Review Article

Research Status and Challenges of Data-Driven Construction Project Management in the Big Data Context

Table 2

A summary of the collected references.

No.PapersPhasesResearch topicsTechnologies involvedBDM/BDA&V

1[34]ConstructionSafety managementBIM, GISVisualization
2[35]ConstructionSafety managementDMAnalytics
3[36]ConstructionSafety managementDMAnalytics
4[37]ConstructionSafety managementRFID/WBNCollection/analytics
5[38]ConstructionCompliance checking/safety managementRFIDCollection/analytics
6[39]ConstructionSafety managementDMAnalytics
7[40]ConstructionSafety managementDMAnalytics
8[41]ConstructionKnowledge managementBIM/O/SAAnalytics/visualization
9[42]ConstructionSafety management/real-time information communicationRFID/ML/CVCollection/analysis/visualization
10[43]ConstructionSafety managementML/CVCollection/analysis
11[44]ConstructionSafety managementML/CVAnalysis/visualization
12[45]ConstructionSafety managementML/CVAnalysis/visualization
13[46]Bid/procurementBid management/cost controlDM/MLAnalytics
14[47]Bid/procurementCost controlBIM/O/SAAnalytics
15[48]Bid/procurementCost controlBIM/O/SAAnalytics
16[49]Bid/procurementProgress monitoring/supply chain managementRFID/BIMCollection/visualization
17[50]ConstructionProgress monitoringLS/ARCollection/visualization
18[51]ConstructionProgress monitoringBIMVisualization
19[52]ConstructionProgress monitoringLSCollection/integration
20[53]ConstructionResources arrangementKDD/OLAP/DM/DWAnalytics
21[54]ConstructionProgress monitoringBIMAnalytics/visualization
22[55]Bid/procurementCost controlKDD/DMAnalytics
23[56]Operation/maintenance, constructionQuality inspectionMLAnalytics
24[57]Operation/maintenance, constructionQuality inspectionMLAnalytics
25[58]Bid/procurementSupply chain managementRFID/PDAIntegration/analytics/visualization
26[59]Planning/deign, bid/procurementsupply chain managementRFIDcollection/analytics
27[60]Operation/maintenanceQuality inspectionPAD/WBIntegration/visualization
28[61]Operation/maintenanceQuality inspectionDCCollection/analytics/visualization
29[62]Construction, operation/maintenanceQuality inspectionML/DMAnalytics
30[63]Operation/maintenanceQuality inspectionMLProcessing/analytics
31[64]Operation/maintenanceQuality inspection/emergency responseBIMAnalytics/visualization
32[65]Operation/maintenanceQuality inspectionDM/ML:Analytics
33[66]Operation/maintenanceQuality inspectionML/WBNIntegration
34[67]Operation/maintenanceBuilding energy managementDM/BMS/KDDAnalytics/visualization
35[68]Operation/maintenanceBuilding energy managementDM/BMS/KDD/BASAnalytics/visualization
36[69]Planning/deign, operation/maintenanceBuilding energy managementBIM/BMSCollection/visualization
37[70]Operation/maintenanceBuilding energy managementBIM/BMSCollection/storage/visualization
38[25]Operation/maintenanceBuilding energy managementDMAnalytics
39[71]Bid/procurementBidding managementKDDAnalytics
40[72]Bid/procurementBidding management/knowledge managementCC/SOA/BIM/WB/VRCollection/processing
41[73]Bid/procurement, constructionSupply chain managementWBNCollection/processing
42[74]Bid/procurement, constructionSupply chain managementRFIDCollection/processing
43[75]Bid/procurement, constructionSupply chain managementRFIDCollection/integration
44[76]ConstructionSupply chain managementRFIDCollection/processing
45[77]ConstructionResources arrangementKDD/DMCollection/integration
46[78]Construction, demolition/recyclingResources arrangementWB/EISCollection/storage/analytics
47[79]Planning/design, demolition/recyclingWastes managementBIMStorage/analytics
48[80]Planning/design, constructionReal-time information communicationVR/PDA/GIS/WBNVisualization
49[31]ConstructionReal-time information communicationWBN/SA/WB/ABIntegration/transformation
50[81]ConstructionReal-time information communication/organization, integration, and collaborativeWBNTransformation
51[82]Constructionquality inspection/real-time information communication/organization, integration, and collaborativeDC/WB/WBNCollection/integration/storage/visualization
