Reward-Based Participant Management for Crowdsourcing Rainfall Monitoring: An Agent-Based Model Simulation
Abstract
Abstract Crowdsourcing incorporates common citizens as rich sources of data and is promising for environmental monitoring. In this paper, we propose and test the idea of incorporating incentives to crowdsourcing management for rainfall monitoring. Specifically, we model the allocation of incentives (quantitatively measurable and limited rewards) among crowdsourcing participants for a theoretical rainfall monitoring case. For this purpose, we develop an integrated model comprising a reward allocation component to represent the decision‐making process of a central manager, an agent‐based model to simulate the interactions between the manager and participants, and a rainfall simulation model to evaluate the effectiveness of various reward allocation policies. We simulate six reward allocation policies of varying levels of administrative cost, and consideration of participant and rainfall spatial heterogeneities. The results suggest the performance of each policy to improve with the reward budget and their spatial uniformity. Among the six policies tested, we find that the participant density weighted maximum participation policy yields the most accurate estimation of rainfall intensity due to its more explicit consideration of the spatial distribution of participants; however, this policy associates with a high administrative cost. This highlights the trade‐off between performance and cost in designing effective reward allocation policies. Thismore »
- Authors:
-
- Univ. of Illinois at Urbana-Champaign, IL (United States). Dept. of Civil and Environmental Engineering and DOE Center for Advanced Bioenergy and Bioproducts Innovation; Hong Kong Univ. of Science and Technology (Hong Kong). Dept. of Civil and Environmental Engineering
- Hong Kong Univ. of Science and Technology (Hong Kong). Dept. of Civil and Environmental Engineering; Commonwealth Scientific and Industrial Research Organization (CSIRO) Land and Water, Clayton, VIC (Australia)
- Univ. of Illinois at Urbana-Champaign, IL (United States). Dept. of Civil and Environmental Engineering and DOE Center for Advanced Bioenergy and Bioproducts Innovation
- Publication Date:
- Research Org.:
- Center for Advanced Bioenergy and Bioproducts Innovation (CABBI), Urbana, IL (United States); Univ. of Illinois at Urbana-Champaign, IL (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Biological and Environmental Research (BER)
- OSTI Identifier:
- 1574501
- Alternate Identifier(s):
- OSTI ID: 1570546
- Grant/Contract Number:
- SC0018420; DE‐SC0018420
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Water Resources Research
- Additional Journal Information:
- Journal Volume: 55; Journal ID: ISSN 0043-1397
- Publisher:
- American Geophysical Union (AGU)
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 54 ENVIRONMENTAL SCIENCES; crowdsourcing; rainfall monitoring; agent-based model; reward allocation; participant management
Citation Formats
Yang, Pan, Ng, Tze Ling, and Cai, Ximing. Reward-Based Participant Management for Crowdsourcing Rainfall Monitoring: An Agent-Based Model Simulation. United States: N. p., 2019.
Web. doi:10.1029/2018WR024447.
Yang, Pan, Ng, Tze Ling, & Cai, Ximing. Reward-Based Participant Management for Crowdsourcing Rainfall Monitoring: An Agent-Based Model Simulation. United States. https://doi.org/10.1029/2018WR024447
Yang, Pan, Ng, Tze Ling, and Cai, Ximing. Sat .
"Reward-Based Participant Management for Crowdsourcing Rainfall Monitoring: An Agent-Based Model Simulation". United States. https://doi.org/10.1029/2018WR024447. https://www.osti.gov/servlets/purl/1574501.
