Generating Weather Forecast Texts with Case Based Reasoning

09/03/2015
by   Ibrahim Adeyanju, et al.
0

Several techniques have been used to generate weather forecast texts. In this paper, case based reasoning (CBR) is proposed for weather forecast text generation because similar weather conditions occur over time and should have similar forecast texts. CBR-METEO, a system for generating weather forecast texts was developed using a generic framework (jCOLIBRI) which provides modules for the standard components of the CBR architecture. The advantage in a CBR approach is that systems can be built in minimal time with far less human effort after initial consultation with experts. The approach depends heavily on the goodness of the retrieval and revision components of the CBR process. We evaluated CBRMETEO with NIST, an automated metric which has been shown to correlate well with human judgements for this domain. The system shows comparable performance with other NLG systems that perform the same task.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
11/03/2022

Pangu-Weather: A 3D High-Resolution Model for Fast and Accurate Global Weather Forecast

In this paper, we present Pangu-Weather, a deep learning based system fo...
research
03/09/2023

Let's talk about the weather: A cluster-based approach to weather forecast accuracy

Improved understanding of characteristics related to weather forecast ac...
research
12/04/2019

Enhancing Stratospheric Weather Analyses and Forecasts by Deploying Sensors from a Weather Balloon

The ability to analyze and forecast stratospheric weather conditions is ...
research
01/10/2022

A Scalable Solution for Running Ensemble Simulations for Photovoltaic Energy

This chapter proposes and provides an in-depth discussion of a scalable ...
research
02/04/2019

PVNet: A LRCN Architecture for Spatio-Temporal Photovoltaic PowerForecasting from Numerical Weather Prediction

Photovoltaic (PV) power generation has emerged as one of the lead renewa...
research
04/14/2013

Automatic case acquisition from texts for process-oriented case-based reasoning

This paper introduces a method for the automatic acquisition of a rich c...
research
03/27/2013

Shootout-89: A Comparative Evaluation of Knowledge-based Systems that Forecast Severe Weather

During the summer of 1989, the Forecast Systems Laboratory of the Nation...

Please sign up or login with your details

Forgot password? Click here to reset