52[83]ConstructionReal-time information communication/organization, integration, and collaborativeRFID/WBN/PDA/DCCollection/transformation
53[84]Planning/design, constructionReal-time information communication/information integrationBIM/AR/RFID/LSIntegration/visualization
54[5]Bid/procurementSupply chain management/real-time information communication/organization, integration, and collaborative/relationship managementRFID/WB/WBN/GPS/SOA/CCCollection/integration/transformation
55[85]Whole lifecycleInformation integration/relationship managementCC/SNA/BIMIntegration/storage/visualization
56[86]ConstructionKnowledge managementKDDStorage/analytics
57[87]ConstructionOrganization, integration, and collaborativePDAVisualization
58[88]ConstructionOrganization, integration, and collaborativeWBIntegration/transformation
59[89]ConstructionOrganization, integration, and collaborativeWBN/WB/AB/VRIntegration/transformation
60[90]Planning/design, bid/procurement, constructionOrganization, integration, and collaborativeCC/AB/WBProcessing/storage
61[91]Planning/design, bid/procurement, constructionSupply chain management/relationship managementAB/WBIntegration/transformation
62[92]Planning/design, bid/procurement, constructionSupply chain management/relationship managementSOA/RFID/WBN/WBIntegration
63[93]Whole lifecycleAsset managementBIM/GISStorage/visualization
64[94]Operation/maintenanceAsset managementBIMIntegration/storage
65[95]ConstructionAsset managementARVisualization
66[96]ConstructionCrowdsourcingCC/DC/MLCollection/analytics/visualization
67[97]ConstructionCrowdsourcingCV/ML/DC/BIM/ARCollection/analytics/visualization
68[98]ConstructionCrowdsourcing/progress monitoring/quality inspectionDC/BIMCollection/analytics/visualization
69[99]Bid/procurement, constructionElectronic commerce modelWBIntegration
70[100]Bid/procurement, constructionElectronic commerce modelWB/WNBIntegration
71[101]planning/designDesign supportDMAnalytics/visualization
72[102]Planning/designDesign supportBIMAnalytics/visualization
73[103]ConstructionCompliance checkingSA/NLPProcessing/storage/analytics
74[104]ConstructionCompliance checking/safety managementAR/GIS/NLPProcessing/storage/analytics/visualization
75[105]ConstructionCompliance checkingSA/NLP/MLStorage/analytics
76[106]ConstructionClaim managementMLAnalytics
77[107]ConstructionClaim managementML/CBRAnalytics
78[108]Operation/maintenanceEmergency responseGIS/RFID/WBNCollection/analytics/visualization
79[109]Operation/maintenanceEmergency responseRFIDCollection/analytics
80[110]ConstructionEmergency responseARStorage/visualization
81[111]Operation/maintenanceEmergency responseMLAnalytics
82[112]Operation/maintenanceEmergency responseWBNCollection/analytics
83[113]Operation/maintenanceQuality inspection/knowledge managementBIM/CBRStorage/analytics/visualization
84[114]Whole lifecycleInformation integration/knowledge managementBIM/CC/NLPGeneration/collection/integration/storage
85[115]ConstructionResources arrangementWBN/ML/CCCollection/analytics
86[116]ConstructionResources arrangementGPSCollection/analytics
87[117]ConstructionProgress monitoringGISAnalytics/visualization
88[118]ConstructionProgress monitoringKDDAnalytics
89[119]Bid/procurementKnowledge managementNLPAnalytics
90[120]Operation/maintenanceQuality inspectionMLAnalytics
91[121]ConstructionKnowledge managementML/SAAnalytics
92[122]ConstructionSafety managementWBNCollection/processing
93[123]ConstructionSafety managementWBNCollection/processing
94[124]ConstructionKnowledge management/resource arrangementDM/WBAnalytics
95[125]Bid/procurementKnowledge managementRFIDCollection/storage
96[126]Whole lifecycleReal-time information communication/supply chain managementBIMCollection/visualization

Note: WBN, wireless-based network; O, ontology; SA, semantic analysis; CV, computer vision; LS, laser scanning; DW, data warehouse; WB, web-based; DC, digital camera; CC, cloud computing; AB, agent-based.