LOG-IDEAH: LOGic trees for identification of damage due to earthquakes for architectural heritage

In the framework of PERPETUATE, LOG-IDEAH: “LOGic trees for Identification of Damage due to Earthquakes for Architectural Heritage” has been developed as a post-earthquake assessment tool for the evaluation of the global seismic performance of architectural assets (AAs). LOG-IDEAH is an expert system which interprets the seismic damage collected on site by relying on the knowledge of engineers and architects in seismic vulnerability assessment. The present expert system has been set up on logic trees, implemented in answer set programming to encode the recognition process that surveyors proceed to investigate the causes of damage and to evaluate the failures occurring on an AA. LOG-IDEAH, available at (http://perpetuate.cs.bath.ac.uk/), allows sketching AAs, recording the state of damage, uploading GPS referenced images and comparing collapse mechanisms observed on site with collapse mechanisms identified by the system. The seismic damage, which is the minimum data required by LOG-IDEAH, is collected at the level of both structural elements and artistic assets (local level) and interpreted at the level of the AA (global level). The answer set programming applied for the construction of the machine-processable representation, once the input data has been recorded into the web-interface, provides all possible failure modes and related possibilities of occurrence by taking into consideration the reliability level of the collected data. Its capability has been validated by applying LOG-IDEAH to the historic centre of L’Aquila of the 2009 earthquake by pointing out that answer set programming is a valid alternative approach to the existing methods developed to identify the seismic performance of masonry AAs.

[1]  Gerald Pfeifer,et al.  The KR System dlv: Progress Report, Comparisons and Benchmarks , 1998, KR.

[2]  Alex H. Barbat,et al.  Seismic damage evaluation in urban areas using the capacity spectrum method: Application to Barcelona , 2008 .

[3]  Aldo Zollo,et al.  Combining strong-motion, InSAR and GPS data to refine the fault geometry and source kinematics of the 2011, Mw 6.2, Christchurch earthquake (New Zealand) , 2013 .

[4]  A. Barbat,et al.  EXPERT SYSTEM FOR BUILDING DAMAGE EVALUATION IN CASE OF EARTHQUAKE , 2002 .

[5]  Serena Cattari,et al.  TREMURI program: An equivalent frame model for the nonlinear seismic analysis of masonry buildings , 2013 .

[6]  G. Roe,et al.  REAL-TIME SEISMOLOGY AND EARTHQUAKE DAMAGE MITIGATION , 2005 .

[7]  M. Fardis,et al.  Designer's guide to EN 1998-1 and en 1998-5 Eurocode 8: Design of structures for earthquake resistance; general rules, seismic actions, design rules for buildings, foundations and retaining structures/ M.Fardis[et al.] , 2005 .

[8]  Bart Selman,et al.  Satisfiability Solvers , 2008, Handbook of Knowledge Representation.

[9]  Antonella Saisi,et al.  VULNERABILITY ANALYSIS OF THE HISTORICAL BUILDINGS IN SEISMIC AREA BY A MULTILEVEL APPROACH , 2006 .

[10]  Fumio Yamazaki,et al.  Evaluation of Building Damage and Tsunami Inundation Based on Satellite Images and GIS Data following the 2010 Chile Earthquake , 2012 .

[11]  Dina D'Ayala,et al.  Analysis of out-of-plane damage behaviour of unreinforced masonry walls , 2008 .

[12]  Serena Cattari,et al.  Classification of cultural heritage assets and seismic damage variables for the identification of performance levels , 2011 .

[13]  Paolo Salvaneschi,et al.  Safety management of civil structures using knowledge based systems , 1990, IEA/AIE '90.

[14]  Marina De Vos,et al.  LOG-IDEAH: ASP for Architectonic Asset Preservation , 2012, ICLP.

[15]  Sara Paganoni,et al.  Assessment and analysis of damage in L’Aquila historic city centre after 6th April 2009 , 2011 .

[16]  Chitta Baral,et al.  Knowledge Representation, Reasoning and Declarative Problem Solving , 2003 .

[17]  C. Baggio,et al.  Manuale per la compilazione della scheda di primo livello di rilevamento danno, pronto intervento e agibilità per edifici ordinari nell’emergenza post-sismica (AeDES) , 2002 .

[18]  Dominik H. Lang,et al.  RISe: Illustrating Georeferenced Data of Seismic Risk and Loss Assessment Studies Using Google Earth , 2010 .

[19]  Mustafa Erdik,et al.  ELER software – a new tool for urban earthquake loss assessment , 2010 .

[20]  G. Di Pasquale AN OVERVIEW OF POST-EARTHQUAKE DAMAGE ASSESSMENT IN ITALY , 2002 .

[21]  Bo Wang,et al.  A new approach of combining aerial photography with satellite imagery for landslide detection , 2012, Natural Hazards.

