通过TinyML赋权语音助理,以实现以用户为中心的创新和现实世界的应用
Sireesha Chittepu1, Sheshikala Martha1, Debajyoty Banik2
1School of CS & AI, SR University, Warangal, India.
Scientific reports
|May 2, 2025
概括
本研究探讨了基于微型机器学习 (TinyML) 的语音助理,以在智能家居和辅助技术中提供更好的用户体验. 它确定了改善功能和用户参与的挑战和研究差距.
科学领域:
- 人工智能的人工智能
- 人与计算机的交互
- 嵌入式系统 嵌入式系统
背景情况:
- 微型机器学习 (TinyML) 能够实现设备内人工智能处理,这对于资源有限的应用程序至关重要.
- 语音助理提供了直观的交互,但在现实世界部署和用户适应方面面临挑战.
- 将TinyML集成到语音助理中,有望增强用户界面,功能和个性化用户体验.
研究的目的:
- 探索将基于TinyML的语音助理集成到日常生活中的动机.
- 识别和分析当前TinyML语音助理实现中的局限性和研究差距.
- 突出动态用户参与的潜在应用和解决方案.
主要方法:
- 对语音助理中的TinyML应用进行了全面的文献审查.
- 分析现实世界的使用案例,包括智能家居,视力障碍者辅助技术和医疗保健.
- 对现有方法进行比较审查,以确定研究缺口.
主要成果:
- TinyML语音助理在智能家居,辅助技术和医疗监控方面提供了巨大的潜力.
- 主要挑战包括部署困难,噪音干扰和低资源设备上的模型效率.
- 了解用户行为模式可以实现动态内容交付和增强用户参与度.
结论:
- TinyML集成对于推进语音助理功能和用户体验至关重要.
- 解决发现的研究缺口,如部署和效率,对于更广泛的采用至关重要.
- 这项研究为研究人员提供了洞察力,让他们专注于TinyML语音助理开发中的开放问题.
相关概念视频
01:16Non-equilibrium in the Cell
4.1K
An important concept in studying metabolism and energy is that of chemical equilibrium. Most chemical reactions are reversible. They can proceed in both directions, releasing energy into their environment in one direction, and absorbing it from the environment in the other direction. The same is true for the chemical reactions involved in cell metabolism, such as the breaking down and building up of proteins into and from individual amino acids, respectively. Reactants within a closed system...
4.1K
01:19Machines
224
Machines are complex structures consisting of movable, pin-connected multi-force members that work together to transmit forces. One example of a machine is the cutting plier, which is used to cut wires by applying forces to its handles. When equal and opposite forces are exerted on the handles of the cutting plier, they cause the cutting edges to come together and apply equal and opposite reaction forces on the wire, which are greater than the applied forces.
A free-body diagram of the...
A free-body diagram of the...
224
02:07Improving Translational Accuracy
2.5K
2.5K
01:22Language Development
283
Children master language quickly and with relative ease, supported by both biological predisposition and reinforcement. B. F. Skinner (1957) proposed that language is learned through reinforcement, while Noam Chomsky (1965) argued that language acquisition mechanisms are biologically determined.
The critical period for language acquisition suggests that the ability to acquire language is at its peak early in life. As people age, this proficiency decreases. Language development begins very...
The critical period for language acquisition suggests that the ability to acquire language is at its peak early in life. As people age, this proficiency decreases. Language development begins very...
283
02:34Empathy
9.5K
Some researchers suggest that altruism operates on empathy. Empathy is the capacity to understand another person’s perspective, to feel what he or she feels. An empathetic person makes an emotional connection with others and feels compelled to help (Batson, 1991). Empathy can be expressed in several ways, including cognitive, affective, and motor.
9.5K
01:27Air-entraining Agents
65
Air-entraining agents improve the durability and workability of concrete in climates with frequent freezing and thawing. These agents prevent cracks by introducing small air bubbles into the mix, creating spaces accommodating water expansion when temperatures drop. The air-entraining agents lower the surface tension of water, forming stable, small air bubbles. This method is more effective than having accidental large voids, as the intentional, smaller, and evenly distributed air voids improve...
65