@article{osti_1574501,
title = {Reward-Based Participant Management for Crowdsourcing Rainfall Monitoring: An Agent-Based Model Simulation},
author = {Yang, Pan and Ng, Tze Ling and Cai, Ximing},
abstractNote = {Abstract Crowdsourcing incorporates common citizens as rich sources of data and is promising for environmental monitoring. In this paper, we propose and test the idea of incorporating incentives to crowdsourcing management for rainfall monitoring. Specifically, we model the allocation of incentives (quantitatively measurable and limited rewards) among crowdsourcing participants for a theoretical rainfall monitoring case. For this purpose, we develop an integrated model comprising a reward allocation component to represent the decision‐making process of a central manager, an agent‐based model to simulate the interactions between the manager and participants, and a rainfall simulation model to evaluate the effectiveness of various reward allocation policies. We simulate six reward allocation policies of varying levels of administrative cost, and consideration of participant and rainfall spatial heterogeneities. The results suggest the performance of each policy to improve with the reward budget and their spatial uniformity. Among the six policies tested, we find that the participant density weighted maximum participation policy yields the most accurate estimation of rainfall intensity due to its more explicit consideration of the spatial distribution of participants; however, this policy associates with a high administrative cost. This highlights the trade‐off between performance and cost in designing effective reward allocation policies. This paper provides a physical and behavior simulation modeling tool to study the feasibility and complexity of reward‐based participant management for crowdsourcing rainfall monitoring. The proposed crowdsourcing method is beneficial for a wide range of applications that require rainfall data with fine resolution, such as storm water management and water availability and biomass assessment for food and energy crops.},
doi = {10.1029/2018WR024447},
journal = {Water Resources Research},
number = ,
volume = 55,
place = {United States},
year = {Sat Sep 14 00:00:00 EDT 2019},
month = {Sat Sep 14 00:00:00 EDT 2019}
}
Web of Science
Works referenced in this record:
Using Social Media to Detect Outdoor Air Pollution and Monitor Air Quality Index (AQI): A Geo-Targeted Spatiotemporal Analysis Framework with Sina Weibo (Chinese Twitter)
journal, October 2015
- Jiang, Wei; Wang, Yandong; Tsou, Ming-Hsiang
- PLOS ONE, Vol. 10, Issue 10
When and Why Incentives (Don't) Work to Modify Behavior
journal, November 2011
- Gneezy, Uri; Meier, Stephan; Rey-Biel, Pedro
- Journal of Economic Perspectives, Vol. 25, Issue 4
Assimilating uncertain, dynamic and intermittent streamflow observations in hydrological models
journal, September 2015
- Mazzoleni, Maurizio; Alfonso, Leonardo; Chacon-Hurtado, Juan
- Advances in Water Resources, Vol. 83
Exploring the influence of citizen involvement on the assimilation of crowdsourced observations: a modelling study based on the 2013 flood event in the Bacchiglione catchment (Italy)
journal, January 2018
- Mazzoleni, Maurizio; Cortes Arevalo, Vivian Juliette; Wehn, Uta
- Hydrology and Earth System Sciences, Vol. 22, Issue 1
Hydrometric network design using streamflow signatures and indicators of hydrologic alteration
journal, October 2015
- Leach, James M.; Kornelsen, Kurt C.; Samuel, Jos
- Journal of Hydrology, Vol. 529
Least squares quantization in PCM
journal, March 1982
- Lloyd, S.
- IEEE Transactions on Information Theory, Vol. 28, Issue 2
Developing an entropy-based model of spatial information estimation and its application in the design of precipitation gauge networks
journal, November 2014
- Su, Ho-Ting; You, Gene Jiing-Yun
- Journal of Hydrology, Vol. 519
How to get and keep citizens involved in mobile crowd sensing for water management? A review of key success factors and motivational aspects: Involvement of citizens in mobile crowd sensing for water management
journal, April 2017
- Rutten, Martine; Minkman, Ellen; van der Sanden, Maarten
- Wiley Interdisciplinary Reviews: Water, Vol. 4, Issue 4
Gauging Through the Crowd: A Crowd-Sourcing Approach to Urban Rainfall Measurement and Storm Water Modeling Implications: BETTER RAINFALL MONITORING BY THE CROWD
journal, November 2017
- Yang, Pan; Ng, Tze Ling
- Water Resources Research, Vol. 53, Issue 11
Crowdsourcing urban air temperatures from smartphone battery temperatures: AIR TEMPERATURES FROM SMARTPHONES
journal, August 2013
- Overeem, A.; R. Robinson, J. C.; Leijnse, H.
- Geophysical Research Letters, Vol. 40, Issue 15
Efficient task assignment for spatial crowdsourcing: A combinatorial fractional optimization approach with semi-bandit learning
journal, October 2016
- ul Hassan, Umair; Curry, Edward
- Expert Systems with Applications, Vol. 58
Rainfall estimation using moving cars as rain gauges – laboratory experiments
journal, January 2013
- Rabiei, E.; Haberlandt, U.; Sester, M.
