Search Results - "DEMAND forecasting"

Forecasting demand during and after supply chain disruptions using a shock smoother ETS.

Authors: Arora, Ritika Sachs, Anna-Lena Svetunkov, Ivan et al.

Source: International Journal of Production Research. Nov2025, p1-27. 27p. 13 Illustrations.

Subject Terms: *SUPPLY chain disruptions, *ECONOMIC demand, *COVID-19 pandemic, *FORECASTING methodology, *FORECASTING, DEMAND forecasting, DISASTER resilience

Machine learning algorithms in intermittent demand forecasting: a review.

Authors: Giannopoulos, Panagiotis G. Dasaklis, Thomas K. Tsantilis, Ioannis et al.

Source: International Journal of Production Research. Oct2025, p1-43. 43p. 9 Illustrations.

Subject Terms: *TIME series analysis, *STANDARDIZATION, MACHINE learning, DEMAND forecasting, FEATURE selection, TRANSFER of training, INDEPENDENT variables

Investigating demand forecasting practices and challenges in Ghana's Manufacturing Pharmaceutical (MPharma) small and medium enterprises (SMEs): insights and recommendations.

Authors: Aidoo-Anderson, Albert Polychronakis, Yiannis Sapountzis, Stylianos et al.

Source: International Journal of Production Research. Nov2025, Vol. 63 Issue 21, p7899-7920. 22p.

Subject Terms: *PHARMACEUTICAL industry, *QUALITATIVE research, *INVENTORY control, *INDUSTRIAL capacity, DEMAND forecasting, GHANAIANS

Geographic Terms: GHANA

The importance of forecast uncertainty in understanding the Bullwhip effect.

Authors: Saoud, Patrick Kourentzes, Nikolaos Boylan, John E.

Source: International Journal of Production Research. Jul2025, p1-22. 22p. 5 Illustrations.

Subject Terms: *INVENTORY costs, *SUPPLY chains, *INVENTORY theory, DEMAND forecasting, SAMPLING errors

Dynamic order forecast sharing with dual shipping options under quantity flexibility contract.

Authors: Shuyang, Zhang Yashu, Yao Jiazhen, Huo

Source: International Journal of Production Research. Aug2025, Vol. 63 Issue 15, p5782-5811. 30p.

Subject Terms: *CONTRACTS, *INFORMATION sharing, *INVENTORY costs, DEMAND forecasting, STOCHASTIC programming

Should firms invest in demand forecasting? Benefits of improving forecasting accuracy on order smoothing, dual-sourcing and multi-stage supply chain problems.

Authors: Cui, Geng Imura, Naoto Nishinari, Katsuhiro

Source: International Journal of Production Research. May2025, p1-22. 22p. 11 Illustrations.

Subject Terms: *SUPPLY chains, *SUPPLY chain management, *INVENTORY control, DEMAND forecasting, MEAN square algorithms

Print Demand Forecasting with Machine Learning at HP Inc.

Authors: Harshvardhan, M. Curtland, Cara Hwang, Jerry et al.

Source: INFORMS Journal on Applied Analytics. Nov/Dec2025, Vol. 55 Issue 6, p469-483. 15p.

Subject Terms: *FORECASTING, *DISTRIBUTION planning, *INVENTORY control, DEMAND forecasting, MACHINE learning, INK-jet printers, ENSEMBLE learning

Company/Entity: HP Inc.

Enhanced demand forecasting by combining analytical models and machine learning models.

Authors: Nanty, Simon Fiig, Thomas Zannier, Ludovic et al.

Source: Journal of Revenue & Pricing Management. Oct2025, Vol. 24 Issue 5, p420-438. 19p.

Subject Terms: *AIRLINE industry, *FORECASTING, DEMAND forecasting, MACHINE learning, PREDICTION models

Forecasting for Empty Container Repositioning.

Authors: ZUGNO, MARCO PETERSEN, LASSE PONIKIEWSKI, WOJCIECH et al.

Source: Foresight: The International Journal of Applied Forecasting. 2025Q4, Issue 79, p33-39. 7p.

Subject Terms: *FORECASTING, *BALANCE of trade, *CONTAINERIZATION, *DECISION making, DEMAND forecasting, MACHINE learning

Enterprise-Scale Machine Learning for Demand Forecasting.

Authors: HARSHVARDHAN, M. CURTLAND, CARA GHOZEIL, ADAM et al.

Source: Foresight: The International Journal of Applied Forecasting. 2025Q4, Issue 79, p20-25. 6p.

Subject Terms: MACHINE learning, DEMAND forecasting, ENSEMBLE learning, DATA management, ENTERPRISE application integration (Computer systems)

Company/Entity: HP Inc.

Demand Forecasting at Wayfair.

