clinical decision support, digital tools and electronic health records can revolutionize patient management, especially in resource-poor settings where fewer health workers are available and often need more…

Electronic Health Records (EHR) are generated from clinical routine care recording valuable information of broad patient populations, which provide plentiful opportunities for improving patient management and intervention strategies in…

机器学习 · 计算机科学 2023-04-13 Changshuo Liu , Wenqiao Zhang , Beng Chin Ooi , James Wei Luen Yip , Lingze Zeng , Kaiping Zheng

This paper explores optimal service resource management strategy, a continuous challenge for health information service to enhance service performance, optimise service resource utilisation and deliver interactive health information…

机器学习 · 计算机科学 2024-01-31 Ji Fang , Vincent CS Lee , Haiyan Wang

Asymptotically optimal sampling-based planners require an intelligent exploration strategy to accelerate convergence. After an initial solution is found, a necessary condition for improvement is to generate new samples in the so-called…

机器人学 · 计算机科学 2021-03-22 Sagar Suhas Joshi , Panagiotis Tsiotras

In a disaster situation, air ambulance rapid response will often be the determining factor in patient survival. Obstacles intensify this circumstance, with geographical remoteness and limitations in vehicle placement making it an arduous…

人工智能 · 计算机科学 2020-02-27 Joseph Tassone , Geoffrey Pond , Salimur Choudhury

Employee rostering is a process of assigning available employees to open shifts. Automating it has ubiquitous practical benefits for nearly all industries, such as reducing manual workload and producing flexible, high-quality schedules. In…

人工智能 · 计算机科学 2021-11-23 Jangwon Park , Evangelos Vrettos

High-speed obstacle avoidance of uncrewed aerial vehicles (UAVs) in cluttered environments is a significant challenge. Existing UAV planning and obstacle avoidance systems can only fly at moderate speeds or at high speeds over empty or…

机器人学 · 计算机科学 2025-05-26 Minghao Lu , Xiyu Fan , Bowen Xu , Zexuan Yan , Rui Peng , Han Chen , Lixian Zhang , Peng Lu

After the repeal of Roe vs. Wade in June 2022, women face long-distance travel across state lines to access abortion care. For women who also face socioeconomic hardship, travel for abortion care is a significant burden. To ease this…

系统与控制 · 电气工程与系统科学 2024-06-11 Shriya Karam , Lauren Shanos , Jessica Ford , Lorenzo Castaneda , Megan S. Ryerson , Rakesh Vohra

Frequent emergence of communicable diseases has been a major concern worldwide. Lack of sufficient resources to mitigate the disease-burden makes the situation even more challenging for lower-income countries. Hence, strategy development…

种群与进化 · 定量生物学 2023-02-03 Biplab Maity , Swarnendu Banerjee , Abhishek Senapati , Joydev Chattopadhyay

The rising growth of deep neural networks (DNNs) and datasets in size motivates the need for efficient solutions for simultaneous model selection and training. Many methods for hyperparameter optimization (HPO) of iterative learners,…

机器学习 · 计算机科学 2023-02-28 Syrine Belakaria , Janardhan Rao Doppa , Nicolo Fusi , Rishit Sheth

Large language models hold promise for addressing medical challenges, such as medical diagnosis reasoning, research knowledge acquisition, clinical decision-making, and consumer health inquiry support. However, they often generate…

计算与语言 · 计算机科学 2025-06-03 Zhe Chen , Yusheng Liao , Shuyang Jiang , Pingjie Wang , Yiqiu Guo , Yanfeng Wang , Yu Wang

Space exploration plans are becoming increasingly complex as public agencies and private companies target deep-space locations, such as cislunar space and beyond, which require long-duration missions and many supporting systems and…

最优化与控制 · 数学 2024-05-29 Nicholas Gollins , Koki Ho