[22]  Dominik H. Lang,et al.  SELENA - An open-source tool for seismic risk and loss assessment using a logic tree computation procedure , 2010, Comput. Geosci..

[23]  M. Turker,et al.  Automatic detection of earthquake‐damaged buildings using DEMs created from pre‐ and post‐earthquake stereo aerial photographs , 2005 .

[24]  Shengyong Chen,et al.  Artificial Intelligence in Civil Engineering , 2012 .

[25]  Reza Hassanzadeh,et al.  Interactive approach for GIS-based earthquake scenario development and resource estimation (Karmania hazard model) , 2013, Comput. Geosci..

[26]  Shengyong Chen,et al.  Modeling of Biological Intelligence for SCM System Optimization , 2011, Comput. Math. Methods Medicine.

[27]  Davorin Penava,et al.  Validation of a simplified micromodel for analysis of infilled RC frames exposed to cyclic lateral loads , 2016, Bulletin of Earthquake Engineering.

[28]  Alex H. Barbat,et al.  Corrigendum to ‘‘Seismic damage evaluation in urban areas using a capacity spectrum based method: Application to Barcelona’’ [Soil Dynamics and Earthquake Engineering 28 (10–11) (2008) 851–865] , 2010 .

[29]  Maurizio Pollino,et al.  Collaborative Open Source Geospatial Tools and Maps Supporting the Response Planning to Disastrous Earthquake Events , 2012, Future Internet.

[30]  D D Ayala,et al.  Seismic damage identification of cultural heritage assets , 2011 .

[31]  Christian Bignami,et al.  Earthquake Damages Rapid Mapping by Satellite Remote Sensing Data: L'Aquila April 6th, 2009 Event , 2011, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[32]  Humberto Varum,et al.  Seismic vulnerability assessment of historical urban centres: case study of the old city centre in Seixal, Portugal , 2013, Bulletin of Earthquake Engineering.

[33]  Massimiliano Pittore,et al.  Estimating building inventory for rapid seismic vulnerability assessment: Towards an integrated approach based on multi-source imaging , 2012 .

[34]  Xiaohua Tong,et al.  Geometric Processing of QuickBird Stereo Imageries for Urban Land Use Mapping: A Case Study in Shanghai, China , 2009, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[35]  Dina D'Ayala,et al.  Definition of Collapse Mechanisms and Seismic Vulnerability of Historic Masonry Buildings , 2003 .

[36]  Carlos Ferregut,et al.  Toward an expert system for damage assessment of structural concrete elements , 1995, Artificial Intelligence for Engineering Design, Analysis and Manufacturing.

[37]  Dina D'Ayala,et al.  Vulnerability assessment of the historical masonry building typologies of Vittorio Veneto (NE Italy) , 2008 .

[38]  King-Sun Fu,et al.  An Inexact Inference for Damage Assessment of Existing Structures , 1985, Int. J. Man Mach. Stud..

[39]  Saburoh Midorikawa,et al.  Updating GIS Building Inventory Data Using High-Resolution Satellite Images for Earthquake Damage Assessment: Application to Metro Manila, Philippines , 2006 .

[40]  Nicola Augenti,et al.  Earthquake damages to cultural heritage constructions and simplified assessment of artworks , 2013 .

[41]  V. S. Costa,et al.  Theory and Practice of Logic Programming , 2010 .

[42]  Chutiporn Anutariya,et al.  XML Declarative Description: A Language for the Semantic Web , 2001, IEEE Intell. Syst..

[43]  Martin Gebser,et al.  Conflict-Driven Answer Set Solving , 2007, IJCAI.

[44]  Marina De Vos,et al.  A pragmatic programmer’s guide to answer set programming , 2009 .

[45]  Michael Gelfond,et al.  Classical negation in logic programs and disjunctive databases , 1991, New Generation Computing.

[46]  R.P.J. van Hees Towards a systematic diagnosis of structural damage , 2008 .

[47]  John Handmer,et al.  Ignorance, the precautionary principle, and sustainability , 1995 .

[48]  D. D’Ayala,et al.  Force and Displacement Based Vulnerability Assessment for Traditional Buildings , 2005 .

[49]  Hans Tompits,et al.  Theory and Practice of Logic Programming Annotating Answer­set Programs in Lana Annotating Answer-set Programs in Lana , 2022 .

[50]  Stuart P. D. Gill,et al.  A Comprehensive Analysis of Building Damage in the 12 January 2010 Mw7 Haiti Earthquake Using High-Resolution Satellite and Aerial Imagery , 2011 .

[51]  J. Hoffmann,et al.  Mapping damage during the Bam (Iran) earthquake using interferometric coherence , 2007 .

[52]  Takeshi Jumonji,et al.  Norma para la evaluación del nivel de daño por sismo en estructuras y guía técnica de rehabilitación (estructuras de concreto reforzado) , 1996 .