- Hydrology and Earth System Sciences, Vol. 17, Issue 11
Crowd-sourcing the smart city: Using big geosocial media metrics in urban governance
journal, January 2017
- Zook, Matthew
- Big Data & Society, Vol. 4, Issue 1
The Effects of Lottery Incentive and Length of Questionnaire on Health Survey Response Rates
journal, November 1999
- Kalantar, Jamshid S.; Talley, Nicholas J.
- Journal of Clinical Epidemiology, Vol. 52, Issue 11
Combining radar and rain gauge rainfall estimates using conditional merging
journal, January 2005
- Sinclair, Scott; Pegram, Geoff
- Atmospheric Science Letters, Vol. 6, Issue 1
Developments in hydrometric network design: A review
journal, January 2009
- Mishra, Ashok K.; Coulibaly, Paulin
- Reviews of Geophysics, Vol. 47, Issue 2
Fast Bayesian Regression Kriging Method for Real‐Time Merging of Radar, Rain Gauge, and Crowdsourced Rainfall Data
journal, April 2019
- Yang, Pan; Ng, Tze Ling
- Water Resources Research, Vol. 55, Issue 4
Crowdsourced data for flood hydrology: Feedback from recent citizen science projects in Argentina, France and New Zealand
journal, October 2016
- Le Coz, Jérôme; Patalano, Antoine; Collins, Daniel
- Journal of Hydrology, Vol. 541
Global sensitivity analysis using polynomial chaos expansions
journal, July 2008
- Sudret, Bruno
- Reliability Engineering & System Safety, Vol. 93, Issue 7
Mapping temperature using kriging with external drift: Theory and an example from scotland
journal, January 1994
- Hudson, Gordon; Wackernagel, Hans
- International Journal of Climatology, Vol. 14, Issue 1
Analyzing Crowd Labor and Designing Incentives for Humans in the Loop
journal, September 2012
- Tokarchuk, Oksana; Cuel, Roberta; Zamarian, Marco
- IEEE Internet Computing, Vol. 16, Issue 5
Influence of rainfall observation network on model calibration and application
journal, January 2008
- Bárdossy, A.; Das, T.
- Hydrology and Earth System Sciences, Vol. 12, Issue 1
Participation Patterns and Reliability of Human Sensing in Crowd-Sourced Disaster Management
journal, August 2017
- Ogie, Robert I.; Forehead, Hugh; Clarke, Rodney J.
- Information Systems Frontiers, Vol. 20, Issue 4
Hydrologic modeling analysis of a passive, residential rainwater harvesting program in an urbanized, semi-arid watershed
journal, January 2014
- Walsh, Thomas C.; Pomeroy, Christine A.; Burian, Steven J.
- Journal of Hydrology, Vol. 508
Mitigating Herding in Hierarchical Crowdsourcing Networks
journal, December 2016
- Yu, Han; Miao, Chunyan; Leung, Cyril
- Scientific Reports, Vol. 6, Issue 1
Meta-analysis of randomised trials of monetary incentives and response to mailed questionnaires
journal, November 2005
- Edwards, P.