Authors: MITCHELL, RYAN MONOKROUSSOS, GEORGE NIKZAD, ARSA et al.

Source: Foresight: The International Journal of Applied Forecasting. 2025Q4, Issue 79, p12-19. 8p.

Subject Terms: *TIME series analysis, *FURNITURE stores, *RETAIL industry, DEMAND forecasting, MACHINE learning

Data-driven time-varying discrete grey model for demand forecasting.

Authors: Ye, Lili Xie, Naiming Shang, Zhongju et al.

Source: Journal of the Operational Research Society. Oct2025, Vol. 76 Issue 10, p2003-2019. 17p.

Subject Terms: *FORECASTING, *RETAIL industry, *BUSINESS planning, *EMPIRICAL research, *MONTE Carlo method, DEMAND forecasting, TIME-varying systems

Explainable artificial intelligence to improve the resilience of perishable product supply chains by leveraging customer characteristics.

Authors: Jauhar, Sunil Kumar Harinath, Susmitha Krishnaswamy, Venkataraghavan et al.

Source: Annals of Operations Research. Nov2025, Vol. 354 Issue 1, p103-142. 40p.

Subject Terms: *ARTIFICIAL intelligence, *SUPPLY chains, *CONSUMER behavior, DEMAND forecasting, IMAGE segmentation, MACHINE learning, PERISHABLE goods

Transfer learning for cross-modal demand prediction of bike-share and public transit.

Authors: Hua, Mingzhuang Pereira, Francisco Camara Jiang, Yu et al.

Source: Journal of Intelligent Transportation Systems. Nov2025, Vol. 29 Issue 6, p640-653. 14p.

Subject Terms: *URBAN transportation, *PUBLIC transit, DEMAND forecasting, MACHINE learning, TRANSFER of training, LONG short-term memory, BICYCLE sharing programs

Scaling‐Aware Rating of Poisson‐Limited Demand Forecasts.

Authors: Tichy, Malte C. Babounikau, Illia Wolke, Nikolas et al.

Source: Journal of Forecasting. Oct2025, p1. 19p. 10 Illustrations.

Subject Terms: *SALES forecasting, *FORECASTING, POISSON distribution, DEMAND forecasting, CALIBRATION

Enhancing Demand Forecasting in Retail: A Comprehensive Analysis of Sales Promotional Effects on the Entire Demand Life Cycle.

Authors: Hewage, Harsha Chamara Perera, H. Niles Bandara, Kasun

Source: Journal of Forecasting. Oct2025, p1. 23p. 8 Illustrations.

Subject Terms: *SALES promotion, *STATISTICS, *RETAIL industry, *SALES forecasting, *CONSUMPTION (Economics), DEMAND forecasting, PREDICTION models, MACHINE learning

Data-driven heat pump management: combining machine learning with anomaly detection for residential hot water systems

Authors: Rahal, Manal Ahmed, Bestoun S. Renström, Roger et al.

Source: Neural Computing & Applications. 37(21):16203-16229

Subject Terms: Feature Selection, Anomaly detection, Deep learning, Demand forecasting, Energy, Heat pumps, Hot water, Isolation forest, Learning with anomalies, Machine-learning, Short term memory, Computer Science, Datavetenskap

File Description: electronic

Access URL: https://urn.kb.se/resolve?urn=urn:nbn:se:kau:diva-104920
https://doi.org/10.1007/s00521-025-11318-y

Demand forecasting in supply chain management using machine learning.

Authors: Madhavi, Arelli Kallem, Lohitha Bandi, Srivani et al.

Source: AIP Conference Proceedings. 2025, Vol. 3361 Issue 1, p1-11. 11p.

Subject Terms: *DEMAND forecasting, *MACHINE learning, *FORECASTING, *SUPPLY chain management, *DATA scrubbing, *HISTORICAL source material, *ENSEMBLE learning, *STATISTICAL accuracy

Forecasting an MSME's supply and demand using moving average technologies.

Authors: Premitasari, Marisa Ramadhan, Ilham

Source: AIP Conference Proceedings. 2025, Vol. 3351 Issue 1, p1-10. 10p.

Subject Terms: *SUPPLY & demand, *DEMAND forecasting, *MOVING average process, *STATISTICAL smoothing, *SMALL business, *TREND analysis

Hybrid renewable energy system review on load demand forecasting and optimal sizing.

Authors: Kumar, I. J. Jithin Divyapriya, S.

Source: AIP Conference Proceedings. 2025, Vol. 3325 Issue 1, p1-10. 10p.

Subject Terms: *DEMAND forecasting, *OPTIMIZATION algorithms, *SMART power grids, *FORECASTING methodology, *SYSTEMS design, *ARTIFICIAL intelligence, *RENEWABLE energy sources