Systematic Mapping Study of Sales Forecasting: Methods, Trends, and Future Directions DOI Creative Commons
Hamid Ahaggach, Lylia Abrouk,

Éric Lebon

et al.

Forecasting, Journal Year: 2024, Volume and Issue: 6(3), P. 502 - 532

Published: July 5, 2024

In a dynamic business environment, the accuracy of sales forecasts plays pivotal role in strategic decision making and resource allocation. This article offers systematic review existing literature on techniques methodologies used forecasting, especially forecasting across various domains, aiming to provide nuanced understanding field. Our study examines from 2013 2023, identifying key their evolution over time. The methodology involves detailed analysis 516 articles, categorized into classical qualitative approaches, traditional statistical methods, machine learning models, deep techniques, hybrid approaches. results highlight significant shift towards advanced with experiencing an explosive increase adoption. popularity these models has surged, as evidenced by rise 10 articles 110 2023. growth underscores growing prominence effectiveness handling complex time series data. Additionally, we explore challenges limitations that influence accuracy, focusing market structures benefits extensive data availability.

Language: Английский

Internet of Things and Wireless Sensor Networks for Smart Agriculture Applications: A Survey DOI Creative Commons
Md. Najmul Mowla, Neazmul Mowla, A. F. M. Shahen Shah

et al.

IEEE Access, Journal Year: 2023, Volume and Issue: 11, P. 145813 - 145852

Published: Jan. 1, 2023

The increasing food scarcity necessitates sustainable agriculture achieved through automation to meet the growing demand. Integrating Internet of Things (IoT) and Wireless Sensor Networks (WSNs) is crucial in enhancing production across various agricultural domains, encompassing irrigation, soil moisture monitoring, fertilizer optimization control, early-stage pest crop disease management, energy conservation. application protocols such as ZigBee, WiFi, SigFox, LoRaWAN are commonly employed collect real-time data for monitoring purposes. Embracing advanced technology imperative ensure efficient annual production. Therefore, this study emphasizes a comprehensive, future-oriented approach, delving into IoT-WSNs, wireless network protocols, their applications since 2019. It thoroughly discusses overview IoT WSNs, architectures summarization protocols. Furthermore, addresses recent issues challenges related IoT-WSNs proposes mitigation strategies. provides clear recommendations future, emphasizing integration aiming contribute future development smart systems.

Language: Английский

Citations

62
Traditional and Blockchain Based IoT and IIoT Security in the Context of Agriculture: A Survey DOI

Rishikesh,

Ditipriya Sinha

Wireless Personal Communications, Journal Year: 2023, Volume and Issue: 133(4), P. 2267 - 2295

Published: Dec. 1, 2023

Language: Английский

Citations

3
Systematic Mapping Study of Sales Forecasting: Methods, Trends, and Future Directions DOI Creative Commons
Hamid Ahaggach, Lylia Abrouk,

Éric Lebon

et al.

Forecasting, Journal Year: 2024, Volume and Issue: 6(3), P. 502 - 532

Published: July 5, 2024

In a dynamic business environment, the accuracy of sales forecasts plays pivotal role in strategic decision making and resource allocation. This article offers systematic review existing literature on techniques methodologies used forecasting, especially forecasting across various domains, aiming to provide nuanced understanding field. Our study examines from 2013 2023, identifying key their evolution over time. The methodology involves detailed analysis 516 articles, categorized into classical qualitative approaches, traditional statistical methods, machine learning models, deep techniques, hybrid approaches. results highlight significant shift towards advanced with experiencing an explosive increase adoption. popularity these models has surged, as evidenced by rise 10 articles 110 2023. growth underscores growing prominence effectiveness handling complex time series data. Additionally, we explore challenges limitations that influence accuracy, focusing market structures benefits extensive data availability.

Language: Английский

Citations

0