- Journal of Epidemiology & Community Health, Vol. 59, Issue 11
To share or not to share: Drivers and barriers for sharing data via online amateur weather networks
journal, April 2016
- Gharesifard, Mohammad; Wehn, Uta
- Journal of Hydrology, Vol. 535
Attributes influencing college students’ participation in volunteering: a conjoint analysis
journal, August 2011
- Lee, Young-joo; Won, Doyeon
- International Review on Public and Nonprofit Marketing, Vol. 8, Issue 2
The future of citizen science: emerging technologies and shifting paradigms
journal, August 2012
- Newman, Greg; Wiggins, Andrea; Crall, Alycia
- Frontiers in Ecology and the Environment, Vol. 10, Issue 6
Improvement of rainfall-runoff forecasts through mean areal rainfall optimization
journal, September 2006
- Anctil, François; Lauzon, Nicolas; Andréassian, Vazken
- Journal of Hydrology, Vol. 328, Issue 3-4
A Real-time Precision Agriculture Monitoring System using Mobile Sink in WSNs
conference, December 2018
- Gupta, Ashish; Gupta, Hari Prabhat; Kumari, Preti
- 2018 IEEE International Conference on Advanced Networks and Telecommunications Systems (ANTS)
Coverage inequality and quality of volunteered geographic features in Chinese cities: Analyzing the associated local characteristics using geographically weighted regression
journal, January 2017
- Su, Shiliang; Lei, Chaoran; Li, Anyun
- Applied Geography, Vol. 78
From Crowd to Community: A Survey of Online Community Features in Citizen Science Projects
conference, January 2017
- Reeves, Neal; Tinati, Ramine; Zerr, Sergej
- Proceedings of the 2017 ACM Conference on Computer Supported Cooperative Work and Social Computing - CSCW '17
Two and a half years of country-wide rainfall maps using radio links from commercial cellular telecommunication networks: TWO AND A HALF YEARS OF RADIO LINK RAINFALL MAPS
journal, October 2016
- Overeem, A.; Leijnse, H.; Uijlenhoet, R.
- Water Resources Research, Vol. 52, Issue 10
Can assimilation of crowdsourced data in hydrological modelling improve flood prediction?
journal, January 2017
- Mazzoleni, Maurizio; Verlaan, Martin; Alfonso, Leonardo
- Hydrology and Earth System Sciences, Vol. 21, Issue 2
Rainfall estimation using moving cars as rain gauges - Laboratory experiments
other, January 2013
- Rabiei, Ehsan; Haberlandt, Uwe; Sester, Monika
- Göttingen : Copernicus GmbH
Hyper-resolution monitoring of urban flooding with social media and crowdsourcing data
journal, February 2018
- Wang, Ruo-Qian; Mao, Huina; Wang, Yuan
- Computers & Geosciences, Vol. 111
Uncertainty Quantification and Global Sensitivity Analysis for Economic Models
journal, January 2017
- Harenberg, Daniel; Marelli, Stefano; Sudret, Bruno
- SSRN Electronic Journal
Land Availability for Biofuel Production
journal, January 2011
- Cai, Ximing; Zhang, Xiao; Wang, Dingbao
- Environmental Science & Technology, Vol. 45, Issue 1
Uncertainty quantification and global sensitivity analysis for economic models
journal, January 2019
- Harenberg, Daniel; Marelli, Stefano; Sudret, Bruno
- Quantitative Economics, Vol. 10, Issue 1
The Role of Incentive Design, Incentive Value, Communications Strategy, and Worksite Culture on Health Risk Assessment Participation
journal, May 2009
- Seaverson, Erin L. D.; Grossmeier, Jessica; Miller, Toni M.
- American Journal of Health Promotion, Vol. 23, Issue 5
A Scheme for Rain Gauge Network Design Based on Remotely Sensed Rainfall Measurements
journal, February 2017
- Dai, Qiang; Bray, Michaela; Zhuo, Lu
- Journal of Hydrometeorology, Vol. 18, Issue 2
Adopting incentive mechanisms for large-scale participation in mobile crowdsensing: from literature review to a conceptual framework
journal, December 2016
- Ogie, R. I.
- Human-centric Computing and Information Sciences, Vol. 6, Issue 1
Comparing Data Characteristics and Results of an Online Factorial Survey between a Population-Based and a Crowdsource-Recruited Sample
journal, January 2014
- Weinberg, Jill; Freese, Jeremy; McElhattan, David
- Sociological Science, Vol. 1
Big Ship Data: Using vessel measurements to improve estimates of temperature and wind speed on the Great Lakes: BIG SHIP DATA ON THE GREAT LAKES
journal, May 2017
- Fries, Kevin; Kerkez, Branko
- Water Resources Research, Vol. 53, Issue 5
An assessment of distributed flash flood forecasting accuracy using radar and rain gauge input for a physics-based distributed hydrologic model
journal, January 2012
- Looper, Jonathan P.; Vieux, Baxter E.
- Journal of Hydrology, Vol. 412-413
Global change and local solutions: Tapping the unrealized potential of citizen science for biodiversity research
journal, January 2015
- Theobald, E. J.; Ettinger, A. K.; Burgess, H. K.
