Time Series Modelling and Predictive Analytics for Sustainable Environmental Management—A Case Study in El Mar Menor (Spain)

  1. Martínez, Rosa 1
  2. Felis, Ivan 1
  3. Navarro, Mercedes 1
  4. Sanz-González, J. Carlos 1
  1. 1 Centro Tecnológico Naval y del Mar
10th International Electronic Conference on Sensors and Applications (ECSA-10)

Any de publicació: 2023

Tipus: Aportació congrés

DOI: 10.3390/ECSA-10-16133 GOOGLE SCHOLAR lock_openAccés obert editor

Objetivos de desarrollo sostenible


In this study on data science and machine learning, time series analysis plays a key role in predicting evolving data patterns. The Mar Menor, located in the Region of Murcia, represents an urgent case due to its unique ecosystem and the challenges it faces. This paper highlights the need to study the environmental parameters of the Mar Menor and to develop accurate predictive models and a standardised methodology for time series analysis. These parameters, which include water quality, temperature, salinity, nutrients, chlorophyll, and others, show complex temporal variations influenced by different activities. Advanced time series models are used to gain insight into their behaviour and project future trends, facilitating effective conservation and sustainable development strategies. Models such as SARIMA and LSTM stand out as valid for predicting the environmental patterns of the Mar Menor.

Referències bibliogràfiques

  • Box, G., Jenkins, G., Reinsel, G., and Ljung, G. (2016). Time Series Analysis: Forecasting and Control, Wiley. [5th ed.].
  • Peña, D. (2010). Análisis De Series Temporales, Alianza Edityorial, SA.. [2nd ed.].
  • Jha, B.K., and Pande, S. (2021, January 8–10). Time Series Forecasting Model for Supermarket Sales using FB-Prophet. Proceedings of the 5th International Conference on Computing Methodologies and Communication, ICCMC 2021, Institute of Electrical and Electronics Engineers Inc., Erode, India.
  • Bagnato, J.I. (2023, February 21). Pronóstico de Series Temporales con Redes Neuronales en Python|Aprende Machine Learning. Available online: https://www.aprendemachinelearning.com/pronostico-de-series-temporales-con-redes-neuronales-en-python/.