- Biological Conservation, Vol. 181
The Impact of Material Incentives on Response Quantity, Response Quality, Sample Composition, Survey Outcome and Cost in Online Access Panels
journal, May 2004
- Gritz, Anja S.
- International Journal of Market Research, Vol. 46, Issue 3
Entropy theory-based criterion for hydrometric network evaluation and design: Maximum information minimum redundancy: HYDROMETRIC NETWORK EVALUATION AND DESIGN
journal, May 2012
- Li, Chao; Singh, Vijay P.; Mishra, Ashok K.
- Water Resources Research, Vol. 48, Issue 5
Increasing participation in incentive programs for biodiversity conservation
journal, July 2013
- Sorice, Michael G.; Oh, Chi-Ok; Gartner, Todd
- Ecological Applications, Vol. 23, Issue 5
Monitoring surface water quality using social media in the context of citizen science
journal, January 2017
- Zheng, Hang; Hong, Yang; Long, Di
- Hydrology and Earth System Sciences, Vol. 21, Issue 2
Optimal extension of the rain gauge monitoring network of the Apulian Regional Consortium for Crop Protection
journal, November 2007
- Barca, E.; Passarella, G.; Uricchio, V.
- Environmental Monitoring and Assessment, Vol. 145, Issue 1-3
Physician Response Rates to a Telephone Survey: Effects of Monetary Incentive Level
journal, April 1981
- Gunn, Walter J.; Rhodes, Isabelle N.
- Public Opinion Quarterly, Vol. 45, Issue 1
Toward the camera rain gauge
journal, March 2015
- Allamano, P.; Croci, A.; Laio, F.
- Water Resources Research, Vol. 51, Issue 3
Citizen observations contributing to flood modelling: opportunities and challenges
journal, January 2018
- Assumpção, Thaine H.; Popescu, Ioana; Jonoski, Andreja
- Hydrology and Earth System Sciences, Vol. 22, Issue 2
Crowdsourcing for climate and atmospheric sciences: current status and future potential: CROWDSOURCING FOR CLIMATE AND ATMOSPHERIC SCIENCES
journal, January 2015
- Muller, C. L.; Chapman, L.; Johnston, S.
- International Journal of Climatology, Vol. 35, Issue 11
Crowdsourcing Methods for Data Collection in Geophysics: State of the Art, Issues, and Future Directions
journal, December 2018
- Zheng, Feifei; Tao, Ruoling; Maier, Holger R.
- Reviews of Geophysics, Vol. 56, Issue 4
HydroCrowd: a citizen science snapshot to assess the spatial control of nitrogen solutes in surface waters
journal, November 2015
- Breuer, Lutz; Hiery, Noreen; Kraft, Philipp
- Scientific Reports, Vol. 5, Issue 1
Sampling optimization based on secondary information and its utilization in soil carbon mapping
journal, August 2006
- Simbahan, Gregorio C.; Dobermann, Achim
- Geoderma, Vol. 133, Issue 3-4
Even sampling designs generation by charges repulsion simulation
journal, August 2011
- Chen, Baisong; Pan, Yuchun; Wang, Jihua
- Environmental Monitoring and Assessment, Vol. 184, Issue 6
Urban spatial structure in OECD cities: Is urban population decentralising or clustering?: Urban spatial structure in OECD cities
journal, May 2017
- Veneri, Paolo
- Papers in Regional Science, Vol. 97, Issue 4
An agent-based model for crowdsourcing systems
conference, December 2014
- Zou, Guangyu; Gil, Alvaro; Tharayil, Marina
- 2014 Winter Simulation Conference - (WSC 2014), Proceedings of the Winter Simulation Conference 2014
Uncertainty Quantification and Global Sensitivity Analysis for Economic Models
journal, January 2017
- Harenberg, Daniel; Marelli, Stefano; Sudret, Bruno
- SSRN Electronic Journal
Uncertainty quantification and global sensitivity analysis for economic models
text, January 2017
- Harenberg, Daniel; Marelli, Stefano; Sudret, Bruno
- ETH Zurich
Uncertainty quantification and global sensitivity analysis for economic models
text, January 2019
- Daniel, Harenberg,; Stefano, Marelli,; Bruno, Sudret,
- ETH Zurich